We need to determine if there is a clear, recurring mismatch in level between questioners' assumptions and management's reports, with the mismatch running upward. The questions should be framed around a more modest/cautious/troubled version, and management corrects upward with concrete things already happening. Let's analyze the Q&A portion. Questions: 1. Neale Anderson (HSBC): asks about Enterprise Business Group revenue, whether the high base of one-time revenue in 2022 will affect 2024, and about cost increase/investment in growth business, specifically how much goes to International Business Group given Germany expansion. This is cautious: asking if the decline will repeat, and about cost increases. Management answers: For first, they say the situation will moderate, ICT expected to grow at reasonable rate. For second, they mention investing in talents, infrastructure, contents, and that some costs are related to revenue. They don't give specific numbers but say International Business will grow well. This is somewhat upward but not very concrete? They mention "we will keep investing" and "expect" - but they also say "we will expect the International Business segment will also grow very well" - that's outlook. However, they also mention "we have the footprint in Europe" - that's a fact. But the correction is not strongly concrete with numbers. 2. Sara Wang (UBS): asks about EBG revenue - why income before tax declined despite ICT revenue increase and margin improvement, and about CapEx guidance for 2024, specifically non-mobile CapEx increase - where are key investment areas. Management answers: For EBG, they explain 3G impairment, long-distance call decline, internal carbon fees. That's explaining a decline, not correcting upward. For CapEx, they say non-mobile increase mainly due to IDC construction and submarine cables. That's factual but not correcting upward in terms of business performance. 3. Rajesh Panjwani (JPMorgan): asks about proportion of CapEx going to IDC, whether non-mobile CapEx will remain elevated after 2024, and about International Business expansion - what kind of projects. Management answers: For IDC investment increased by about 10% and more, but they don't give proportion. For international projects, they say they help customers deploy CT and ICT in Europe, US, Japan, catering to Taiwanese clients and expecting foreign clients.
Chunghwa Telecom Co., Ltd.
The call grade, management's tone measured against 177,437 other calls, what changed since the quarter before, and every one of the 500 checks.
This is the current report. Unlock its call read, expected move size, and all 500 answers.
- Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
- Does an executive cite a specific dollar figure greater than one billion?
- Is the word "excited" or "exciting" used by management at least twice?
- Does the word "growth" appear at least ten times?
30 markers, measured against 177,437 calls
Language counted straight from the transcript, behaviour read by the 500 checks, tone above. The band is the middle half of every call we have graded; a flag means this call sits outside it.
All 500 AI checks
Q1 2025 · 500 checks
Every answer is below. Open any check to see what its YES or NO means.
NO Does an executive answer a question by describing a process rather than an outcome?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question the executive answers with a question back to the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use "historically" or "traditionally" while defending a current practice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the phrase "next question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question spanning more than five sentences?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing multiple sub-questions (three or more)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer a question personally after another executive initially responds?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst preface a question by summarizing the company's stated results?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "obviously" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "guidance" in the same sentence as a specific number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst say "congrats" or "congratulations" to management?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "scale" or "scaling" used as a verb?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question beginning with a number ("two questions", "three quick ones")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst say "thank you" before asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst name two or more executives when asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "outperform," "outperformance," or "beat" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "the environment" when describing market conditions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the word "momentum" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "thank you" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "with that" as a transition phrase?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "on a comparable basis" or "adjusted for"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "moving to" or "turning to" when changing topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "over to you" or "I'll turn it over"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "operator" aloud during the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone repeat the same stock phrase three or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "as you know" to introduce a claim?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker apologize without attaching a fix to the apology?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the call end without any closing statement from the CEO?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a request to move the call along or to the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question with another question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention the weather?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a negotiation currently in progress?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive describe a competitor with anything resembling respect?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than ten questioners in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "kind of" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question include the word "color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO deliver the opening remarks rather than the CFO or IR head?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "if I may" or "if you don't mind"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive's first sentence include the word "revenue"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the word "clarification" or "clarify" in a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the phrase "color on" or "some color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our final question" before closing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "let me" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "aggressive" or "aggressively" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question referencing "the puts and takes"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include a compliment followed by "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "sequential" or "sequentially" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "with that" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "for the benefit of" or "just to remind" when restating context?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "early days"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "journey" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the speaker describe a strategy as "disciplined" without describing any trade-off?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there an apology offered to a specific analyst by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be honest" or "frankly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone promise to "follow up" or "take that offline" and fail to commit to when?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone on the call interrupt a colleague mid-sentence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does someone use a personal anecdote rather than a metric to justify confidence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "question" appear in the operator's speech more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "growth" appear at least ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "a couple of"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask about capital allocation or buybacks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "strong" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive use the phrase "we're seeing" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the word "confident" or "confidence" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "record" appear at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management promise to follow up or take a question offline?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "we're excited about" or "we're pleased with"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Do two or more analysts from the same firm ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "moving forward" or "go forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management mention a specific number of stores, locations, or markets?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "folks"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "thank you" more than five times in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive use the phrase "we believe"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator use the phrase "next question" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst mention a specific percentage figure in their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quarter" appear in at least ten questions or answers during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does at least one analyst ask a question about margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer the majority of analyst questions personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO speak during the Q&A portion at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question reference a specific quarter (e.g., "fourth quarter") by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question beginning with "just" (e.g., "just curious")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about a specific dollar amount or number stated in the prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question begin with the words "can you" or "could you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "if you look at" during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO answer at least one question without the CEO speaking first?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing an explicit comparison to a competitor company?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "moving on" or "next question" come from the operator?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "color" appear (e.g., "add some color") in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "I think" at least three times within a single answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive begin an answer by restating the analyst's name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive's answer exceed 300 words in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer the first analyst question personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "obviously" appear in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "margin" more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "So" as the first word?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "if I may" or "if I could" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "let me" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "specifically"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "momentum" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management mention "margin" or "margins" in prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "definitely" used by any speaker?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "seasonality" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "robust" to describe demand, growth, or the pipeline?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the word "leverage" as a verb at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive use the word "team" when referring to employees?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "that said" or "having said that" to introduce a caveat?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "we remain confident" or "we are confident"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive say "thank you" immediately after finishing an answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive cite a specific dollar figure greater than one billion?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst's question contain the word "curious"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst reference a specific prior quarter by name (e.g., "last quarter")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "obviously" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a follow-up in the same turn after their first answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about a specific geographic region or market?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "margin" or "margins" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" or "opportunities" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we'll come back to that" or defer an answer to a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" three or more times in the Q&A section?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO use the phrase "free cash flow" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO mention at least one specific customer segment by name (e.g., "enterprise")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "take your question" or "take the question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst introduce themselves by name before asking their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "including" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management reference "the macro environment" or "macroeconomic" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive reference "our team" or "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than one analyst from the same firm?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any prepared remark mention "headwinds" or "tailwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "with that, I'll turn it over"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the phrase "capital allocation"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive decline to answer, citing that something will come later or is not disclosed?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a two-part question containing the word "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone ask a follow-up question in the same turn after their first question is answered?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone answer "yes" or "no" as the first word of a response?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" at least ten times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their question with "Hi" or "Hello" as a greeting?