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Analyst
Peter Christiansen
Period: Reporting periods mapped to calendar 2024 Q3 – 2026 Q2 (8 quarters).
- Questions
- 31on tracked calls
- Challenge rate
- 10%3 of 31 questions
- Companies
- 9questioned at least once
- Reporting periods
- 8with questions
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.
Fewer than 3 questions. A company-level rate is withheld when fewer than 3 questions were recorded for that company; the questions are still counted everywhere else.
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.
Questions asked
Grouped by company, most questions first. Open a company to read its questions, newest reporting period first.
Showing 31 of 31 questions from 9 companies
COINCoinbase Global6 questions · 6 reporting periods · 1 of 6 challenging
Calendar 2026 Q1
would changes in stablecoin rewards policy lead to changes in contractual revenue share mechanics with Circle?
Show response
Both Paul and Alesia emphasized the USDC contract auto-renews into perpetuity and revenue share is tied to overall USDC supply, unaffected by rewards language.
Calendar 2025 Q4
The debate further argues that L2s should focus on value-added features, including AI, privacy, et cetera. What's Coinbase's view on the Base L2 value prop going forward
Show response
Brian cited Vitalik's post, agreed fewer L2s needed. Base differentiates through broad utility, faster execution than L1, and upcoming privacy features. Acknowledged L1/L2 line may blur long-term.
Calendar 2025 Q3
How would you assess where Coinbase is in terms of its operating infrastructure today? Redundancy? And how are you thinking about investments there going forward?
Show response
Brian acknowledged AWS outage impact and multi-cloud trade-offs. Highlighted no downtime on Oct 10 record activity while competitors had extended outages. Emilie noted 65% automated customer support and AI compliance agents coming.
Calendar 2025 Q2
In light of the data breach incident this quarter, how is Coinbase now thinking about its customer service strategy?
Show response
Emilie acknowledged BPO vulnerability and discussed bringing operations in-house, AI automation, and quality checks. Brian mentioned new Charlotte office for onshore support and $25M bounty for threat actor arrest.
Calendar 2025 Q1
how do you juxtapose doing all these different services, servicing different sorts of customers against potential legislation down the line where you may be limited in certain functions
Show response
Brian explained that legislation drafts don't require a bank charter. Argued fully reserved model is better than fractional reserve. Bank charter would slow product velocity due to holding company oversight.
Calendar 2024 Q4
how do crypto natives build up the value proposition for consumers to trade on crypto native solutions? How does that value proposition or that differentiation evolve versus all-in-one TradFi kind ...
Show response
Brian emphasized trust and brand as entry point, then cross-sell into payments/staking/lending. Emilie drew analogy to digital-native companies like Amazon vs traditional retailers adding digital features.
SOFISoFi Technologies, Inc.5 questions · 5 reporting periods · 2 of 5 challenging
Calendar 2026 Q2
how should we think about the cross-buy flywheel here or I guess, in the future
Show response
CEO said SMB is synergistic since many members are business owners, and Big Business Banking drives SoFi USD usage and second-order benefits.
Calendar 2026 Q1
I'm just curious how you're thinking about where we are in the credit cycle generally.
Show response
CEO said credit and macro are performing well, the early-warning dashboard is not flashing, and SoFi has ample capital to meet strong demand.
Calendar 2025 Q4
what you're seeing from some of your private credit partners and demand flows there?
Show response
CEO said prime-focused, well-performing assets keep partner demand above supply, and SoFi could retain more production given its capital.
Calendar 2025 Q3
can you remind us where we are in your investment cycle, perhaps not just like the marketing or performance marketing
Show response
CEO said SoFi invests down to a 30% incremental EBITDA margin, weighted to SoFi Plus, the Smart Card, AI (Cash Coach) and crypto/stablecoin.
Calendar 2025 Q2
How do you think about spending for the remainder of the year on a discretionary basis
Show response
CFO said SoFi will reinvest about $0.70 of every incremental revenue dollar, weighted toward engineering, Invest, crypto and AI.
CRCLCircle Internet Group4 questions · 4 reporting periods · 0 of 4 challenging
Calendar 2026 Q2
can you help us understand your thinking about that framework going forward more broadly, and how Circle plans to compete for distribution in a world where reserve income sharing is becoming table ...
Show response
Allaire pointed to 150-plus distribution partners, the renewed Coinbase agreement, and newly announced Visa and Mastercard roles in Arc, arguing roughly 70% of consortium-coin participants already build on USDC.
Calendar 2026 Q1
how should investors think about the balance between value of activity accruing to Arc itself versus Circle.
