More where that came from: a concrete gain just landed, and the same engine that produced it is visibly loaded with the
The model's full reasoning — Q4 2017 call → NOWe need answer YES/NO. Need analyze transcript. Need determine if management describes both concrete gain just landed and same source visibly loaded with more, connected. Need use only transcript. Let's parse. Company EPAM Q4 2017. Management discusses strong results, growth. Need find specific concrete gain and follow-on from same source. Examples: UBS Smart Wealth app won award. Is that a concrete gain? They created and delivered solution, won award. But follow-on? Not necessarily. Liberty Global? Mentioned expanded relationship and recognition. Not detailed. They mention new engagements: "enterprise digital transformation initiative we just started with Global Health Services Company... Most of these engagements started just less than 12 months ago, but we expect them to become a part of our Top 20-30 accounts in 2018." This is a concrete gain? They just started engagements, but not necessarily results. They expect them to become top accounts. That's pipeline/expectation, not concrete follow-on already forming? Maybe. Question asks: Does management describe BOTH about SAME part of business as one connected story? Need identify a specific engine with recent gain and next round already forming. Let's read carefully. Arkadiy opening: "We finished fiscal 2017 in a strong position with annual revenue ... growth broad based... Additionally, strong EPS and free cash flow." Then "we continue to evolve EPAM across three pillars: people, capabilities, markets." People: hired 6,000, training, events, university program. "In result, we ended quarter with over 22,900 delivery professionals, 17% increase... net addition of more than 1,350 production professionals during Q4." That's a concrete gain? Hiring. But follow-on? They plan to develop program further, start new educational initiative. Not same source? Maybe. Capabilities: "we continue to invest... strengthened partnerships... demand for digital business services... pushed us to invest more... InfoWorld open source contributions... positioning EPAM to compete in AI, blockchain... reflection, EPAM receives recognition... more than 32 industry awards... Last time, we shared story of expanded relationship and registered specific recognition... Liberty Global. This time highlight another similar story. Working with UBS, one of our top clients, we created and delivered solution around digital wealth management...
| Ticker | Company | Call | Date | Call grade |
|---|---|---|---|---|
| MCD | McDonald's Corporation | Q2 2024 | 2024-07-29 | D |
| ASO | Academy Sports and Outdoors, Inc. | Q1 2024 | 2024-06-11 | C+ |
| ERO | Ero Copper Corp. | Q1 2024 | 2024-05-10 | A |
| FWONK | Formula One Group | Q1 2024 | 2024-05-08 | C+ |
| LINC | Lincoln Educational Services Corporation | Q1 2024 | 2024-05-06 | B+ |
| CTRA | Coterra Energy Inc. | Q1 2024 | 2024-05-03 | A |
| CW | Curtiss-Wright Corporation | Q1 2024 | 2024-05-02 | B+ |
| TTI | TETRA Technologies, Inc. | Q1 2024 | 2024-05-01 | A |
| WEC | WEC Energy Group, Inc. | Q1 2024 | 2024-05-01 | A |
| PDS | Precision Drilling Corporation | Q1 2024 | 2024-04-25 | B |
| GIII | G-III Apparel Group, Ltd. | Q4 2024 | 2024-03-14 | C |
| MNKD | MannKind Corporation | Q4 2023 | 2024-02-27 | C |
| PUMP | ProPetro Holding Corp. | Q4 2023 | 2024-02-21 | C+ |
| DXCM | DexCom, Inc. | Q4 2023 | 2024-02-08 | B+ |
| AEP | American Electric Power Company, Inc. | Q3 2023 | 2023-11-02 | C+ |
| TEL | TE Connectivity Ltd. | Q4 2023 | 2023-11-01 | B |
| OXM | Oxford Industries, Inc. | Q2 2023 | 2023-08-31 | C |
| AFL | Aflac Incorporated | Q2 2023 | 2023-08-02 | C+ |
| ET | Energy Transfer LP | Q2 2023 | 2023-08-02 | C+ |
