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Research firm
BNP Paribas
Period: Reporting periods mapped to calendar 2024 Q3 – 2026 Q3 (9 quarters).
- Questions
- 649on tracked calls
- Challenge rate
- 12%80 of 649 questions
- Analysts
- 38with at least one question
- Companies
- 128questioned at least once
These figures cover the whole profile: every tracked question, all reporting periods.
How to read these numbers
Challenge rate is the share of questions that pushed back, pressed for specifics or questioned management’s assumptions. It describes how questions were asked on the calls tracked here; it does not measure whether any view turned out to be right.
Rounding. Rates are rounded to whole percentages, so a small share can show as 0% even when some questions were challenging. The count beside each rate is exact; “none of N questions” means no question was challenging.
No questions recorded. “—” means there is nothing to calculate: no questions were recorded for that period on the calls tracked here. It does not mean there was no activity.
Small samples. Profiles with fewer than 10 questions are marked Limited sample.
Reporting periods. Questions are grouped by the calendar quarter each company’s fiscal reporting period maps to, not by the date of the call. Periods without a calendar mapping are listed separately under their fiscal label.
Analysts
Most questions first. Each challenge rate shows the exact count behind it.
| Analyst | Companies | Questions | Challenge rate |
|---|---|---|---|
| Andrew Buscaglia | 17 | 114 | 15%17 of 114 questions |
| Karl Ackerman | 13 | 90 | 3%3 of 90 questions |
| Max Gumport | 9 | 71 | 18%13 of 71 questions |
| Kevin Grundy | 11 | 54 | 31%17 of 54 questions |
| Tristan Gresser | 2 | 29 | 0%none of 29 questions |
| Laurent Vasilescu | 4 | 26 | 0%none of 26 questions |
| James Picariello | 4 | 24 | 13%3 of 24 questions |
| Chris Bottiglieri | 4 | 23 | 9%2 of 23 questions |
| Andrew DeGasperi | 7 | 23 | 9%2 of 23 questions |
| Navann Ty | 4 | 22 | 14%3 of 22 questions |
- Andrew Buscaglia17 companies · 114 questions15%17 of 114 questions
- Karl Ackerman13 companies · 90 questions3%3 of 90 questions
- Max Gumport9 companies · 71 questions18%13 of 71 questions
- Kevin Grundy11 companies · 54 questions31%17 of 54 questions
- Tristan Gresser2 companies · 29 questions0%none of 29 questions
- Laurent Vasilescu4 companies · 26 questions0%none of 26 questions
- James Picariello4 companies · 24 questions13%3 of 24 questions
- Chris Bottiglieri4 companies · 23 questions9%2 of 23 questions
- Andrew DeGasperi7 companies · 23 questions9%2 of 23 questions
- Navann Ty4 companies · 22 questions14%3 of 22 questions
Show all 38 analysts
| Analyst | Companies | Questions | Challenge rate |
|---|---|---|---|
| Matt Akers | 8 | 19 | 5%1 of 19 questions |
| Seth Weber | 6 | 18 | 0%none of 18 questions |
| Samuel McHugh | 4 | 17 | 6%1 of 17 questions |
| Charlie Muir-Sands | 3 | 16 | 13%2 of 16 questions |
| Laurent Favre | 3 | 14 | 29%4 of 14 questions |
| Moses Sutton | 5 | 12 | 17%2 of 12 questions |
| Arnaud Giblat | 2 | 11 | 9%1 of 11 questions |
| Xian Siew | 3 | 10 | 10%1 of 10 questions |
| David SymondsLimited sample | 2 | 7 | 43%3 of 7 questions |
| Nicola TangLimited sample | 1 | 7 | 14%1 of 7 questions |
| Lucas HerrmannLimited sample | 1 | 6 | 17%1 of 6 questions |
| Nick JonesLimited sample | 4 | 5 | 20%1 of 5 questions |
| Sam FeldmanLimited sample | 3 | 5 | 0%none of 5 questions |
| Gregory SimpsonLimited sample | 1 | 4 | 0%none of 4 questions |
| Nathan CrossettLimited sample | 1 | 4 | 0%none of 4 questions |
| Ed MagiLimited sample | 2 | 3 | 0%none of 3 questions |
| Xian SamLimited sample | 1 | 2 | 0%none of 2 questions |
| Steve McManusLimited sample | 2 | 2 | 0%none of 2 questions |
| Lewis MerrickLimited sample | 1 | 2 | 50%1 of 2 questions |
| Stefan SlowinskiLimited sample | 1 | 1 | 0%none of 1 question |
| Dave O'ConnorLimited sample | 1 | 1 | 0%none of 1 question |
