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Compounding evidence

Compounding evidence: management cites customer behavior, not just customer numbers, as proof the offering is winning

Calls Tested
470
Answered YES
84
Hit Rate
17.9%
rare by design

LendingClub Corporation (LC) — this company's answers

NO on the Q4 2021 call 2022-01-26 A
The model's full reasoning — Q4 2021 call → NO我们根据提供的电话会议记录来判断。问题问:管理层解释为什么业务有效并会继续增长时,是否基于近期观察到的客户或对手方行为——具体是买家、用户或合作伙伴实际在做的事情——而不是仅仅基于公司自身的结果、努力或计划? 需要两个条件:(1)行为证据,具体且当前;(2)管理层将此行为作为核心证据,并表明未来还有更多。 在记录中,管理层提到几个点。Scott提到消费者需求将随着信用卡余额恢复而增长,这是预期而非观察到的行为。Tom提到银行净利息收入增加,以及保留贷款带来更高收益。他们提到增长来自核心优质客户群,但市场增长主要在次级和近次级,他们不参与。他们提到“我们继续看到贷款组合的有利信用表现”,以及早期拖欠表现良好。但这是信用表现,不是客户行为。他们提到“存款基础增长11%至31亿美元”,这是客户行为吗?存款增长是客户将资金存入银行,这算是行为证据,但管理层主要用它来支撑资产负债表,而非作为核心增长证明。他们提到汽车和购买融资业务正在整合,但未提供具体行为证据。 关键是:他们提到“我们的大型和忠诚会员基础”作为优势,但这属于泛泛之词。他们提到“我们持续投资于数据和基础设施”,以及“我们的优势”等,但缺乏具体描述客户行为如何展示偏好。唯一的可能是存款增长,但这并未被凸显为核心证据。 因此,没有符合条件的具体客户行为描述。答案应为NO。