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we are excited about" without naming a number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst reference a peer company's results or valuation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "just to clarify" or "just to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "headwind" or "headwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "tailwind" or "tailwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "investments" appear in the context of margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention "FX" or "foreign exchange"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "efficiency" or "productivity" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst thank the executives or congratulate them before asking a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" or "thanks for the question"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "as we said last quarter" or reference a prior call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "going forward" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "levers" when discussing actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts by name at any point after a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we'll take that offline" or offer to follow up after the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "committed" regarding a target?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO's prepared remarks mention "macro" or "macroeconomic"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "the vast majority"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "temporary" or "transitory" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is an analyst's question answered with "great question" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a questioner from an investment bank other than the first three analysts who ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes a reference to a specific dollar figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" at least ten times across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "thank you for taking my question" or "thanks for taking my question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's first sentence contain a compliment or thanks before asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO present in both the prepared remarks and the Q&A portion of the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO personally deliver the closing remarks of the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO's prepared remarks contain the word "team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the phrase "moving on" or "with that" to transition between topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "in terms of" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO First-person singular ("I believe," "I think") used more by the CFO than the CEO.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A single question receives answers from two different executives.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A hedge word ("maybe," "sort of") appears inside a direct quantitative claim.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "obviously"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear in both prepared remarks and the Q&A section?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive defer a question to another executive by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Someone uses the word "honestly," "frankly," or "to be clear."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "ecosystem" or "platform" without a number attached?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "certainly" three or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone begin an answer by restating or paraphrasing the analyst's name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst reference a competitor by name during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker say "let me" at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The transcript contains an apology unrelated to financial results.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The word "challenge" is spoken more often than "opportunity."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "seasonality" or "seasonal" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The phrase "as you know" appears at least twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "challenge" or "challenges" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention "weather" as a factor affecting results?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "thank you" to the analyst before answering a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "great question" or similar praise of a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The final question is answered noticeably shorter than the opening ones.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "we remain" followed by a verb (e.g., "we remain committed")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain a sentence that begins with "What I would say is"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question mention a specific percentage or dollar figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer more questions than any other executive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator say "our final question" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "opportunity" or "opportunities" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "clearly" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "leverage" appear as a verb at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst's first name get used by an executive when thanking them?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than five questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more than ten analyst questions in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our next question comes from" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management say "we are not going to comment on" or equivalent refusal language?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive corrects an analyst's premise.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer more than half of the analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst mention the word "margin" in their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Executive uses the word "excited" more than twice.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a multi-part question containing three or more distinct questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "guidance" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst begin with a compliment, such as "great quarter" or "congrats"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we said" when recalling prior statements?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their turn with "thanks" or "thank you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headwind" or "tailwind" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "synergies" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst address a question to two or more executives by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "capital" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we feel" rather than "we believe" or "we think"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "capital" appear in at least three different speakers' turns?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "over time" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "as I mentioned" or "as we said" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO open the call before any analyst questions by mentioning the macro environment?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "we are pleased" or "we're excited"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the word "leverage" (financial or metaphorical)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst thank management before asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "automation" or "productivity" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "uncertainty" or "uncertainties" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "leverage" or "leveraging" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Currency headwinds mentioned unprompted.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "a number of" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "best-in-class" or "industry-leading"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "momentum" appear at least twice in prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "on a constant currency basis" or similar currency adjustment used?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include the phrase "just to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "the team" appear at least twice in management remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "so clearly" or "quite frankly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "we believe" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Speaker says "we don't guide" on anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "quarter" at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "thank you" more than five times in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "macro" or "macroeconomic" appear at least twice in the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "typically" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive state they will "come back to" a question or follow up later?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts for their questions at any point during Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Speaker admits being surprised by anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the phrase "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the phrase "going forward" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "stability" or "stable" when describing demand?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Word "normal" used about demand.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "stay tuned" or "more to come"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section mention interest expense by name or figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "volatility" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive mentions a hobby or personal anecdote.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "pipeline" appear without a dollar figure attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "the macro" or "macro environment" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "our team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" or "good question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "we remain" followed by an adjective?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management thank analysts by name when responding?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "flexibility" or "flexible" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "takeaway," "take out," or "take rate"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Analyst compliments the team before asking a question.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use "we're" where "we are" could substitute, more than twenty times overall?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst reference the CEO or CFO by first name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "obviously" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "pipeline" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "moving on" or "let me turn it over" during prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question starting with "just"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "headwind" or "headwinds" more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the phrase "to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive use the phrase "year over year" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive cite a conversation with a customer, partner, or employee as evidence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question go to a named executive other than the CEO or CFO?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "to be clear" or "let me be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention a competitor by name without being prompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question that management declines to answer directly, citing timing or disclosure constraints?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question explicitly reference the company's prior guidance or outlook?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "next question" or does the operator use the word "final" before the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "invest" or "investment" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO handle a strategic question instead of a financial one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst flatter management within their first sentence of speaking?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask two questions when told to ask only one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "underlying" to modify a business metric?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "excited" or "pleased" at least twice in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "guidance" appear in the prepared remarks (not just Q&A)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "margin" used with a number attached (e.g., "400 basis points")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "record" preceding a noun (e.g., "record margin")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question by citing a competitor's actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "macro" or "macroeconomic" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenges" appear more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO begin an answer with "look" or "listen"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a pause or silence acknowledged on the call ("I think we lost you")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive name a specific competitor during the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear at least three times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we don't break that out" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a metric as "noisy" or "lumpy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive mention a specific number of percentage points when discussing market share?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does a speaker correct a figure they themselves just stated?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO refer to a competitor by name rather than "competition" or "peers"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO mention their own tenure or years of experience unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "the team" when taking ownership would be natural?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone blame weather, holidays, or calendar quirks unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone cite a personal anecdote involving a customer conversation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "a little bit"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the CFO the speaker for at least one analyst question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "guidance" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "we're excited" or "we are excited"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "dividend" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "invest" or "investment" used more than twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "invest" or "investment" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone cite a percentage of revenue from a specific segment?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenge" or "challenging" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe cutting discretionary spending like travel or hiring?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "liquidity" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript mention refinancing, maturity dates, or debt coming due?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention selling assets, real estate, or equipment to raise cash?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference "the macro" or "macro environment"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "capacity" mentioned?