Show response
Allaire said there is no tension; Circle retains 25% of Arc tokens and Arc's flywheel drives USDC, CPN and digital-asset revenue; Fox-Geen called it additive.
Calendar 2025 Q4
I was wondering if you could provide some underlying color on CPN onboarding and flows
Show response
Allaire said CPN grew to 55 FIs and $5.7B annualized volume, driven by B2B cross-border merchant settlement, with monetization to come at scale.
Calendar 2025 Q3
How do you -- how should investors think about the pipeline developing here?
Show response
Allaire emphasized quality over quantity of CPN members; Fox-Geen said the focus is growing the network, not yet monetizing it.
CSGPCoStar Group4 questions · 4 reporting periods · 0 of 4 challenging
Calendar 2026 Q2
curious if it's changed your time to scale expectations? Or I mean, is this initiative effectively lengthening that?
Show response
Said the scaling timeline is essentially unchanged and cited about 2x productivity for field staff versus inside sales.
Calendar 2025 Q2
I was hoping you'd talk a little bit about pricing. I mean you mentioned multifamily ASPs, I guess, are a positive there
Show response
Florance noted Homes.com pricing ranges from a few hundred to $7,500-$8,000 monthly. Playing penetration game first, ASP game later.
Calendar 2025 Q1
Can you walk us through the next 12, 18 months, if we could just double-click on how you envision Matterport being integrated
Show response
Florance outlined dual strategy: broad external adoption plus deep embedding across all CoStar platforms. Plans to grow R&D and sales teams.
Calendar 2024 Q4
can you just walk us through the mix of the assumption on property growth versus pricing
Show response
Lown confirmed more emphasis on unit growth vs pricing in 2025, noted massive TAM in larger and sub-20 unit segments.
ADPADP3 questions · 2 reporting periods · 0 of 3 challenging
Calendar 2024 Q4
I wanted to talk about -- dig a little bit in your thoughts longer-term perhaps on the adjacency of B2B payments, even treasury management solutions
Show response
Maria teased strategic thinking on B2B payments and CFO adjacencies without specific commitments; pointed to upcoming June 12 Investor Day for more detail on future strategy.
Calendar 2024 Q3
plans for the assumed debt from the transaction. And if you could potentially size the interest expense impact
Show response
Don pointed to the $1B notes at 4.75% issued in September for the $1.2B transaction, with ~$40M incremental annual corporate interest expense.
is it more about new logo adds from their customer set or do you see upside more a function of scaling their solutions
Show response
Maria framed opportunity as both new logos and scaling, pointing to multi-billion dollar TAM in workforce management that will expand over the next decade as global workforce needs evolve.
MCOMoody's Corporation3 questions · 3 reporting periods · 0 of 3 challenging
Calendar 2026 Q1
you called out 80% year-over-year growth, which is pretty impressive. Should we think that there's been a bit of a build
Show response
Fauber explained increased credit stress drives more demand for transparency and independent assessment. Noted investor demand pull where investors now request third-party ratings on private credit portfolios.
Calendar 2025 Q1
I was just curious if we could just drill down into the assumption on first time mandates. I guess there's a lot of confidence there
Show response
Rob noted FTMs up 20% YoY driven by corporate finance and growing FIG contribution from private credit. About one-third of FIG first-time mandates serving private credit market.
Calendar 2024 Q4
I was just talking just like to hear any color on your ability to pass on value-based pricing across a number of your products
Show response
Steve cited stable 7% contribution from upgrades and pricing in 2024. Noémie noted MIS analytical staffing growing below revenue pace due to automation investments.
Show 3 more companies
MSTRMicroStrategy Inc.2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2026 Q1
Should we take today's call as a signal to the market that, yes, Strategy Inc is willing to be more proactive with its capital stack
Show response
Saylor directly confirmed the signal, framing Bitcoin sales as adding optionality similar to prior ATM strategy. Mentioned $2.2B tax credit and desire to 'inoculate' the market.
Calendar 2025 Q4
how would strategy's capital allocation framework or possibly if it would change, if the next Fed share is perceived to be less independent
Show response
Saylor explained their reactive approach: they sell into strength and wait during weakness. Moved from discrete 144A programs to continuous ATMs. Default position is doing nothing and growing at Bitcoin's rate (~30%/year), only acting when opportunities are clearly accretive.
PAYXPaychex2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2025 Q1
I was just wondering if we could do a little bit of a dive on the 401 business. It's something I don't think that's been called out in particular recently
Show response
Gibson confirmed 401k remains a double-digit grower. Market performance provided asset-based revenue lift. Regulatory tailwinds from SECURE Act continue. Opportunity to cross-sell 401k into Paycor's 50,000 clients post-close.
