Question Bank › Fresh evidence outrunning the reported numbers

Fresh evidence outrunning the reported numbers

Calls Tested
450
Answered YES
27
Hit Rate
6%
rare by design

Atmos Energy Corporation (ATO) — this company's answers

NO on the Q1 2017 call 2017-02-08 A
The model's full reasoning — Q1 2017 call → NO我们根据要求分析管理层是否反复以“新鲜且早期”的运营事实为基础来论证公司未来。关键点:这些发展是最近发生的、已经真实存在的、且管理层明确表示其贡献才刚刚开始,大部分影响还在后面。 在通话中,管理层提到了几个具体发展: - 出售非监管营销业务,成为纯受监管公用事业(这是重组,不是新业务)。 - 收购了140英里管道(12月完成),提供额外容量,但尚未纳入费率案例,将在未来GRIP申请中体现。管理层说“立即增值”,但未明确说大部分贡献还在后面。 - 客户增长、工业扩张(如通用汽车工厂、肯塔基酿酒厂、CNG车队)等,但这些是常规增长。 - 费率案例和监管机制是主要驱动,但那是常规过程。 管理层强调“我们刚刚开始第六年执行战略”,但未具体指出某个最近发生且贡献尚未显现的发展。收购管道是最近发生的,但管理层说“立即增值”,且未明确说大部分贡献还在后面。其他如客户增长是常规。 管理层没有明确说“这些发展只是开始,大部分影响还在未来”。他们提到资本支出和未来投资,但那是计划。 因此,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, does management repeatedly ground its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY — concrete business developments that (a) began, occurred, or first became visible only within roughly the last quarter or two, (b) are already real today (actual orders, customers, shipments, openings, conversions, utilization, activity, or commitments in hand — not pipeline, interest, or plans), and (c) are explicitly described by management as only the BEGINNING of their contribution, with most of their effect still ahead of the reported results? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent evidentiary posture across the call: the strongest support for where the company is heading consists of recently-arrived, already-real developments whose weight has not yet landed in the published numbers. The developments may take any form that fits the industry — new business recently won and now beginning to flow; a product, facility, capability, or offering that recently went live and is now producing its first real activity; customers or counterparties who recently started, expanded, or converted and are now ramping; recently secured commitments now entering delivery; or a recent operational change whose measurable results have just started appearing. What matters is that management (1) points to these developments as things that actually happened or started recently — described in the past or present tense with concrete substance, not as intentions; (2) treats them, individually or together, as meaningful to the company's trajectory relative to its current size; and (3) states, directly or plainly in substance, that the results just reported capture only a small share of what these developments are expected to contribute, so the reported period understates the business as it now stands. Answer NO if management's forward case rests mainly on market conditions, industry tailwinds, pipeline, opportunity size, or general optimism rather than on identifiable recent developments already producing. NO if the cited developments are plans, negotiations, pilots without results, or contingent on approvals, financing, or decisions not yet made. NO if the recent developments are already substantially reflected in the reported results, with no meaningful contribution still ahead. NO if the fresh facts are routine in scale for this company — the ordinary cadence of wins, openings, or orders this business always reports — with no sense that they step the company beyond its current level. NO if management describes recent developments but never conveys that their contribution is still mostly ahead of the numbers. NO if the call is chiefly explaining weakness, delays, or problems with previously promised developments. NO if the posture 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
HCKT The Hackett Group, Inc. Q1 2024 2024-05-08 C
ROCK Gibraltar Industries, Inc. Q1 2024 2024-05-01 B+
HUYA HUYA Inc. Q4 2023 2024-03-19 C
GIII G-III Apparel Group, Ltd. Q4 2024 2024-03-14 C
SCPH scPharmaceuticals Inc. Q3 2023 2023-11-08 B
GVP GSE Systems, Inc. Q1 2023 2023-05-15 D
CARS Cars.com Inc. Q1 2023 2023-05-06 B
BRX Brixmor Property Group Inc. Q1 2023 2023-05-02 A
SOL ReneSola Ltd Q3 2022 2022-12-01 C+
SYY Sysco Corporation Q1 2023 2022-11-01 C+
OGI OrganiGram Holdings Inc. Q3 2022 2022-07-14 B+
VNRX VolitionRx Limited Q1 2022 2022-05-12 F
BFIN BankFinancial Corporation Q1 2022 2022-05-06 A
BXP Boston Properties, Inc. Q1 2022 2022-05-03 A
PRPO Precipio, Inc. Q3 2018 2018-11-19 D
GECC Great Elm Capital Corporation Q3 2018 2018-11-13 B
AGIO Agios Pharmaceuticals, Inc. Q3 2018 2018-11-01 C
WES Western Midstream Partners, LP Q3 2018 2018-10-31 D
PRIM Primoris Services Corporation Q2 2018 2018-08-11 C+
IRT Independence Realty Trust, Inc. Q2 2018 2018-08-02 B
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
MXL MaxLinear, Inc. Q2 2017 2017-08-08 C+
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
IONS Ionis Pharmaceuticals, Inc. Q1 2017 2017-05-09 C
BP BP p.l.c. Q4 2016 2017-02-07 B+
ARAY Accuray Incorporated Q4 2016 2016-08-17 B
GOGO Gogo Inc. Q1 2016 2016-05-06 C+

How the model reasoned

BRX · Q1 2023 → YESThe question is: Does management repeatedly ground its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY — concrete business developments that (a) began, occurred, or firs...NO The transcript repeatedly references recent leasing activity, occupancy records, and reinvestment deliveries as evidence of momentum, but these are framed as already-visible outcomes from the last quarter rather than fresh developments whose full impact is still ahead. The forward-looking elements—$60 million ABR commenced over the past year, $56 million signed but not commenced, and $38 million in forward pipeline—are explicitly described as commitments whose effects are still to come, not as already-real activity producing measurable results today. Management does not present these as concrete, early-stage facts that have begun contributing in a way that understates the reported period; instead, the case for future 2023 growth rests on guidance adjustments and expectations for continued momentum, which aligns more with industry tailwinds and pipeline size than with the required posture of fresh, already-real developments whose contribution is only beginning.
GECC · Q3 2018 → YESThe question is about whether management repeatedly grounds its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY. YES The transcript shows management repeatedly anchoring its forward outlook on Avanti’s three newly signed contracts (June, August, and September 2018) — concrete, already-executed deals whose revenue impact is described as “significant revenue growth… ultimately translate into significant and recurring cash flow,” with most of the effect still ahead of the Q3 numbers. This posture is reiterated in both prepared remarks and the Q&A, and Avanti is explicitly called out as the largest portfolio position. No other developments receive comparable emphasis as “fresh and early” operating facts whose contribution remains largely future-weighted. The answer is therefore YES.
BP · Q4 2016 → YESThe question is: Does management repeatedly ground its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY — concrete business developments that (a) began, occurred, or firs...**YES** Management repeatedly anchors its forward-looking case in concrete, recently realized operating developments that began or became visible only in the last quarter or two of 2016 and are already producing measurable activity today, with the bulk of their contribution still ahead of the reported results. Key examples include: - Six major project start-ups 2016 (In Salah Southern Fields, Point Thomson, Angola LNG, Thunder Horse water injection, Amenas compression, Thunder Horse South Expansion — the last 11 months ahead of schedule and $150 million under budget), already contributing to production and cash flow.

More from the question bank

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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.