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "our customers" rather than naming a customer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript include a question about interest expense or debt service?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "working capital" appear in a context other than a seasonality excuse?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference borrowing from a bank or drawing on a credit facility?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "cost" appear in the first ten sentences of prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive say "we remain confident" or similar?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone mention covenants, amendments to loan documents, or lender conversations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "with that" or "that said" to pivot?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive open their first answer by thanking the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question include the word "capex" or "cash flow"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headline" or "headwinds" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "core" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst's turn contain the word "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing "how" and also "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "as we mentioned" or "as I mentioned" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more than eight analyst questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question include a percentage figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question contain the word "guidance"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared remarks exceed 1,000 words?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "if you look at"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer the first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "tailwind" or "tailwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "balance sheet" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO make closing remarks after the Q&A ends?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "structurally" or "secular"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator say "our next question" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "business as usual" or "as expected" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst preface a question with "quick" or "quickly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive state a specific numeric percentage when answering a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "in terms of" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear in the Q&A section?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "strong" appear more than five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "thank you" appear more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question containing the word "margin"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "guidance" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "thank you" appear at least ten times anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer by restating the analyst's name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about capital allocation or share repurchases?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenge" or "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "opportunity" or "opportunities" appear more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a villain—market conditions, regulation, currency—that behaves consistently across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "certainly" appear at least once in management's answers?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a personal, warm, or congratulatory question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "capital" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question the prepared remarks already answered?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "quarter" appear at least twenty times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any single analyst ask more than two questions during the whole call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "headwinds" or "tailwinds" used?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "margin" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "confidence" or "confident" spoken by any executive?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "call it" or "let's call it" before an estimate?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "going forward" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "coming back" or "circling back" to take a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "we believe" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the phrase "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the word "robust"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the phrase "if you will" or "so to speak"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "appreciate" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "at the end of the day"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone tell a self-contained anecdote with a beginning, middle, and end?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "our team"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain a silence, pause, or "we'll come back to that" that never resolves?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a customer, employee, or competitor as a named character with a motive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "we're pleased" or "I'm pleased"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a moment of modesty—someone crediting luck or timing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "on a year-over-year basis"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "excited" or "exciting" used by management at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "just" five or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question begin with "Can you" or "Could you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quick" or "quickly" appear in three or more analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask for guidance on a metric management did not offer unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question about capital allocation (buybacks, M&A, debt, or dividends)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst use the word "clarify" or "clarification"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "obviously" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management refer to a prior call or prior quarter's commentary when answering?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "actually" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive begin an answer with "Look," or "So,"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" or "challenges" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the operator run out of queued questions and close early?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst apologize or preface with "sorry" before asking?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "excited" used by the CEO more than the word "confident"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear more than five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "tailwind" or "headwind" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question begin with a compliment or congratulation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst apologize before or during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more questions about revenue than about costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive answer begin with "Sure" or "Yes" followed by a comma?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "from a ... perspective" (e.g., "from a margin perspective")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we're not going to" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management decline to answer by citing a future event ("we'll address that in..." or "at our upcoming...")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "quarter" appear at least 20 times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a mention of "FX," "currency," or "foreign exchange"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "that's right" or "that's correct" to an analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "leverage" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "leverage" used at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "headwinds" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "great question" or thank the analyst before answering?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone attribute results to "the team" rather than to strategy?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst begin their question with "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst thank management at the end of their turn?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone describe the future with "We believe" more than "We expect"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "momentum" used without a stated metric attached to it?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "macro" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "solid" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there an analogy to a machine, engine, or flywheel?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "visibility" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "base case" or "scenario" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we take that seriously" or "we're very focused on"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "to your point" or "as you mentioned" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the operator say "thank you" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management mention a specific competitor by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management say "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "fundamentally" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "ahead of" precede any mention of guidance or expectations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "on a year-over-year basis"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any single speaker say "right?" as a tag question at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "on a consistent basis" or "consistently"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker begin a sentence with "To be honest" or "To be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "strategic" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker describe a business unit as "healthy"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the word "fundamentals"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "resilient" or "resilience" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator mention a queue or "next question" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "if you look at" before citing a number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "last question" or "final question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "clearly" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO speak first among named executives in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headwind" or "headwinds" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO mention a specific percentage greater than ten?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "going forward" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "team" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "confident" appear in any executive's remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst thank management at the start or end of their turn?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO use the word "incredibly" at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the word "team" to refer to company personnel?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "to your point" when answering a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "with that" to transition between speakers or topics?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "transformation" or "transformational" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "moving on" or "next question" themselves?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "hedging" or say "to hedge"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst identify themselves with a two-part introduction (name and firm)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "talent" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "capacity" used more often about factories than about people?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive confess to having too much of something physical somewhere?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is a supplier or vendor mentioned by name at any point?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive blame weather, season, or geography for a shipment or delivery issue?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
Archived AI reasoning
Earlier Artul research experiments on CHT calls. Open a question to read the model's original reasoning.
NO Questions aim low, answers land high: the dialogue keeps correcting expectations upward with facts already in hand
Original model output from the research archive. It may be verbose or include the model's working notes.
NO Counterparties stepping up before the numbers do: escalating committed demand the reported results don't yet show
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes counterparties stepping up their commitment beyond prior levels AND that reported results do not yet reflect that step-up. Let's analyze the transcript. Management discusses various business segments. Key points: - Mobile service revenue growth, 5G migration, etc. But that's ongoing growth, not a step-up in commitment from counterparties. - Fixed broadband: speed upgrades, ARPU growth. Again, normal growth. - Enterprise Business Group: ICT revenue growth, cybersecurity, AIoT. But no mention of a specific escalation in commitments. - International Business: They are establishing a subsidiary in Germany, signed MOU with NTT, SJC2 cable expected to launch. But no mention of counterparties committing to larger volumes or that results don't reflect it. - The guidance for 2024 includes cost increases for investments in talents, infrastructure, content. But that's management's own investment, not counterparty commitment. The question asks: "does management describe that the counterparties who pay the company — customers, clients, partners, distributors, payers, or program sponsors — are CURRENTLY STEPPING UP their commitment to the company in a way that goes clearly beyond their prior level of business, AND does management convey that the reported results do not yet meaningfully reflect that step-up?" Looking for specific language about counterparties escalating. For example, "customers who started small now committing to substantially larger volumes" or "orders, bookings, or committed work arriving at a scale or pace beyond what the company had been receiving." The transcript does not have such language. It talks about growth, revenue increases, but not about a distinct escalation in commitment. The international expansion is about setting up a subsidiary, but that's management's initiative, not counterparties committing more. The MOU with NTT is a partnership, but not described as a step-up in commitment beyond prior levels. The SJC2 cable is an asset, not a commitment from customers. The only possible mention is "we are glad to announce that we signed an MOU with NTT Corporation" but that's a partnership, not a paying counterparty escalation. Also, "we are looking forward to capitalizing our undersea cable asset amid growing opportunity from international OTT service providers." That's opportunity, not committed.