Calendar 2024 Q3
Just curious if there's any sense of how seasonal hiring is shaping up? I know it was a bit of an issue in the December quarter
Show response
Schrader confirmed hiring positive and above expectations for second consecutive quarter after tweaking forecasts lower. Gibson added detail on proactive vacancy-filling programs.
SPGIS&P Global2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2025 Q4
do you see a role for S&P on on-chain credit assessment or Oracle style type of verification? Or is the strategy more to be a layer removed from direct protocol integration?
Show response
Martina described active DeFi engagement: stablecoin stability assessments covering vast majority of market cap, first protocol rating in Q3, S&P 500 on-chain tokenization with Centrifuge, and multi-year on-chain partnerships. Signaled more to come in 2026.
Calendar 2024 Q4
In terms of the grade of realization you see happening in '25. And if you could talk to how you see some of the elements of the Vitality Index or some of these AI products contributing to synergy r...
Show response
Confirmed synergies ahead of target and on track through planned timeline. Highlighted 60,000 users of Document Intelligence and ChatIQ, and strong customer interest in Kensho-LLM-ready API.
Challenge rate by company
Every company this analyst questioned, most questions first. A company-level rate is shown from 3 questions; below that it is withheld.
| Company | Questions | Challenge rate |
|---|---|---|
| COIN Coinbase Global | 6 | 17%1 of 6 questions |
| SOFI SoFi Technologies, Inc. | 5 | 40%2 of 5 questions |
| CRCL Circle Internet Group | 4 | 0%none of 4 questions |
| CSGP CoStar Group | 4 | 0%none of 4 questions |
| ADP ADP | 3 | 0%none of 3 questions |
| MCO Moody's Corporation | 3 | 0%none of 3 questions |
| MSTR MicroStrategy Inc. | 2 | —Rate withheld: fewer than 3 questions |
| PAYX Paychex | 2 | —Rate withheld: fewer than 3 questions |
| SPGI S&P Global | 2 | —Rate withheld: fewer than 3 questions |
- COINCoinbase Global · 6 questions17%1 of 6 questions
- SOFISoFi Technologies, Inc. · 5 questions40%2 of 5 questions
- CRCLCircle Internet Group · 4 questions0%none of 4 questions
- CSGPCoStar Group · 4 questions0%none of 4 questions
- ADPADP · 3 questions0%none of 3 questions
- MCOMoody's Corporation · 3 questions0%none of 3 questions
- MSTRMicroStrategy Inc. · 2 questions—rate withheld: under 3 questions
- PAYXPaychex · 2 questions—rate withheld: under 3 questions
- SPGIS&P Global · 2 questions—rate withheld: under 3 questions
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 | Companies |
|---|---|---|---|
| 2024 Q3 | 3 | 0%none of 3 questions | 2 |
| 2024 Q4 | 5 | 0%none of 5 questions | 5 |
| 2025 Q1 | 4 | 0%none of 4 questions | 4 |
| 2025 Q2 | 3 | 33%1 of 3 questions | 3 |
| 2025 Q3 | 3 | 0%none of 3 questions | 3 |
| 2025 Q4 | 5 | 20%1 of 5 questions | 5 |
| 2026 Q1 | 5 | 20%1 of 5 questions | 5 |
| 2026 Q2 | 3 | 0%none of 3 questions | 3 |
- 2024 Q33 questions · challenge rate 0% (none of 3 questions) · 2 companies
- 2024 Q45 questions · challenge rate 0% (none of 5 questions) · 5 companies
- 2025 Q14 questions · challenge rate 0% (none of 4 questions) · 4 companies
- 2025 Q23 questions · challenge rate 33% (1 of 3 questions) · 3 companies
- 2025 Q33 questions · challenge rate 0% (none of 3 questions) · 3 companies
- 2025 Q45 questions · challenge rate 20% (1 of 5 questions) · 5 companies
- 2026 Q15 questions · challenge rate 20% (1 of 5 questions) · 5 companies
- 2026 Q23 questions · challenge rate 0% (none of 3 questions) · 3 companies
Topics
Topics tagged on this analyst’s questions.
- Revenue Growth10
- Competitive Dynamics5
- Capital Allocation5
- Margin4
- Credit4
- Demand4
- Innovation & R&D4
- Regulation Policy3
- Capex Investment3
- Pricing3
Show all 18 topics
- M&A3
- Product Launch2
- Macroeconomic1
- Cost Pressure1
- Guidance Reliability1
- Labor Market1
- Subscriber Growth1
- Cloud & AI1