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Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, when management explains why it believes the business is working and will keep growing, does it ground that case in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period — concrete things buyers, users, or partners are actually DOING that reveal genuine preference or commitment — rather than only in the company's own results, effort, or plans? Answer YES when management's own words convey, in whatever form fits the business, BOTH of the following: (1) BEHAVIORAL EVIDENCE, DESCRIBED CONCRETELY AND CURRENTLY. Management points to at least one specific pattern of real counterparty behavior in the recent period that demonstrates the offering is being chosen and valued — for example: customers returning, reordering, renewing, or expanding on their own initiative; buyers adopting faster, deciding sooner, or committing earlier or bigger than such buyers normally do; existing users widening their usage, deployments, or scope beyond what they originally signed up for; counterparties accepting waits, terms, or effort to secure access; new buyers arriving because of what existing users did, said, or achieved; or customers behaving in some other way that costs them something and therefore reveals real conviction. The behavior must be described as actually observed now — grounded in what specific kinds of counterparties are doing in the recent period — not asserted through generic loyalty, satisfaction, or brand-strength language. (2) MANAGEMENT TREATS THIS BEHAVIOR AS THE CORE PROOF, WITH MORE STILL AHEAD. Management presents this observed behavior as central evidence for where the company is heading — connecting it to why growth continues — and conveys, directly or plainly in substance, that the business this behavior points to is still mostly in front of the company (the pattern is early, spreading, or building) rather than already fully reflected in the reported results. Answer NO if management's case for the business rests mainly on its own reported results, guidance, execution claims, cost actions, market size, industry tailwinds, or pipeline, without observed counterparty behavior doing the work. NO if the customer evidence is generic boilerplate ("our customers love us," "retention remains strong," "demand is healthy") with no described behavior behind it. NO if the cited behavior is a single isolated anecdote that management itself treats as immaterial. NO if the behavior is chiefly attributed to a temporary condition — shortage, pre-buy, catch-up, seasonality, or one-time event — that management expects to unwind. NO if the behavior described is negative or weakening (churn, downgrades, hesitation). NO if the behavioral evidence appears only in an analyst's question or characterization that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
NOAH Noah Holdings Limited Q1 2024 2024-05-30 D
CRGO Freightos Limited Q1 2024 2024-05-20 C+
FWONK Formula One Group Q1 2024 2024-05-08 C+
LINC Lincoln Educational Services Corporation Q1 2024 2024-05-06 B+
PPC Pilgrim's Pride Corporation Q1 2024 2024-05-03 A
AES The AES Corporation Q1 2024 2024-05-03 C+
ROCK Gibraltar Industries, Inc. Q1 2024 2024-05-01 B+
LTRX Lantronix, Inc. Q3 2024 2024-04-29 C
PDS Precision Drilling Corporation Q1 2024 2024-04-25 B
DUOT Duos Technologies Group, Inc. Q4 2023 2024-04-01 F
LEGH Legacy Housing Corporation Q4 2023 2024-03-18 C
GIII G-III Apparel Group, Ltd. Q4 2024 2024-03-14 C
KOPN Kopin Corporation Q4 2023 2024-03-14 C+
NICE NICE Ltd. Q4 2023 2024-02-22 B+
CHT Chunghwa Telecom Co., Ltd. Q4 2023 2024-01-30 C
EMKR EMCORE Corporation Q4 2023 2023-12-12 C+
AIRG Airgain, Inc. Q3 2023 2023-11-09 F
SCPH scPharmaceuticals Inc. Q3 2023 2023-11-08 B
AEIS Advanced Energy Industries, Inc. Q2 2023 2023-08-03 B
AFL Aflac Incorporated Q2 2023 2023-08-02 C+
CTO CTO Realty Growth, Inc. Q2 2023 2023-07-28 B
IMAX IMAX Corporation Q2 2023 2023-07-26 B+
FTHM Fathom Holdings, Inc. Q1 2023 2023-05-10 C
ULCC Frontier Group Holdings, Inc. Q1 2023 2023-05-07 C+
CARS Cars.com Inc. Q1 2023 2023-05-06 B
BRX Brixmor Property Group Inc. Q1 2023 2023-05-02 A
DKS DICK'S Sporting Goods, Inc. Q4 2022 2023-03-07 B
M Macy's, Inc. Q4 2022 2023-03-02 D
OEC Orion Engineered Carbons S.A. Q4 2022 2023-02-17 B+
TOST Toast, Inc. Q4 2022 2023-02-16 C+
ADPT Adaptive Biotechnologies Corporation Q4 2022 2023-02-14 C+
BLZE Backblaze, Inc. Q3 2022 2022-11-11 D
SIBN SI-BONE, Inc. Q3 2022 2022-11-07 C+
MEC Mayville Engineering Company, Inc. Q3 2022 2022-11-05 B+
AWRE Aware, Inc. Q3 2022 2022-10-30 F
YMM Full Truck Alliance Co. Ltd. Q2 2022 2022-08-25 C+
TMCI Treace Medical Concepts, Inc. Q2 2022 2022-08-13 B+
DM Desktop Metal, Inc. Q2 2022 2022-08-08 F
CRL Charles River Laboratories International Q2 2022 2022-08-03 C
SYM Symbotic Inc. Q3 2022 2022-08-01 B+
INVH Invitation Homes Inc. Q2 2022 2022-07-28 B+
UPWK Upwork Inc. Q2 2022 2022-07-27 C+
FLYW Flywire Corporation Q1 2022 2022-05-14 B+
ZVIA Zevia PBC Q1 2022 2022-05-12 B
SOPH SOPHiA GENETICS SA Q4 2021 2022-03-15 C
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
GTES Gates Industrial Corporation plc Q4 2021 2022-02-07 C+
MOMO Hello Group Inc. Q3 2021 2021-11-30 D
GFS GLOBALFOUNDRIES Inc. Q3 2021 2021-11-30 A
ZH Zhihu Inc. Q3 2021 2021-11-22 D
CYBR CyberArk Software Ltd. Q3 2021 2021-11-04 B+
ASAN Asana, Inc. Q2 2022 2021-09-01 B+
LOPE Grand Canyon Education, Inc. Q2 2021 2021-08-08 C
EEX Emerald Holding, Inc. Q2 2021 2021-08-01 C+
ESRT Empire State Realty Trust, Inc. Q2 2021 2021-07-29 C+
DGX Quest Diagnostics Incorporated Q2 2021 2021-07-22 B+
JPM JPMorgan Chase & Co. Q2 2021 2021-07-13 A
ADSK Autodesk, Inc. Q3 2019 2018-11-20 A
AMGN Amgen Inc. Q3 2018 2018-10-30 B+
LRN Stride, Inc. Q1 2019 2018-10-23 B
PRIM Primoris Services Corporation Q2 2018 2018-08-11 C+
IRT Independence Realty Trust, Inc. Q2 2018 2018-08-02 B
KIM Kimco Realty Corporation Q2 2018 2018-07-26 B+
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
BCOV Brightcove Inc. Q1 2018 2018-04-26 B+
ALLY Ally Financial Inc. Q1 2018 2018-04-26 B+
ILMN Illumina, Inc. Q1 2018 2018-04-24 A
PCRX Pacira BioSciences, Inc. Q4 2017 2018-02-28 C
INST Instructure's Q4 2017 2018-02-12 B+
AVT Avnet, Inc. Q2 2018 2018-01-25 B
MKTX MarketAxess Holdings Inc. Q3 2017 2017-10-25 C+
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
BCE BCE Inc. Q2 2017 2017-08-05 B+
CNS Cohen & Steers, Inc. Q2 2017 2017-07-20 B
PLAB Photronics, Inc. Q2 2017 2017-05-17 C+
IONS Ionis Pharmaceuticals, Inc. Q1 2017 2017-05-09 C
ICFI ICF International, Inc. Q1 2017 2017-05-06 B+
WYY WidePoint Corporation Q3 2016 2016-11-09 D
MAT Mattel, Inc. Q3 2016 2016-10-19 C
VRNS Varonis Systems, Inc. Q2 2016 2016-08-09 B+
NWSA News Corporation Q2 2016 2016-08-08 C+
GOGO Gogo Inc. Q1 2016 2016-05-06 C+
RCL Royal Caribbean Cruises Ltd. Q1 2016 2016-04-29 C+
HPP Hudson Pacific Properties, Inc. Q4 2015 2016-02-25 C