NO Cash cost of the wait: management is funding a defined waiting period whose end is already scheduled
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript describes a situation where the company is currently paying for something not yet earning, with the wait being the main current work, and the far side being a specific near-dated event already visible and largely paid for. Let's examine the transcript. The company discusses various investments: 5G, fixed broadband, ICT, international expansion, IDC, submarine cables, etc. The question is whether there is a specific "waiting period" where they are paying costs now for a benefit that hasn't arrived yet, and the end is near. Key points: They mention establishing a subsidiary in Germany in first half of 2024. That is a future event, but they are not yet paying for it? They say "we are establishing a subsidiary in Germany in the first half of 2024" - that is a plan, not yet in operation. But they don't describe current costs for it. They mention SJC2 international undersea cable expected to launch service this year. That is a specific event. Are they currently paying for it? They mention capital expenditures for submarine cables. In the CapEx guidance, non-mobile CapEx increases by 24.7% due to investments in fixed-line network, IDC, and submarine cables. So they are spending on submarine cables now, and the cable is expected to launch this year. That could be a waiting period: they are paying for the cable now, and the benefit (service launch) is near. But is that the main current work? They also have other investments. The question asks: "does management describe the company as CURRENTLY LIVING THROUGH A DEFINED WAITING PERIOD IT IS PAYING FOR OUT OF ITS OWN POCKET" - that is, they are paying for something not yet earning, and the end is a specific near-dated event. Let's look for explicit statements. In the prepared remarks, they talk about 5G network being close to full deployment, mobile CapEx decreasing. They talk about IDC investments. They talk about international expansion. But they don't explicitly say "we are paying for this now and it will start earning at this date." They do mention the submarine cable launch this year. But is that a significant part of their business? They say "we're looking forward to capitalizing our undersea cable asset amid growing opportunity from international OTT service providers." That suggests they expect future revenue from it. But they don't describe current costs as a burden.
NO First domino, named next dominoes: management generalizes a fresh win into a repeatable template and points to the speci
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Need determine if management takes recent real success and generalizes as repeatable template, and identifies specific next places already in motion. Let's parse transcript. It's earnings call. Management discusses results, guidance, expansions. Key candidate: International Business expansion, Germany subsidiary. Chairman: "we are establishing a subsidiary in Germany in the first half of 2024, which will serve as the forerunner for International Business expansion in Europe. This marks a meaningful milestone of our international expansion." Later Q&A: "For 2024, we will continue to expand international outreach by mainly following Taiwanese clients' global footprint and replicate our successful use cases in 5G private networks and smart cities to overseas market. In addition, Europe will be a new focus in 2024 as we have seen growing ICT demand from clients' global expansion in Europe. Therefore, we plan to set up a subsidiary in Frankfurt to provide business support and we don't rule out the possibility to increase offices in different locations in Europe." Does this meet? Need first proven instance treated as template? They mention "replicate our successful use cases in 5G private networks and smart cities to overseas market." Is there a specific proven first instance? They don't name a specific won customer/project. They say "successful use cases" but no concrete detail. Also next repetitions: Germany subsidiary, Frankfurt, possibly more offices in Europe. But is that a template? They are following Taiwanese clients' global footprint. But no specific named clients or projects. Also "we have seen growing ICT demand from clients' global expansion in Europe" - generic. No specific next places beyond Germany. The question asks: Does management take a RECENT, REAL SUCCESS the company has actually achieved — a won customer, completed project, deployment, product introduction, first site, market, program, partnership that is demonstrably working — and explicitly generalize it, telling investors "what we just did here is not a one-off — it is a template we can repeat," AND identify SPECIFIC NEXT PLACES where same template is already being applied right now? Need answer YES only if both halves present. Let's examine other parts. Mobile business: They report strong performance, subscriber gains, revenue share.
NO Trajectory bent upward recently, and management says the change has only started showing
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Need determine if management conveys recent bend upward and still early. Need use only transcript. Let's parse. Question asks: Using ONLY supplied earnings call transcript, does management convey trajectory has RECENTLY BENT UPWARD — within last few quarters something real changed in business performance, current direction meaningfully better than path before — AND management indicates change still early, most effect not yet visible in results? Need answer YES or NO. We need evaluate transcript. Company Chunghwa Telecom Q4 2023. Management highlights strong 2023, EPS 4.76, revenue/EPS six-year highs, beat guidance. Mobile service revenue growth 33 consecutive months, postpaid ARPU growth 11 quarters. 5G migration, roaming recovery. Fixed broadband revenue/ARPU increased, high-speed migrations. ICT business revenue growth, cybersecurity, AIoT. International business revenue/IBT +33%/+39%. 2024 guidance revenue +2.4-3.1%, EPS 4.6-4.8, costs up, CapEx. Is there a "recent bend" from flat/declining? They say "maintained growth momentum for four consecutive years." "revenue and EPS hit six-year highs." But no explicit contrast with past decline? They mention "international roaming revenue in 2023 increased by 270% YoY and has already surged to existing pre-COVID-19 level." That is a recovery after COVID, a bend? But is it recent? Yes, 2023. But is it "still early"? They say "We expect strong demand from customers will continue to drive growth of roaming business in 2024." That's continued growth, not necessarily early. Also "5G penetration will continue to steadily develop in 2024. We believe Chunghwa will benefit the most." Not early. Need see if management says change still early, current results understate trajectory. They don't explicitly. They say "Our success in attracting subscribers speaks... We believe our mobile subscriber gains and revenue growth in 2023 will continue and roll over to 2024." That's momentum, not early. "Looking forward, we are optimistic to see the growth momentum roll over into 2024." Not early. Question requires BOTH. Likely NO. Need be careful: "recently bent upward" could be "revenue and EPS exceeded high end of full year guidance and hit six-year highs" after? But no contrast with prior path. They have maintained growth for four years. So no recent bend, just continuing well.
NO Priced like the old business, running like a new one: management is redirecting the call away from the metric investors
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the phenomenon described is present. The phenomenon: management redirects attention away from conventional yardstick to a different part of the business that is already earning, and indicates the record hasn't caught up. Let's analyze the transcript. The company is Chunghwa Telecom, a telecom. Conventional yardstick: likely mobile service revenue, subscriber numbers, ARPU, overall revenue, EPS. Management discusses these. But do they set aside the conventional yardstick? They talk about strong performance, but they don't say "the old metric is no longer the right thing to watch." They discuss mobile, fixed broadband, ICT, international. They highlight ICT business, international expansion, etc. But do they say that the conventional yardstick (e.g., mobile revenue) is not the right thing? No. They are proud of their performance. They give guidance for 2024 with revenue and EPS. They discuss various segments. They don't set aside the conventional yardstick. They also don't indicate that a different part is not yet reflected in reported results. They talk about ICT growth, but they also report ICT revenue. They don't say "the reported figures don't reflect this." They mention one-time impairments, but that's not about a different part. The question asks: does management repeatedly redirect attention away from the measure or storyline by which the company is conventionally judged and toward a different part of the business that it says is already earning today — and does management indicate that this different part is not yet what the company's reported results or outside understanding reflect? We need all three: (1) identify conventional yardstick and set it aside. (2) different part already earning. (3) record has not caught up. In the transcript, management discusses many things. They talk about mobile service revenue growth, 5G subscribers, etc. They also talk about ICT, international, etc. But they never say "the conventional yardstick is no longer the right thing." They don't push back on questions premised on old yardstick. They answer questions about EBG, CapEx, etc. They don't reframe the discussion away from the usual metrics. They give guidance for revenue and EPS, which are conventional. They don't say "the reported figures don't reflect the new part." They mention that ICT revenue is growing, but they also report it.