| Alan SpenceLimited sample | 1 | 1 | 0%none of 1 question |
| Miguel BorregaLimited sample | 1 | 1 | 0%none of 1 question |
| Nicolas LangletLimited sample | 1 | 1 | 0%none of 1 question |
| Nathan CaiLimited sample | 1 | 1 | 0%none of 1 question |
| Yan PoohLimited sample | 1 | 1 | 0%none of 1 question |
| Pedro CaravinaLimited sample | 1 | 1 | 0%none of 1 question |
| Will PackerLimited sample | 1 | 1 | 100%1 of 1 question |
- Matt Akers8 companies · 19 questions5%1 of 19 questions
- Seth Weber6 companies · 18 questions0%none of 18 questions
- Samuel McHugh4 companies · 17 questions6%1 of 17 questions
- Charlie Muir-Sands3 companies · 16 questions13%2 of 16 questions
- Laurent Favre3 companies · 14 questions29%4 of 14 questions
- Moses Sutton5 companies · 12 questions17%2 of 12 questions
- Arnaud Giblat2 companies · 11 questions9%1 of 11 questions
- Xian Siew3 companies · 10 questions10%1 of 10 questions
- 43%3 of 7 questions
- 14%1 of 7 questions
- 17%1 of 6 questions
- 20%1 of 5 questions
- 0%none of 5 questions
- 0%none of 4 questions
- 0%none of 4 questions
- 0%none of 3 questions
- 0%none of 2 questions
- 0%none of 2 questions
- 50%1 of 2 questions
- 0%none of 1 question
- 0%none of 1 question
- 0%none of 1 question
- 0%none of 1 question
- 0%none of 1 question
- 0%none of 1 question
- 0%none of 1 question
- 0%none of 1 question
- 100%1 of 1 question
Companies
Most questions first, counting every analyst at this firm.
- DECKDeckers Brands15 questions
- STLDSteel Dynamics15 questions
- MKCMcCormick & Company14 questions
- NDSNNordson Corporation14 questions
- NUENucor14 questions
- CSCOCisco Systems, Inc.13 questions
- WDCWestern Digital13 questions
- HSYHershey Company (The)13 questions
- TDYTeledyne Technologies13 questions
- CRDOCredo Technology Group Holding Ltd11 questions
- SJMJ.M. Smucker Company (The)11 questions
- COHRCoherent, Inc.11 questions
- CPRTCopart11 questions
- SWKSSkyworks Solutions11 questions
- ZBRAZebra Technologies11 questions
- IEXIDEX Corporation10 questions
- IRIngersoll Rand10 questions
- LINLinde plc10 questions
- VLTOVeralto10 questions
- CAGConagra Brands9 questions
- TMUST-Mobile US, Inc.9 questions
- AMEAmetek9 questions
- LCIDLucid Group, Inc.9 questions
- ZTSZoetis9 questions
Show all 128 companies
- VEEVVeeva Systems Inc.8 questions
- GISGeneral Mills8 questions
- CLXClorox8 questions
- COOCooper Companies (The)8 questions
- HRLHormel Foods8 questions
- APTVAptiv8 questions
- CVNACarvana Co.8 questions
- RLRalph Lauren Corporation7 questions
- PGThe Procter & Gamble Company7 questions
- PEPPepsiCo7 questions
- ANETArista Networks7 questions
- APHAmphenol7 questions
- CHDChurch & Dwight7 questions
- IFFInternational Flavors & Fragrances7 questions
- XYLXylem Inc.7 questions
- LITELumentum Holdings Inc.7 questions
- SWSmurfit WestRock7 questions
- STXSeagate Technology Holdings6 questions
- BXBlackstone Inc.6 questions
- CIENCiena Corporation6 questions
- CLColgate-Palmolive6 questions
- FTVFortive6 questions
- NOCNorthrop Grumman6 questions
- CVXChevron Corporation6 questions
- BF-BBrown–Forman5 questions
- CCLCarnival5 questions
- ROKRockwell Automation5 questions
- KKRKKR5 questions
- MOSMosaic Company (The)5 questions
- RSGRepublic Services5 questions
- PKGPackaging Corporation of America5 questions
- TAPMolson Coors Beverage Company5 questions
- CTASCintas4 questions
- SNDKSandisk Corporation4 questions
- CPBCampbell Soup Company4 questions
- EMREmerson Electric4 questions
- IRMIron Mountain4 questions
- RCLRoyal Caribbean Group4 questions
- GMGeneral Motors4 questions
- IPInternational Paper4 questions
- MSCIMSCI4 questions
- PNRPentair4 questions
- IDXXIdexx Laboratories4 questions
- IOTSamsara Inc.3 questions
- PHParker Hannifin3 questions
- ZSZscaler3 questions
- ALABAstera Labs, Inc. Common Stock3 questions
- DDOGDatadog3 questions
- ECLEcolab3 questions
- HASHasbro3 questions
- NRGNRG Energy3 questions
- OTISOtis Worldwide3 questions
- TAT&T3 questions
