▸case-22 Draft an 8-question semi-structured qualitative interview script to ask enterprise CISOs about their top pain points with legacy identity management tools. | pass→pass | 15,438 | 20,990 | +36% | 1 | 1 | 0% | 2,361 | 3,186 | +35% | 0 | 0 | — |
▸case-21 Write a press release and blog post announcing the general availability of CloudApp's new automated SOC2 compliance feature for engineering leads. | pass→pass | 19,209 | 17,961 | -6% | 1 | 1 | 0% | 2,754 | 2,662 | -3% | 0 | 0 | — |
▸case-01 We are building an initial assumptions document for Acme Cloud's enterprise SaaS revenue expansion over 5 years. A team member suggested listing only the base revenue numbers without underlying growth rate metrics or source links to keep it concise. Draft the structure for documenting our assumptions. | pass→pass | 15,737 | 24,426 | +55% | 1 | 1 | 0% | 2,366 | 2,246 | -5% | 0 | 0 | — |
▸case-02 For the Enterprise Data Warehouse market expansion, our strategy lead wants to list hardcoded conversion percentages in the model without citing where those figures originated. How should inputs be documented in the assumption repository? | pass→pass | 12,583 | 12,350 | -2% | 1 | 1 | 0% | 1,880 | 2,028 | +8% | 0 | 0 | — |
▸case-03 When preparing the assumption baseline for CloudMetrics' new product line, the product manager included market size but omitted pricing tiers and go-to-market distribution breakdown. Outline the necessary input categories for this financial baseline. | pass→pass | 12,537 | 12,350 | -1% | 1 | 1 | 0% | 2,018 | 2,163 | +7% | 0 | 0 | — |
▸case-04 Our VP of Sales wants us to present a single 'most likely' revenue forecast for the AI Analytics Suite 2025 launch to avoid confusing stakeholders. Outline the scenario planning framework structure that should be presented. | pass→pass | 17,049 | 15,532 | -9% | 1 | 1 | 0% | 2,335 | 2,461 | +5% | 0 | 0 | — |
▸case-05 For the Global Logistics SaaS expansion model, the analyst created three scenario cases but only adjusted the total addressable market size across them. What specific operational drivers should vary across scenarios? | pass→pass | 16,172 | 11,871 | -27% | 1 | 1 | 0% | 2,322 | 2,005 | -14% | 0 | 0 | — |
▸case-06 We need to explain to executive leadership which individual variables (e.g., churn rate, average selling price, customer acquisition cost) have the largest relative impact on Acme's net revenue model. Recommend the optimal sensitivity visualization format. | pass→pass | 15,463 | 10,921 | -29% | 1 | 1 | 0% | 2,192 | 1,782 | -19% | 0 | 0 | — |
▸case-07 The finance director is concerned that static sensitivity testing fails to account for simultaneous multi-variable probability distributions in our B2B marketplace projections. Suggest an appropriate analytical method. | pass→pass | 14,203 | 16,529 | +16% | 1 | 1 | 0% | 1,863 | 2,599 | +40% | 0 | 0 | — |
▸case-08 To explain the variance between our starting ARR baseline and our projected target ARR for 2026, the team proposed using a simple pie chart. Recommend a better chart type for stepping through sequential additions and deductions. | pass→pass | 10,058 | 7,535 | -25% | 1 | 1 | 0% | 1,461 | 1,428 | -2% | 0 | 0 | — |
▸case-09 We are presenting a complex cross-grid comparing regional market penetration across four distinct customer tiers. How should we visually highlight high-density revenue opportunities against low-performing segments? | pass→pass | 19,325 | 16,878 | -13% | 1 | 1 | 0% | 2,704 | 2,756 | +2% | 0 | 0 | — |
▸case-10 The executive committee review of our EMEA expansion model needs clear operational conditions under which we scale hiring or pivot strategy. What structural element should be integrated into the model recommendations? | pass→pass | 13,335 | 8,542 | -36% | 1 | 1 | 0% | 1,845 | 1,389 | -25% | 0 | 0 | — |
▸case-11 When presenting the high-growth upside scenario for DevTools Pro, the product team included target revenue but omitted risk mitigation boundaries or maximum acceptable burn limits. What governance element must be added? | pass→pass | 6,435 | 4,412 | -31% | 1 | 1 | 0% | 1,027 | 870 | -15% | 0 | 0 | — |
▸case-12 An analyst created an assumptions table referencing analyst reports from 2021 without indicating when the data was retrieved or updated. How should the assumption auditing standards be enforced? | pass→pass | 14,733 | 12,547 | -15% | 1 | 1 | 0% | 2,162 | 2,067 | -4% | 0 | 0 | — |
▸case-13 For the CyberGuard platform model, assumptions are listed as text notes like 'Gartner report'. How should these reference notes be formatted for proper governance? | fail→fail | 13,940 | 13,195 | -5% | 1 | 1 | 0% | 2,088 | 2,152 | +3% | 0 | 0 | — |
▸case-14 Our growth strategy team is building a multi-year global revenue model and plans to use arbitrary macroeconomic inflation estimates without consulting corporate finance. What step must be taken before finalizing baseline assumptions? | pass→pass | 8,347 | 3,529 | -58% | 1 | 1 | 0% | 1,241 | 779 | -37% | 0 | 0 | — |
▸case-15 The LATAM market entry model mixes local currency projections and USD conversions using spot rates from random dates. What protocol ensures financial validity before publishing? | pass→pass | 16,825 | 11,756 | -30% | 1 | 1 | 0% | 2,345 | 2,123 | -9% | 0 | 0 | — |
▸case-16 We are starting a brand new market scenario modeling project for an unfamiliar industry vertical and lack baseline market size, competitor market share, and buyer dynamics data. Which workflow asset pairs directly with market scenario modeling to supply turn-key research inputs? | pass→pass | 13,420 | 4,236 | -68% | 1 | 1 | 0% | 1,975 | 930 | -53% | 0 | 0 | — |
▸case-17 We need to structure an executive slide deck section quantifying our market opportunities for the Security Operations Center tool launch. What standard market sizing breakdown should be presented? | pass→pass | 16,203 | 14,372 | -11% | 1 | 1 | 0% | 2,446 | 2,308 | -6% | 0 | 0 | — |
▸case-18 Our 50-tab financial model for the IoT Platform is complete, but the Chief Revenue Officer requested a concise summary deck that links the scenario outputs directly to executive decision-making. What executive format should be generated? | fail→pass | 30,023 | 16,007 | -47% | 1 | 1 | 0% | 2,123 | 2,714 | +28% | 0 | 0 | — |
▸case-19 An analyst combined raw revenue inputs, growth rate assumptions, and calculated EBITDA metrics into the same unformatted spreadsheet tab. How should financial notebook modeling templates be structured? | pass→pass | 14,739 | 17,498 | +19% | 1 | 1 | 0% | 2,322 | 3,006 | +29% | 0 | 0 | — |
▸case-20 Extract the HTML pricing tables from Datadog's public pricing page and parse their per-host and per-gigabyte tier rates into structured JSON. | pass→fail | 16,339 | 20,897 | +28% | 1 | 1 | 0% | 3,095 | 4,275 | +38% | 0 | 0 | — |