NO Physical throughput records at the operating level, told in operating units
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks if management reports that the company's physical/operational output has just reached the highest level in its own history or a clear step above its prior operating range, and management grounds this in specific operating quantities or milestones achieved in the recent period, and indicates output expected to continue rising because drivers are building. Look for evidence in transcript. They mention strong financial performance, revenue and EPS six-year highs. But operational records? They mention "most 5G subscribers in Taiwan, with more than 3 million" - that's a milestone but not necessarily highest in company history? They also mention "largest subscriber share of 37.1%" and "revenue share exceed 40%" - that's market share, not operational output. They talk about mobile service revenue growth, ARPU growth, 5G migration, etc. But do they claim physical output like number of subscribers, data traffic, installations? The question asks for physical/operational output units produced, shipped, delivered, installed, etc. That could be subscribers, base stations, etc. They mention "most numerous mobile base station already in use" but not a record. They mention "3 million 5G subscribers" - that's a specific quantity reached, but is it "highest level in company's history"? They say "more than 3 million" and "most 5G subscribers in Taiwan" - not necessarily a record for company, just leading. Also they mention "33 consecutive months" of mobile service revenue growth - that's financial. For fixed broadband, they mention "sign-ups for service of 300 megabit per second or higher... year-over-year growth... 32% keeping double-digital growth" - that's growth, not a record level. They mention "12% year-over-year increase in sign-ups for service at 100 megabit or higher" - again growth. They mention "video subscribers continued to grow steady by 3.7% year-over-year" - not record. They mention "international roaming revenue increased by 270% year-over-year" - financial. They mention "ICT business revenue increased by 2.3%" - financial. Nowhere do they say we reached a record level of physical output. They did say "revenue and EPS exceeded the high end of our full year guidance and hit six-year highs" - that's financial. They also said "market cap represents 60% of industry" - financial/market.
NO Compounding order flow: the same customers keep coming back bigger, and the company is quietly widening the funnel behin
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes that the company's own commercial effort has shifted from persuading buyers to provisioning them. That is, does management convey that the practical work of the business right now is figuring out how to get more of its offering into the hands of buyers who have already decided, rather than convincing buyers to decide in the first place? We need to look for evidence in the transcript. The company is Chunghwa Telecom, a telecom operator. They discuss mobile subscribers, 5G, fixed broadband, ICT, etc. They talk about growth in revenue, subscriber numbers, ARPU, etc. They also discuss guidance for 2024, CapEx, investments in IDC, submarine cables, etc. Key points: They mention that they have the largest subscriber share, revenue share exceeding 40%, and they are widening lead. They talk about 5G migration, postpaid ARPU growth, etc. They also discuss ICT business growth, cybersecurity, AIoT, etc. They mention establishing a subsidiary in Germany for international expansion. The question is whether management's energy is on provisioning (supply, throughput, access, fulfillment) rather than persuading (winning demand, competing, pricing). In the transcript, they talk about their strong performance, but do they describe that buyers have already decided and they are now focused on getting more of their offering to them? They talk about subscriber gains, but that is about winning customers. They also talk about network strength, coverage, etc. They mention that they have the most 5G subscribers, etc. They talk about their competitive advantage. They also discuss CapEx: mobile-related CapEx decreasing, non-mobile CapEx increasing for IDC and submarine cables. They talk about investments in infrastructure to support business expansion. They mention that they are building IDC and submarine cables to support growth. They also talk about international expansion. But is there a sense that demand is not the issue, and the constraint is on supply? For example, do they say that they have more demand than they can serve? They talk about growing revenue and subscribers, but they don't explicitly say that they are turning away customers or that they have a backlog. They talk about ICT revenue growth, but they also mention that some revenue declined due to high base. They also mention that they expect to continue growing.
NO The hard part is already done: the expensive phase of a major undertaking is finished, and the company is now in the col
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer only YES/NO. Need analyze transcript. Question asks if management conveys recently finished expensive/uncertain/heavy phase of major undertaking and now enters collect phase, with results still reflecting paying not collecting. Look at transcript: 5G network deployment? They say 5G network close to full deployment, #1 quality endorsed. Mobile CapEx decreasing for three consecutive years, expected decrease 14% in 2024. 5G migration upsells driving ARPU. 3G network phase-out causing impairment losses. They mention international undersea cable SJC2 expected launch service this year, capitalizing opportunity. Germany subsidiary setting up in 2024 - that's expansion, not done. IDC investments. Key: Is there a completed heavy phase and early collecting? They mention 5G network close to full deployment, mobile CapEx declining, 5G subscribers >3 million. Benefit beginning? 5G migration upsells, ARPU growth, mobile service revenue growth 33 months. But reported results already reflect some benefit. Also 3G phase-out impairment is one-time cost. But "heavy phase" of 5G build? Management says 5G network is close to full deployment and mobile-related CapEx expected to decrease 14% on year, continues downtrend since 2021 for three consecutive years. That implies heavy capex phase behind. Also they are investing in IDC and submarine cable, non-mobile CapEx increasing. So major undertaking maybe 5G build completed, now monetizing via 5G migration and ARPU. But the results still show growth? They exceeded guidance. Is the benefit already substantially reflected? They report mobile service revenue growth and ARPU growth. But question asks "reported results still mostly reflecting paying phase rather than collecting phase". Management says mobile service revenue growth, ARPU growth, 5G subscribers. It seems collecting already happening and reflected. But also they say overall 5G penetration in Taiwan will continue develop, Chunghwa benefit most. So still early? Need judge. Also there is 3G phase-out: impairment loss, one-time. That's a cost of transition. But not really a heavy undertaking completed? They are phasing out 3G network, cost is impairment. Benefit? Not mentioned as new revenue. Another major: SJC2 submarine cable expected launch this year - not yet launched. So not completed. International expansion Germany - setting up, not done.