- CDNSCadence Design Systems3 questions
- FFord Motor Company3 questions
- PPGPPG Industries3 questions
- SMRNuScale Power Corporation3 questions
- WMWaste Management3 questions
- AVGOBroadcom Inc.3 questions
- CELHCelsius Holdings, Inc.3 questions
- RTXRTX Corporation3 questions
- ECHOEchoStar Corporation3 questions
- MDLZMondelez International3 questions
- TPRTapestry, Inc.2 questions
- CFCF Industries2 questions
- HONHoneywell International Inc.2 questions
- LDOSLeidos2 questions
- LHXL3Harris2 questions
- LMTLockheed Martin2 questions
- MNSTMonster Beverage2 questions
- SNPSSynopsys2 questions
- STZConstellation Brands2 questions
- DLTRDollar Tree2 questions
- ROLRollins, Inc.2 questions
- VSTVistra Corp.2 questions
- GDGeneral Dynamics2 questions
- LULULululemon Athletica2 questions
- FSLRFirst Solar2 questions
- GEVGE Vernova2 questions
- HOLXHologic2 questions
- KOThe Coca-Cola Company2 questions
- EBAYeBay2 questions
- ORLYO'Reilly Automotive2 questions
- VZVerizon Communications Inc.2 questions
- MUMicron Technology, Inc.1 question
- PTCPTC Inc.1 question
- SBUXStarbucks1 question
- CAVACAVA Group, Inc.1 question
- CSGPCoStar Group1 question
- NBISNebius Group N.V.1 question
- TDGTransDigm Group1 question
- URIUnited Rentals1 question
- ABNBAirbnb1 question
- ARMArm Holdings1 question
- ETNEaton Corporation1 question
- SHOPShopify1 question
- SPOTSpotify Technology S.A.1 question
- VRTVertiv Holdings Co1 question
- OMCOmnicom Group1 question
- MELIMercadoLibre1 question
- APDAir Products1 question
- FCXFreeport-McMoRan1 question
- KHCKraft Heinz1 question
- RKLBRocket Lab USA, Inc.1 question
Activity by reporting period
Questions recorded for each calendar quarter that companies’ reporting periods map to (not the call date), with the challenge rate for that period. Periods inside the range with no questions are shown as “No questions recorded”.
| Calendar period | Questions | Challenge rate | Analysts | Companies |
|---|---|---|---|---|
| 2024 Q3 | 15 | 0%none of 15 questions | 5 | 11 |
| 2024 Q4 | 82 | 12%10 of 82 questions | 22 | 55 |
| 2025 Q1 | 82 | 12%10 of 82 questions | 22 | 61 |
| 2025 Q2 | 81 | 10%8 of 81 questions | 22 | 56 |
| 2025 Q3 | 84 | 20%17 of 84 questions | 23 | 57 |
| 2025 Q4 | 92 | 12%11 of 92 questions | 21 | 61 |
| 2026 Q1 | 100 | 11%11 of 100 questions | 23 | 65 |
| 2026 Q2 | 93 | 13%12 of 93 questions | 26 | 75 |
| 2026 Q3 | 20 | 5%1 of 20 questions | 10 | 16 |
- 2024 Q315 questions · challenge rate 0% (none of 15 questions) · 5 analysts · 11 companies
- 2024 Q482 questions · challenge rate 12% (10 of 82 questions) · 22 analysts · 55 companies
- 2025 Q182 questions · challenge rate 12% (10 of 82 questions) · 22 analysts · 61 companies
- 2025 Q281 questions · challenge rate 10% (8 of 81 questions) · 22 analysts · 56 companies
- 2025 Q384 questions · challenge rate 20% (17 of 84 questions) · 23 analysts · 57 companies
- 2025 Q492 questions · challenge rate 12% (11 of 92 questions) · 21 analysts · 61 companies
- 2026 Q1100 questions · challenge rate 11% (11 of 100 questions) · 23 analysts · 65 companies
- 2026 Q293 questions · challenge rate 13% (12 of 93 questions) · 26 analysts · 75 companies
- 2026 Q320 questions · challenge rate 5% (1 of 20 questions) · 10 analysts · 16 companies
Topics and sectors
Topics tagged on this firm’s questions
- Demand233
- Competitive Dynamics133
- Revenue Growth113
- Margin98
- Capital Allocation78
- Pricing77
- M&A63
- Cost Pressure56
- Capex Investment53
- Cloud & AI49
Show all 23 topics
- Product Launch47
- Guidance Reliability45
- Innovation & R&D44
- Trade Tariffs43
- Supply Chain41
- Macroeconomic40
- Geographic Expansion32
- Regulation Policy21
- Subscriber Growth12
- Inventory6
- Credit5
- Fx2
- Labor Market1
Questions by company sector
- Technology155
- Consumer Defensive127
- Industrials116
- Consumer Cyclical107
- Basic Materials61
- Healthcare31
- Communication Services17
- Financial Services15
- Energy8
- Utilities7
- Real Estate5