| DAL | Delta Air Lines, Inc. | Q2 2023 | 2023-07-13 | A |
| TACT | TransAct Technologies Incorporated | Q4 2022 | 2023-03-08 | A |
| DKS | DICK'S Sporting Goods, Inc. | Q4 2022 | 2023-03-07 | B |
| TWLO | Twilio Inc. | Q4 2022 | 2023-02-15 | D |
| MEC | Mayville Engineering Company, Inc. | Q3 2022 | 2022-11-05 | B+ |
| HLNE | Hamilton Lane Incorporated | Q1 2023 | 2022-08-02 | C+ |
| SGRY | Surgery Partners, Inc. | Q2 2022 | 2022-08-02 | B+ |
| OGI | OrganiGram Holdings Inc. | Q3 2022 | 2022-07-14 | B+ |
| ZVIA | Zevia PBC | Q1 2022 | 2022-05-12 | B |
| BFIN | BankFinancial Corporation | Q1 2022 | 2022-05-06 | A |
| BXP | Boston Properties, Inc. | Q1 2022 | 2022-05-03 | A |
| FAT | FAT Brands Inc. | Q4 2021 | 2022-03-21 | F |
| VNDA | Vanda Pharmaceuticals Inc. | Q4 2021 | 2022-02-23 | F |
| FLUX | Flux Power Holdings, Inc. | Q2 2022 | 2022-02-10 | D |
| SLQT | SelectQuote, Inc. | Q2 2022 | 2022-02-07 | F |
| OOMA | Ooma, Inc. | Q3 2022 | 2021-12-02 | B+ |
| BFI | BurgerFi International, Inc. | Q3 2021 | 2021-11-12 | C |
| HNRG | Hallador Energy Company | Q3 2021 | 2021-11-09 | C+ |
| LEG | Leggett & Platt, Incorporated | Q3 2021 | 2021-11-02 | C |
| CPRX | Catalyst Pharmaceuticals, Inc. | Q2 2021 | 2021-08-10 | C+ |
| LOPE | Grand Canyon Education, Inc. | Q2 2021 | 2021-08-08 | C |
| GNK | Genco Shipping & Trading Limited | Q2 2021 | 2021-08-07 | A |
| ESRT | Empire State Realty Trust, Inc. | Q2 2021 | 2021-07-29 | C+ |
| CMTL | Comtech Telecommunications Corp. | Q1 2019 | 2018-12-07 | B+ |
| ADSK | Autodesk, Inc. | Q3 2019 | 2018-11-20 | A |
| WES | Western Midstream Partners, LP | Q3 2018 | 2018-10-31 | D |
| MAS | Masco Corporation | Q3 2018 | 2018-10-30 | C |
| ALKS | Alkermes plc | Q3 2018 | 2018-10-23 | C |
| PRIM | Primoris Services Corporation | Q2 2018 | 2018-08-11 | C+ |
| SRDX | Surmodics, Inc. | Q3 2018 | 2018-08-06 | A |
| IRT | Independence Realty Trust, Inc. | Q2 2018 | 2018-08-02 | B |
| XOM | Exxon Mobil Corporation | Q2 2018 | 2018-07-27 | C |
| KIM | Kimco Realty Corporation | Q2 2018 | 2018-07-26 | B+ |
| ROP | Roper Technologies, Inc. | Q2 2018 | 2018-07-26 | A |
| CP | Canadian Pacific Railway Limited | Q2 2018 | 2018-07-19 | B+ |
| MKC | McCormick & Company, Incorporated | Q2 2018 | 2018-06-28 | C+ |
| CLMT | Calumet Specialty Products Partners, L.P | Q1 2018 | 2018-05-16 | C+ |
| FSS | Federal Signal Corporation | Q1 2018 | 2018-05-12 | A |
| KRG | Kite Realty Group Trust | Q1 2018 | 2018-04-26 | C+ |
| ATI | Allegheny Technologies Incorporated | Q1 2018 | 2018-04-24 | B |
| ACHC | Acadia Healthcare Company, Inc. | Q4 2017 | 2018-02-22 | C+ |
| AVT | Avnet, Inc. | Q2 2018 | 2018-01-25 | B |
| RACE | Ferrari N.V. | Q3 2017 | 2017-11-02 | C+ |
| IR | Ingersoll-Rand Plc | Q3 2017 | 2017-10-25 | B |
| LIND | Lindblad Expeditions Holdings, Inc. | Q2 2017 | 2017-08-06 | C |
| FLEX | Flex Ltd. | Q1 2018 | 2017-07-28 | F |
| LEA | Lear Corporation | Q2 2017 | 2017-07-26 | 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 |
| ABR | Arbor Realty Trust, Inc. | Q4 2016 | 2017-03-03 | B+ |
| PSX | Phillips 66 | Q4 2016 | 2017-02-03 | C+ |
| ULBI | Ultralife Corporation | Q3 2016 | 2016-10-29 | C+ |
| MAT | Mattel, Inc. | Q3 2016 | 2016-10-19 | C |
| NDSN | Nordson Corporation | Q3 2016 | 2016-08-23 | A |
| NWSA | News Corporation | Q2 2016 | 2016-08-08 | C+ |
| CGNX | Cognex Corporation | Q2 2016 | 2016-08-01 | A |
| THRM | Gentherm Incorporated | Q2 2016 | 2016-07-28 | C+ |
| TRV | The Travelers Companies, Inc. | Q2 2016 | 2016-07-21 | C+ |
| GIS | General Mills, Inc. | Q4 2016 | 2016-06-29 | B+ |
| GES | Guess?, Inc. | Q1 2017 | 2016-05-25 | F |
| LBTYK | Liberty Global's | Q1 2016 | 2016-05-10 | C+ |
| GOGO | Gogo Inc. | Q1 2016 | 2016-05-06 | C+ |
| ACCO | ACCO Brands Corporation | Q1 2016 | 2016-04-27 | B+ |
| DD | DuPont de Nemours, Inc. | Q1 2016 | 2016-04-26 | B+ |