NO Fresh problems of growth: the call's frictions are about handling more business, not finding it
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Need determine if management discusses difficulties/pains/challenges currently dealing with predominantly problems of growth vs weakness/decline/demand. Need use only transcript. We need parse call. Management mostly positive. Challenges mentioned: 3G network phase-out impairment losses, investment property impairment, higher maintenance/material expenses, cost increases due to investments in talents/infrastructure/content, internal carbon fees, fixed voice decline, high base revenue recognition, etc. Are these growth problems? Let's examine. Question asks: "When management discusses the difficulties, pains, or challenges the company is currently dealing with, are those difficulties predominantly PROBLEMS OF GROWTH — frictions created by the business getting bigger or moving faster than the company's current setup — rather than problems of weakness, decline, or finding demand?" Need answer YES if management's own account conveys main operational tensions today stem from expansion already happening. Growth-created frictions examples. NO if difficulties chiefly weak demand, competition, pricing pressure, macro, cost inflation on flat business, fixing past mistakes. NO if smooth execution no growing pains. NO if growth strains only anticipated future. NO if restructuring/turnaround/recovery. NO if only analyst question. Let's identify all difficulties discussed: - "asset impairment loss accompanied with the phase-out of the 3G network" and "impairment loss of investment property" one-time factors. This is not growth; it's network sunset/restructuring. - "higher maintenance and material expenses" in Q4 vs guidance. Not necessarily growth. - "costs and expenses expected to rise between 4% and 4.6% as a result of investments in talents and infrastructure that support future business development in core and emerging businesses." This is forward-looking investment, not current strain? It's guidance for 2024. They say "we will keep investing in talents and infrastructures and also make investment in contents" to attract subscribers. This is planned growth investment, not current friction. - "fixed voice decline" causing EBG income decrease. That's decline/weakness. - "higher base of revenue recognition in period relating to e-learning and fintech projects" causing emerging enterprise revenue decrease.
NO Fixed price, unfixed volume: the company is locked into a rate while the amount it can sell against it is climbing
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript describes a situation where the price/rate/fee is already fixed or contractually set, and the quantity of business at that rate is currently rising or about to rise, with the reported results reflecting the lower volume level, and the step-up is meaningful. Let's analyze the transcript. The company is Chunghwa Telecom, a Taiwanese telecom. The business segments include mobile, fixed broadband, ICT, enterprise, international. Key points: They discuss mobile service revenue growth, 5G migration, postpaid ARPU increase. But ARPU is a price metric, and they are seeing ARPU increase due to 5G migration and roaming recovery. That suggests price is moving up, not fixed. They also discuss fixed broadband ARPU increase due to speed upgrades. That's also price. They discuss ICT business revenue growth, but that's project-based, likely negotiated. They discuss international business expansion, but no specific fixed-rate contracts. The question asks: Is there a situation where the price is already settled and volume is rising? For example, a utility with regulated tariffs and increasing customer base. But here, telecom services are typically market-priced, and they are actively managing ARPU through upgrades. The transcript mentions "5G migration upsells" and "international roaming recovery" as drivers of ARPU increase. That indicates price is not fixed but rather they are achieving higher prices through mix shifts. Also, they mention "asset impairment loss" and "3G phase-out" which is a cost issue. The guidance for 2024 includes revenue growth driven by core business, but they also expect cost increases. They don't describe a specific contracted rate with volume ramp. The question is very specific: "THE PRICE, RATE, OR FEE THE COMPANY EARNS ON A MEANINGFUL PART OF ITS BUSINESS IS ALREADY FIXED OR CONTRACTUALLY SET, while THE QUANTITY OF BUSINESS THE COMPANY CAN EARN THAT RATE ON IS CURRENTLY RISING OR ABOUT TO RISE". In the transcript, there is no mention of long-term contracts, regulated tariffs, take-or-pay, or any such fixed pricing. The telecom industry is competitive, and they are gaining subscribers but also increasing ARPU through upgrades. That suggests price is not fixed; they are actively managing it. Also, the volume increase is not described as a step-up beyond current level; it's just normal growth.
NO Center of attention has moved to the newest working thing: management's energy is disproportionately on a small but alre
Original model output from the research archive. It may be verbose or include the model's working notes.
The question asks whether management devotes a clearly disproportionate share of energy, enthusiasm, and detail to one identifiable part of the business that is still a minority of overall results today, and whether that part is described as already producing real, current business. Let me analyze the transcript carefully. The call covers: 1. Mobile business - largest in Taiwan, 5G subscribers, revenue growth 2. Fixed broadband - growing 3. Consumer Business Group (CBG) 4. Enterprise Business Group (EBG) - ICT, cybersecurity, AIoT, cloud, IDC 5. International Business Group (IBG) - including the new Germany subsidiary The question is whether one specific part gets disproportionate attention and is described as already producing real business. Looking at the transcript, the International Business Group (IBG) gets some attention - the Germany subsidiary is mentioned as a milestone. But let me check how much detail and enthusiasm is devoted to it. The Chairman mentions: "I am pleased to share that we are establishing a subsidiary in Germany in the first half of 2024, which will serve as the forerunner for International Business expansion in Europe. This marks a meaningful milestone of our international expansion." The IBG section: "In the fourth quarter, total revenue and income before tax of IBG increased about 33% and 39% year-over-year, respectively. The impressive growth was mainly fueled by the growing demand for emerging business, include IDC and cloud service from our global clients. During the quarter, we see ICT project completion and continue to find growing opportunities for global expansion. We are glad to announce that we signed an MOU with NTT Corporation in the fourth quarter, aiming to accelerate the relation of the Innovative Optical and Wireless Network service. Looking forward, we are optimistic to see the growth momentum roll over into 2024. In addition, as the SJC2 international undersea cable is expected to launch service this year, we're looking forward to capitalizing our undersea cable asset amid growing opportunity from international OTT service providers." Now, is IBG a minority of the company's results? Yes, it's likely a small portion. But does it receive disproportionate attention compared to other segments? Let me compare. The mobile business gets a lot of attention - it's the core. The EBG gets a full slide.
NO Inheritance being cashed in: management is converting a long-held position into current business on purpose
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript describes a deliberate conversion of a long-held asset into current business, with most yield still ahead. Let's examine the transcript. Key points: The company discusses its strong performance, 5G subscribers, fixed broadband, ICT, international expansion. They mention establishing a subsidiary in Germany for international expansion. They discuss undersea cable SJC2 expected to launch service this year, capitalizing on undersea cable asset amid growing opportunity from international OTT providers. That seems like a long-held asset (undersea cable) being put to use. But is it already producing? They say "expected to launch service this year" - so not yet producing. Also, they mention "capitalizing our undersea cable asset" but it's future. They also mention their 5G network is close to full deployment, and they have the best quality. But that's not a long-held asset being converted; it's a new network. They mention their international business growth, but that's from new projects. They mention their customer base, but that's ordinary. The question asks: "does management describe that the company is NOW DELIBERATELY CONVERTING SOMETHING IT HAS LONG HELD OR LONG BUILT INTO CURRENT BUSINESS" - with real, present-tense business already coming from it, and management conveying that this conversion is still early. Look for something like: an installed base, a library, a network, etc. The undersea cable is a long-held asset? They have had undersea cables for a long time. But they say "SJC2 international undersea cable is expected to launch service this year" - so it's not yet in service. That's future. They also mention "our popular global roaming package" - but that's a product. They mention "our most extensive mobile coverage" - but that's a network built over time, but they are using it to attract subscribers, which is ordinary. They mention "our cross-sector business wins" - but that's not a specific holding. They mention "we are establishing a subsidiary in Germany" - that's new. They mention "we signed an MOU with NTT" - that's new. They mention "we completed carbon credit procurement" - not relevant. The key is: is there a specific long-held asset being deliberately converted now? Possibly the undersea cable, but it's not yet in service. Also, they have a large subscriber base, but that's ordinary.
