TAL Education Group (TAL) — Earnings Call X-Ray
Our AI read all 32 of TAL's earnings calls (2016–2025) and answered the same battery of questions about each one. Every past call is free; the newest quarter unlocks with a free account.
Previous Call Grade
C
Q3 2025
Calls Analyzed
32
2016–2025
Avg Candor
6.3/9
evasion 3.7/9
Call-by-call analysis
🔒 Q4 2025 earnings call
2025-04-24
NEWEST
Guidance: ■■■■■Demand: ■■■■■■
Margins: ■■■■Backlog: ■■■■
■ analysts, ■■ questionsexpected move ±■■%
Management ■■■■■■ guidance against ■■■■■■■■ demand and ■■■■■■■ margins. The delivery was ■■■■■■■■ and ■■■■ in specifics, with ■■■ questions left hanging.
🔒 The Q4 2025 call grade is ready
The full 37-point AI read of TAL's newest earnings call — grade, expected move, and every question answered — is free with an account.
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C
Q3 2025 earnings call
2025-01-23
move ±17.9%
Management held guidance steady against accelerating demand and contracting margins.
Guidance: maintainedDemand: acceleratingMargins: contractingPricing: stableCapex: increasing 6 analysts · 6 questions
⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed
All 20 questions our AI answered about this call
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
C
Q2 2025 earnings call
2024-10-24
move ±19%
Management gave no formal guidance against accelerating demand and contracting margins. The delivery was unusually candid.
Demand: acceleratingMargins: contractingPricing: stableHeadcount: growingCapex: increasing 5 analysts · 5 questions
⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Resolves doubts✓ Early product, fast growth
All 20 questions our AI answered about this call
YES Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
C
Q1 2025 earnings call
2024-08-01
move ±15.7%
Management held guidance steady against accelerating demand and expanding margins.
Guidance: maintainedDemand: acceleratingMargins: expandingPricing: stableHeadcount: growingCapex: increasing 5 analysts · 5 questions
⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing
All 20 questions our AI answered about this call
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
YES Is volume about to step up rather than grow gradually?
YES Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
YES Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
D
Q4 2024 earnings call
2024-04-25
move ±9.5%
Management gave no formal guidance against accelerating demand and expanding margins.
Demand: acceleratingMargins: expandingPricing: stable 5 analysts · 5 questions
⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed
All 20 questions our AI answered about this call
YES Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
D
Q3 2024 earnings call
2024-01-25
move ±11.7%
Management gave no formal guidance against accelerating demand and contracting margins.
Demand: acceleratingMargins: contractingBacklog: growing 5 analysts · 5 questions
⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Prepayments growing✓ Early product, fast growth⚑ Reads rehearsed
All 20 questions our AI answered about this call
YES Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
NO Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
C
Q2 2024 earnings call
2023-10-26
move ±13.9%
Management gave no formal guidance against steady demand and contracting margins. The delivery was unusually candid.
Demand: stableMargins: contractingBacklog: shrinkingPricing: stable 5 analysts · 6 questions
⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed
All 20 questions our AI answered about this call
YES Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
YES Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
From the research question bank
2 more research questions answered NO
D
Q1 2024 earnings call
2023-07-27
move ±30.4%
Management gave no formal guidance against accelerating demand and contracting margins. The delivery was rich in specifics.
Demand: acceleratingMargins: contractingBacklog: growing 5 analysts · 5 questions
⚑ Critic ammunition⚑ Question left hanging✓ Resolves doubts✓ Prepayments growing✓ Early product, fast growth⚑ Reads rehearsed
All 20 questions our AI answered about this call
NO Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
NO Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
YES Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
YES Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
Earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|
| Q4 2023 |
2023-04-27 |
F |
none | stable | contracting |
6/9 |
4/9 |
| Q3 2023 |
2023-01-19 |
C |
maintained | stable | unclear |
6/9 |
3/9 |
| Q2 2023 |
2022-10-28 |
C |
none | stable | expanding |
7/9 |
4/9 |
| Q1 2023 |
2022-07-29 |
F |
none | stable | expanding |
7/9 |
5/9 |
| Q4 2022 |
2022-04-29 |
F |
none | unclear | expanding |
5/9 |
6/9 |
| Q4 2021 |
2021-04-22 |
F |
maintained | accelerating | contracting |
4/9 |
5/9 |
| Q3 2021 |
2021-01-21 |
C+ |
maintained | accelerating | contracting |
6/9 |
3/9 |
| Q2 2021 |
2020-10-22 |
C+ |
maintained | accelerating | contracting |
7/9 |
4/9 |
| Q1 2021 |
2020-08-01 |
C |
maintained | accelerating | contracting |
6/9 |
4/9 |
| Q4 2020 |
2020-04-28 |
F |
maintained | mixed | contracting |
6/9 |
4/9 |
| Q3 2020 |
2020-01-22 |
D |
maintained | accelerating | contracting |
6/9 |
4/9 |
| Q2 2020 |
2019-10-24 |
C |
maintained | accelerating | contracting |
7/9 |
3/9 |
| Q1 2020 |
2019-07-25 |
F |
maintained | mixed | contracting |
6/9 |
4/9 |
| Q4 2019 |
2019-04-26 |
C |
none | accelerating | expanding |
6/9 |
4/9 |
| Q3 2019 |
2019-01-24 |
C |
maintained | accelerating | expanding |
7/9 |
5/9 |
| Q2 2019 |
2018-10-25 |
D |
maintained | accelerating | contracting |
6/9 |
5/9 |
| Q1 2019 |
2018-07-26 |
D |
maintained | slowing | contracting |
7/9 |
4/9 |
| Q4 2018 |
2018-04-26 |
C+ |
maintained | accelerating | contracting |
7/9 |
3/9 |
| Q3 2018 |
2018-01-25 |
B |
maintained | accelerating | stable |
7/9 |
2/9 |
| Q2 2018 |
2017-10-26 |
C+ |
maintained | accelerating | contracting |
7/9 |
3/9 |
| Q1 2017 |
2017-04-29 |
C+ |
maintained | accelerating | stable |
6/9 |
5/9 |
| Q3 2017 |
2017-01-19 |
A |
raised | accelerating | expanding |
6/9 |
2/9 |
| Q1 2016 |
2016-04-28 |
C |
lowered | mixed | contracting |
8/9 |
1/9 |
| Q4 2015 |
2016-02-25 |
C |
lowered | slowing | contracting |
8/9 |
1/9 |
How to read this page
The grade is a transparent composite of call quality — candor, specificity, low evasion, low stress, whether the call resolves more doubts than it creates, and the guidance action — not a buy or sell signal. The expected move is a volatility estimate from the one signal that survived our out-of-sample tests: how a stock's own reaction and pre-call volatility predict the size (not direction) of its next move. Full detail, including everything that failed: methodology.
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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.