Question Bank › Small company, disproportionate current wins

Small company, disproportionate current wins

Small company, disproportionate current wins: the period's actual events are big relative to the enterprise

Calls Tested
499
Answered YES
12
Hit Rate
2.4%
rare by design

Liberty Global's (LBTYK) — this company's answers

NO on the Q1 2016 call 2016-05-10 C+
The model's full reasoning — Q1 2016 call → NOWe need to determine if the transcript describes specific business events that actually occurred in or around the recent period, are large relative to the company's current size, and management conveys the disproportion, and indicates these events have contributed only partially to reported results with most effect still ahead. Key events mentioned: - Cable & Wireless acquisition closing next week. This is a major M&A event, but it's not yet closed (closing next week). The question asks about events that actually occurred in or around the recent period. The acquisition is pending, not yet closed. So it's not an event that has occurred. Also, it's a merger, not a business event like a contract or order. The question focuses on business events like contracts, customers, volumes, facilities, etc. M&A might count if it's a large event, but it's not yet closed. Also, the question says "events that actually occurred" - the acquisition hasn't occurred yet. So likely no. - BASE acquisition completed in Belgium. That is an actual event. It's a mobile business acquisition. Is it large relative to company size? Liberty Global is large, but BASE is a significant acquisition. However, the question asks if management conveys the disproportion and that the event has contributed only partially to results with most effect still ahead. For BASE, they mention integration is underway, synergies increased. But is it large relative to the company? Liberty Global is huge, so a single country mobile operator might not be "large relative to the company's own current size." The company has operations across Europe and Latin America. BASE is a Belgian mobile operator. It's not likely to be considered large relative to the whole company. Also, the question says "large relative to the company's own current size" - meaning the event is big enough to change the company's scale. For a company like Liberty Global, a single country acquisition might not be that large. Also, they mention they increased synergy estimates, but that's not necessarily a business event like a contract or order. - New build program: 1.5 million new homes in 2016, 7 million over three years. This is a program, not a specific event that occurred. They added 210,000 new build homes in Q1. That is an actual event, but is it large relative to the company? The company has millions of homes passed. 210,000 is a fraction.

← Back to the full LBTYK analysis

Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, does management describe SPECIFIC BUSINESS EVENTS THAT ACTUALLY OCCURRED IN OR AROUND THE RECENT PERIOD — such as contracts or orders won, customers or programs signed, volumes shipped, facilities or offerings gone live, or commitments received — that are LARGE RELATIVE TO THE COMPANY'S OWN CURRENT SIZE, with management itself conveying the disproportion (for example by calling them the largest or most significant of their kind for this company, comparing them to the scale of the existing business, or describing how the company must now stretch, expand, or reorganize to handle them), AND does management indicate that these events have contributed only partially to the reported results, with most of their effect still ahead? Answer YES when management's own words convey this ONE phenomenon, in whatever form fits the industry: real, already-occurred events out of proportion to a still-small enterprise, narrated by operators now working to absorb them, so the reported numbers describe the company before the events land. One dominant event or several together both count, so long as the disproportion is management's own framing grounded in the specific events rather than in market-size claims. Answer NO if the events described are the company's ordinary rhythm of wins at its usual scale. NO if the 'big' items are pipeline, bids, negotiations, letters of intent, market opportunity, or anything contingent on approvals, financing, or decisions not yet made. NO if the events are already substantially delivered and reflected in the reported results. NO if the company is large or diversified enough that the events would not visibly change its scale. NO if management attributes the events chiefly to one-time conditions it expects to reverse. NO if the disproportion appears only in an analyst's question or model that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
KOPN Kopin Corporation Q4 2023 2024-03-14 C+
NBTX Nanobiotix S.A. Q2 2023 2023-09-27 D
GVP GSE Systems, Inc. Q1 2023 2023-05-15 D
EVGO EVgo, Inc. Q2 2022 2022-08-09 C+
SYM Symbotic Inc. Q3 2022 2022-08-01 B+
VNRX VolitionRx Limited Q1 2022 2022-05-12 F
FAT FAT Brands Inc. Q4 2021 2022-03-21 F
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
BFI BurgerFi International, Inc. Q3 2021 2021-11-12 C
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
ARAY Accuray Incorporated Q4 2016 2016-08-17 B
GOGO Gogo Inc. Q1 2016 2016-05-06 C+

How the model reasoned

LIND · Q2 2017 → YESThe question is about whether management describes specific business events that actually occurred recently, that are large relative to the company's size, with most of their effect still ahead. YES The transcript shows management describing the recent launch of the National Geographic Quest (first guests July 29, just after quarter-end) as a major milestone: "the next leg of that growth strategy is now firmly underway," "the most advanced passenger ship built in the U.S. in decades," and "we are now on the precipice of delivering on the investment thesis from 2015.
GVP · Q1 2023 → YESThe question is about whether management describes specific business events that actually occurred, large relative to the company's size, with most effect still ahead. YES The transcript shows management describing specific, already-awarded contracts and orders ($19.1 million in new awards, including a $28 million five-year renewal with U.S. government labs) that are framed as the highest in nearly three years and the highest backlog in over a year.
GOGO · Q1 2016 → YESThe question is about whether management describes specific business events that actually occurred, large relative to the company's size, with most effect still ahead. YES The transcript shows management describing the 2Ku awards exceeding 1000 aircraft as a major milestone that has taken flight, with the company now needing to accelerate deployment, increase production rates, and potentially secure additional capital to absorb the scale.

More from the question bank

Tone of discovery: management sounds newly sRepeat pull from proven relationships plus rThe bottleneck is inside and being paid awaySelling something whose payoff to the buyer External validators convergingVolume records through a still-fixed gateAll questions →
Not investment advice. Artul.ai publishes AI-generated earnings-call quality grades and expected-volatility estimates — never buy or sell recommendations. We tested over 1,600 predictive hypotheses against 165,000 transcripts; the honest result, including what failed, is documented in our methodology.