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Analyze what's the gmv per category and how is the mix shifting quarter-over-quarter? for Whatnot (live shopping marketplace for collectibles and culture), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the arr by customer segment (startup, mid-market, enterprise), and how is the enterprise mix trending? for Retool (low-code internal tools platform for enterprise), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the card spend volume per customer segment, and how does it correlate with software attach rate? for Ramp (corporate card and spend management platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the revenue mix between card interchange, software subscriptions, and treasury — and how is it trending post-acquisition announcement? for Brex (corporate card, treasury, and expense platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the member retention rate by subscription tier and acquisition cohort, and where are the biggest drop-off points? for WHOOP (wearable fitness and health monitoring subscription), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the arr split between self-hosted and cloud, and how is the cloud migration trend? for Mattermost (open-source messaging and collaboration platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the arr by product line (lucidchart, lucidspark, lucidscale) and how is cross-sell performing? for Lucid Software (visual collaboration suite for diagramming and whiteboarding), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the revenue per customer by plan tier, and how is usage-based pricing impacting arpu? for CircleCI (continuous integration and delivery platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the revenue breakdown between consumer subscriptions, teams/enterprise, and ai credits — and how is the mix shifting? for Replit (browser-based ide and ai coding platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the loan default rate by merchant segment and vintage, and how is it trending? for Zippi (pix-based lending platform for brazilian merchants), with follow-up deep dives into segment contributions and risk windows.

Analyze reporting automation ROI for Rollstack (automated data-driven presentations and reporting), with deep dives into data source usage, free-to-paid conversion, and enterprise pipeline growth.

Analyze what's the tax filing accuracy rate by jurisdiction, and how does it compare to manual processes? for Numeral (automated sales tax compliance platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the software platform revenue per banking customer, and how is the mortgage market recovery impacting volume-based revenue? for Blend (cloud banking platform for mortgages and consumer lending), with follow-up deep dives into segment contributions and risk windows.

Analyze fellowship outcomes for On Deck (community platform for founders and tech talent), with deep dives into retention by program, engagement-outcome correlation, and revenue per member trends.

Analyze what's the api call volume by customer segment (fintech, neobank, enterprise), and how does it correlate with revenue per customer? for Plaid (api-first financial infrastructure platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the aum per customer by segment (invest, borrow, spend), and how does multi-product adoption correlate with retention? for M1 Finance (super-app for personal finance: invest, borrow, spend), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the ticket resolution rate by ai vs. human, and how does ai adoption correlate with customer retention? for Gorgias (ai-powered customer support platform for ecommerce), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the revenue per customer by segment (direct smb vs. partner channel), and how is the guideline acquisition impacting 401(k) attach rate? for Gusto (all-in-one payroll, benefits, and hr platform for smbs), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the conversion rate from free to paid by user segment, and which product features trigger the upgrade? for Calendly (scheduling automation platform with plg-to-enterprise motion), with follow-up deep dives into segment contributions and risk windows.

Analyze what's our logo retention rate by employer size cohort, and which accounts are at risk of non-renewal? for Modern Health (employer mental health benefits platform), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the average incremental revenue per property from upsells, and how does it vary by hotel segment? for Canary Technologies (hospitality technology platform for hotels), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the arr split between government and private sector, and how is the mix trending? for TRM Labs (blockchain intelligence platform for detecting crypto fraud and financial crime), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the ai call success rate by call type (check calls, negotiations, scheduling)? for HappyRobot (ai-powered voice automation for freight and logistics), with follow-up deep dives into segment contributions and risk windows.

Analyze revenue by channel — direct sales vs. broker vs. payroll partner embedded? for Thatch (health benefits platform with individual coverage hras and debit cards), with follow-up deep dives into segment contributions and risk windows.

Analyze revenue by carrier and how does the mix shift when rates change? for EasyPost (shipping api platform aggregating carrier rates for e-commerce), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the loan default rate by market (kenya, philippines, mexico, india) and how is it trending? for Tala (mobile lending platform serving emerging markets), with follow-up deep dives into segment contributions and risk windows.

Analyze what's the average savings delivered per customer, and how does it vary by company size? for Vendr (saas buying and negotiation platform), with follow-up deep dives into segment contributions and risk windows.

Analyze restaurant churn rate by subscription tier and acquisition channel? for ChowNow (online ordering platform for independent restaurants), with follow-up deep dives into segment contributions and risk windows.

Analyze A/B test results across verticals to measure Shaped's CTR lift, and show how catalog size and data volume drive recommendation quality.

Analyze what is monthly churn by segment and tenure? for Topline Pro (home services marketing platform for smbs), with follow-up deep dives into segment contributions and risk windows.

Analyze how many active contributors by vertical and growth? for Varos (benchmarking platform where companies share anonymized performance data), with follow-up deep dives into segment contributions and risk windows.

Join Amplitude product events to internal RSVPs, analyze funnel drop-off, and generate a PM-ready narrative of where users churn.

Simulate portfolio performance through the 2011 Euro debt crisis, compute drawdowns and recovery times, and visualize risk profiles.

Pull multi-season NBA data via APIs, engineer features, and train a classifier to predict game outcomes with in-notebook evaluation.

Compare control vs treatment page performance, run proper stats, and turn conversion metrics into a clear ship/hold recommendation.

Analyze how FOMC rate decisions move the 2y/10y/30y curve with event windows, auto-generated plots, and commentary on inversions.

Prototype a sector ETF momentum strategy—pull prices, define rules, backtest, and compare against SPY and equal-weight benchmarks.

Pull trade error rates and net capital ratios from PostgreSQL, assess SEC Rule 15c3-1 compliance, and surface open exceptions with FINRA exam risk.

Track total AUM growth across 401(k) plans, decompose organic contributions vs market appreciation, and project the path to $15B.

Break down ARR across Incident Response, On-Call, and Status Pages, visualize the product mix shift, and project when On-Call overtakes IR.

Measure platform-wide exchange-vs-refund rates, quantify revenue retained per percentage point shift, and analyze peak-season trends.

Compare per-customer order value, margin, and frequency before and after Recurrency go-live to quantify the platform's impact.