NO Cost per customer just fell off a cliff: the company's own selling and acquisition engine is getting cheaper as it grows
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES or NO. Need evaluate transcript. Need determine if management conveys that it now costs materially less effort/money to win and serve each new unit of business than used to, already realized, not future scale. Need use only transcript. Let's parse transcript. Management discusses strong financials, mobile subscriber growth, revenue share, 5G, fixed broadband, ICT, international. Cost discussion: 2024 costs expected to rise 4-4.6% due investments in talents and infrastructure. CapEx: mobile CapEx decreasing, non-mobile increasing. No explicit mention of customer acquisition cost declining, sales cycles shortening, same sales force producing more, onboarding cheaper, support cost per account dropping, etc. They mention "cost of goods sold" will go up with sales revenue. They mention "we will keep investing in talents and infrastructures and also make investment in contents" to attract subscribers. No claim of unit economics improving. They mention "ICT margin kept improvement" and "profit margin kept improvement" for ICT. But that's margin improvement, not necessarily cost to win/serve per unit. Also "revenue and EPS exceeded guidance" etc. There is mention of "asset impairment loss" one-time. No. Question asks: "Using ONLY supplied earnings call transcript... Does management convey that IT NOW COSTS THE COMPANY MATERIALLY LESS EFFORT OR MONEY TO WIN AND SERVE EACH NEW UNIT OF BUSINESS THAN IT USED TO — that the company's own machinery for finding, closing, onboarding, or supporting customers is getting cheaper per customer even as volume rises — and does management present this as an already-observed change in the company's current operating experience rather than an expected benefit of future scale?" Need answer YES only if management's own words convey. I see no such. They mention "mobile service revenue growth for 33 consecutive months", "postpaid ARPU", "5G migration upsells", "roaming recovery", "fixed broadband speed upgrades", "ICT revenue growth", "recurring revenue growth". But no cost per customer. They mention "costs and expenses expected to rise" due investments. They mention "mobile-related CapEx decreased" but that's network capex, not customer acquisition. They mention "5G network close to full deployment" and mobile CapEx decreasing, but that's infrastructure, not cost to win/serve each new unit.
NO Racing a clock somebody else set: management describes an outside deadline already driving the company's current work
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer only YES or NO. Need analyze transcript. Need determine if management describes company currently working against dated deadline set by outside, visible operations, payoff ahead. Let's parse. Transcript covers Q4 2023 results, guidance 2024. Mentions 3G network phase-out impairment. 3G phase-out is a regulatory/company? In Taiwan, 3G network phase-out by end 2024? Actually Taiwan's 3G network closure? The transcript mentions "asset impairment loss accompanied with the phase-out of the 3G network" and "impairment losses on the phase-out of 3G network". Is there an external deadline? Government? Not specified. They took impairment in Q4 2023. No mention of working to a date. Mention SJC2 international undersea cable expected to launch service this year. "we're looking forward to capitalizing our undersea cable asset amid growing opportunity" Not a deadline they must hit? It's expected launch, not company working to date. Mention establishing subsidiary in Germany in first half of 2024. That's company's own plan, not external deadline. Mention 5G network, fixed broadband, etc. No external deadline. Question asks: Does management describe company as CURRENTLY WORKING AGAINST A DATED DEADLINE THAT SOMEBODY OUTSIDE THE COMPANY HAS SET — fixed date, window, season, schedule imposed by customer, partner, program, authority, or event, which company does not control and cannot move — AND is company already visibly organizing operations around hitting that date, with business it unlocks still ahead of reported results? Need identify any external date. The transcript has "3G network phase-out" causing impairment. Is there a regulatory deadline for 3G phase-out? In Taiwan, 3G services were to be shut down by end 2024? Actually Taiwan's NCC approved 3G network closure? Let's recall: Chunghwa Telecom planned to shut down 3G network by end 2024? The transcript says "asset impairment loss accompanied with the phase-out of the 3G network" in Q4 2023. They took impairment. But no mention of a fixed external deadline. It's a company decision? Could be regulatory? Not in transcript. Also "SJC2 international undersea cable is expected to launch service this year" - that's a project with external partners? But not described as deadline company must hit. "expected to launch service this year" is a schedule, but not "working against" it.
NO Old money out, new money in: the company is redirecting its own capital away from what it has always done and into a spe
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks if management describes a visible, already-executing redirection of resources from historical use to a newer effort, with three conditions: destination identifiable and funded at scale, something getting less, and management treats it as defining with numbers still describing old allocation. Let's examine the transcript. Management discusses various things: mobile service growth, fixed broadband, ICT, international expansion, CapEx guidance. Key points: - They are establishing a subsidiary in Germany in first half 2024 for international business expansion in Europe. That's a new effort. - CapEx guidance: mobile-related CapEx expected to decrease by 14% on year, continuing downtrend since 2021. Non-mobile CapEx expected to increase by 24.7% on year to support business expansion in emerging business (IDC, submarine cables, fixed-line network). So there is a shift from mobile CapEx to non-mobile CapEx, specifically IDC and submarine cables. - They mention investments in talents and infrastructure, content, etc. - They talk about ICT business growth, but that's part of existing business. Does this constitute a redirection? The question asks for ONE coherent redirection with all three conditions. The most evident is the shift in capital spending from mobile to non-mobile (IDC, submarine cables, international expansion). Management explicitly says mobile-related CapEx is decreasing, non-mobile increasing. That is a visible reallocation of capital. The destination is identifiable: IDC, submarine cables, international business (Germany subsidiary). It is being funded at real scale: CapEx budget NT$34 billion, with non-mobile increasing 24.7%. Something is getting less: mobile-related CapEx decreasing. Management treats it as defining? They say they are expanding international business, establishing subsidiary, and expect growth. But do they say this will define what the company becomes? They mention "international expansion" as a milestone. However, they also talk about core business growth. The question requires that management treats the redirection as defining, and that the numbers still describe the old allocation. They say "the results just reported still mostly reflect the company as it was allocated before" - do they say that? They don't explicitly say that.