| HPP | Hudson Pacific Properties, Inc. | Q4 2015 | 2016-02-25 | C |
| SON | Sonoco Products Company | Q4 2015 | 2016-02-11 | B |
| SAN | Banco Santander, S.A. | Q4 2015 | 2016-01-27 | B |
| JJSF | J&J Snack Foods Corp. | Q1 2016 | 2016-01-26 | C |
ROP · Q2 2018 → YESThe question asks if management describes BOTH a concrete gain that just landed AND that the same source is visibly loaded with more, as one connected story. YES The transcript connects the two elements directly in the RF Technology segment discussion. Management describes concrete recent gains from Deltek (large wins, increased seats, net new customers) and the freight matching business (significant adds in net subscribers, benefiting from exceptional spot market with expectation the trend will continue). These are presented as part of the same software and network businesses that will deliver strong growth in the second half, with the recent quarter's results framed as an early installment of ongoing momentum rather than a one-off or completed event. The tolling and traffic customer service centers portion also ties recent double-digit growth and "winning more and more business" to 75% of the segment's RF/software focus, where the same competitive advantage is expected to drive continued performance. This forms one connected story across the RF segment's software and network engines. The other segments (PowerPlan, Industrial, Energy, Medical) discuss gains and potential follow-on but do not link them as tightly to 100% of the same source in the same way. The backlog in Scientific Imaging is a secondary example but is not the primary match. The answer is YES because the transcript treats these as building beyond the reported quarter from the same engines.
CW · Q1 2024 → YESThe question asks if management describes BOTH a concrete gain that just landed AND that the same source is visibly loaded with more, as one connected story. YES The transcript connects the two halves in one story: the concrete Q1 win (first US Air Force order for tactical communications equipment) is presented as the start of a broader expansion of the same product line and customer base, with management immediately noting that the same source (PacStar) is already positioned to deliver more — “early days what we’ll realize in that area” and “we are really excited to expand that out from the army and the marines to now be able to work with the air force as a customer.” The follow-on is grounded in the just-closed order and the ongoing relationship, not market optimism or guidance. The 31% sales growth and 1.4x book-to-bill in Defense Electronics reinforce the same engine, but the Air Force win is the specific “just landed” event tied directly to the visible continuation. No other part of the business (WSC acquisition, Naval contract, etc.) meets both criteria as cleanly.
AFL · Q2 2023 → YESThe question asks if management describes BOTH a concrete gain that just landed AND that the same source is visibly loaded with more, as one connected story. YES The transcript connects the concrete gain (60% cancer sales increase, majority from Japan Post launch in early April) directly to the same source having more already forming: Fred notes continuation of upside in Japan Post with gradual increase expected; Yoshizumi describes ongoing trainings, monthly management of processes, and support leading to steady sales growth; Koide confirms the product is now in all channels and sales are active, with gradual increase going forward as part of the sequence. This frames the recent gain as an early installment rather than completion. The follow-on is grounded in actions already underway (trainings since January, monthly issue-solving), not just market optimism or forecasts. No other section meets both criteria as tightly.