How the model reasoned

ULCC · Q1 2023 → YESThe question is: Does management ground their case in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period? YES Management points to concrete recent-period behavior: over half of GoWild Pass sales so far are from customers with no prior travel history with Frontier, plus overwhelmingly positive feedback and customers taking the product to social media. They treat this observed adoption pattern as central proof that the offering is working and will keep growing, with the 90%+ repeat rate and $85–$100 per-passenger contribution goals still ahead of current results. They also cite the shift in consumer demand patterns (leisure travel increasingly favoring peak days, expanding RASM premium from 19% to over 25%) as direct evidence of customer preference that is reshaping capacity and margins. These elements are presented as the behavioral foundation for continued growth rather than merely company results or plans.
PCRX · Q4 2017 → YESThe question is: Does management ground their case for why the business is working and will keep growing in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period? YES Management grounds its case in concrete, observed counterparty behavior—specifically J&J’s sales team activating accounts and training customers on EXPAREL technique, with the number of activated accounts continuing to grow, plus J&J committing to a six-fold increase in PEAK programs (already exceeding 2018 plans). They also cite commercial payers paying for EXPAREL under C9290 as a medical benefit and hospitals gaining access through surgeon relationships, treating these patterns as central proof that the offering is being chosen and valued, with the business still early and expanding ahead.
PPC · Q1 2024 → YESThe question is: Does management ground their case in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period? YES Management grounds its case in observed counterparty behavior by citing concrete patterns such as key customers increasing marketplace presence, deli and QSRs showing steady performance, brands growing faster than category averages in Europe, key customer partnerships driving growth in Mexico, and key customers outpacing industry growth in domestic chicken volumes and value-added products — all presented as recent, specific actions by buyers and partners that demonstrate genuine preference and commitment, with the business still building further through continued diversification and new opportunities.

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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.