NO Analysts converge on an emerging driver: the Q&A gravitates to one newer thing that is already producing, and management
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if analysts converge on one identifiable, recently emerged driver, and if management substantiates it with concrete operating facts while indicating it's still early. Let's analyze the Q&A session. Analysts' questions: 1. Neale Anderson (HSBC): Two questions. First on Enterprise Business Group and emerging enterprise application revenue. Asks if the decline due to high base in 2022 will repeat, or if it can return to growth with recurring revenue. Second on guidance for cost increase and investment in growth business, asking if most goes to EBG and how much to International Business Group given Germany expansion. 2. Sara Wang (UBS): First on EBG revenue: ICT revenue increased and margin improved, but income before tax declined (excluding 3G impairment) by mid-single digit. Second on CapEx guidance: non-mobile CapEx increasing meaningfully, where are key investment areas? 3. Rob Lowe (via internet): Business plan for German office? Team up with European telecoms or expand ICT services? 4. Rajesh Panjwani (JPMorgan): First: non-mobile CapEx increase due to IDC, what proportion? Second: expect non-mobile CapEx to remain elevated after 2024? Third: International Business expansion, what projects targeting? 5. Another question from chat: ICT business outlook for 2024. So the analysts are asking about several things: EBG revenue, ICT business, CapEx breakdown, international expansion (Germany), IDC investments. There is some convergence on international expansion and ICT/IDC? But is it one identifiable driver? The questions touch on multiple topics: EBG revenue decline, CapEx, international business. However, the recurring theme seems to be about the company's growth investments in ICT, IDC, and international expansion. But are they all the same driver? Possibly the "International Business Group" expansion and IDC investments are part of a broader "emerging business" driver. But the analysts are not all focusing on the same specific product/service. They ask about EBG revenue, CapEx, international projects. There is no single driver that multiple analysts converge on. They ask about different aspects: one asks about EBG revenue, another about CapEx, another about international expansion. The questions are somewhat spread. Let's see if there is a specific newer element that draws disproportionate attention.
NO Spending like a bigger company on purpose: current results carry the cost of an expansion aimed at demand management say
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management acknowledges that current results are being weighed down by an expansion already undertaken, and justifies it with demand already real. Let's analyze the transcript. Key points: - Management discusses 2023 results, with revenue and EPS exceeding guidance. They mention one-time impairment losses (3G phase-out, investment property) affecting income. These are not expansion costs but impairments. - For 2024 guidance, they expect revenue growth, but operating costs and expenses to rise between 4% and 4.6% due to investments in talents and infrastructure. They mention investments in content, digital ecosystems, and international expansion (Germany subsidiary). They also mention CapEx: mobile-related CapEx decreasing, non-mobile CapEx increasing by 24.7% due to IDC, submarine cables, fixed-line network. - They talk about establishing a subsidiary in Germany in first half of 2024, which is a forerunner for international expansion. This is planned, not yet executing? They say "we are establishing" - it's in progress, but not yet operational. They also mention signing MOU with NTT, and SJC2 cable expected to launch this year. - Do they acknowledge that current results are being weighed down by this expansion? They mention that costs will increase in 2024 due to investments, but they don't say that current results are being depressed by expansion costs. They had one-time impairments, but those are not expansion. They also mention that EBG income before tax decreased due to 3G impairment and other factors, but not due to expansion. - They talk about ICT business revenue growth and margin improvement. They don't say that expansion is straining current profitability. - They justify investments with demand? They mention growing demand for ICT, international business, etc. But is it already real? They say "we are optimistic" and "expect" growth. They mention "healthy order intake" and "pipeline" for ICT. But they don't say that the expansion is already costing them and that they have orders in hand that will absorb it. - For the German subsidiary, they say it's to support clients' global expansion, but it's not yet operational. They don't say it's costing them now. - They mention that non-mobile CapEx increase is due to IDC and submarine cables. They don't say that this is weighing on current results.
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CHT call history
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C Q4 2024 · Caution · 2025-01-23Management held guidance steady against steady demand. The delivery was rich in specifics.
C+ Q3 2024 · Mixed call · 2024-11-09Management held guidance steady against steady demand and contracting margins. The delivery was rich in specifics.
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B Q2 2024 · Solid call · 2024-08-06Management held guidance steady against steady demand and contracting margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
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B Q1 2024 · Solid call · 2024-05-03Management held guidance steady against steady demand. The delivery was rich in specifics, relaxed under questioning.
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C Q4 2023 · Caution · 2024-01-30Management held guidance steady against steady demand and contracting margins. The delivery was rich in specifics.
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C+ Q3 2023 · Mixed call · 2023-11-03Management held guidance steady against mixed demand signals and contracting margins. The delivery was unusually candid.
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B+ Q2 2023 · Strong call · 2023-08-12Management held guidance steady against steady demand and expanding margins. The delivery was rich in specifics.
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View 23 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q1 2023 | 2023-05-13 | C+ | maintained | accelerating | stable | 7/9 | 4/9 |
| Q4 2022 | 2023-02-05 | D | maintained | stable | expanding | 5/9 | 5/9 |
| Q3 2022 | 2022-11-01 | B+ | maintained | stable | expanding | 6/9 | 3/9 |
| Q2 2022 | 2022-07-29 | B | maintained | accelerating | stable | 5/9 | 4/9 |
| Q1 2022 | 2022-05-03 | C+ | maintained | stable | expanding | 6/9 | 4/9 |
| Q4 2021 | 2022-01-26 | B | maintained | stable | expanding | 6/9 | 3/9 |
| Q3 2021 | 2021-11-01 | B | maintained | stable | expanding | 6/9 | 4/9 |
| Q2 2021 | 2021-08-01 | B+ | maintained | accelerating | expanding | 7/9 | 3/9 |
| Q1 2021 | 2021-05-06 | B | maintained | accelerating | expanding | 6/9 | 4/9 |
| Q4 2020 | 2021-02-05 | C | maintained | stable | expanding | 6/9 | 4/9 |
| Q3 2020 | 2020-11-01 | C | maintained | mixed | stable | 6/9 | 4/9 |
| Q2 2020 | 2020-08-01 | D | maintained | mixed | expanding | 4/9 | 5/9 |
| Q1 2020 | 2020-05-02 | D | maintained | mixed | expanding | 6/9 | 4/9 |
| Q4 2019 | 2020-01-22 | F | lowered | mixed | contracting | 5/9 | 7/9 |
| Q2 2019 | 2019-08-04 | F | maintained | slowing | contracting | 6/9 | 5/9 |
| Q1 2019 | 2019-04-29 | F | maintained | mixed | stable | 5/9 | 5/9 |
| Q4 2018 | 2019-01-30 | F | none | mixed | stable | 6/9 | 4/9 |
| Q1 2018 | 2018-04-27 | D | maintained | mixed | contracting | 6/9 | 4/9 |
| Q4 2017 | 2018-01-31 | D | maintained | mixed | contracting | 6/9 | 5/9 |
| Q2 2017 | 2017-07-30 | F | maintained | mixed | contracting | 5/9 | 4/9 |
| Q1 2017 | 2017-04-29 | F | maintained | mixed | contracting | 6/9 | 6/9 |
| Q4 2016 | 2017-01-25 | F | lowered | slowing | contracting | 6/9 | 5/9 |
| Q2 2016 | 2016-07-31 | D | maintained | mixed | contracting | 6/9 | 4/9 |