▸case-04 Our operations team currently manually exports CSVs after each session and emails them to managers upon request. Propose a modern analytics workflow to replace this reactive manual approach. | fail→fail | 16,042 | 16,868 | +5% | 1 | 1 | 0% | 2,420 | 2,773 | +15% | 0 | 0 | — |
▸case-05 After running a high-impact product launch webinar, we need to report operational insights to leadership. The team drafted a simple bulleted list of raw stats. What structured insight brief template format should be used to make these findings actionable? | fail→pass | 13,761 | 12,707 | -8% | 1 | 1 | 0% | 1,886 | 2,152 | +14% | 0 | 0 | — |
▸case-01 We are launching a quarterly virtual summit for enterprise software buyers and want to design our analytics measurement framework from the ground up. Our lead marketer suggested focusing purely on live attendee counts and immediate demo requests. Outline the complete multi-tier metrics framework we should implement to measure success across the entire funnel. | fail→pass | 19,553 | 42,632 | +118% | 1 | 1 | 0% | 2,872 | 4,094 | +43% | 0 | 0 | — |
▸case-02 Our executive team wants a single uniform benchmark metric of 50% applied to all webinar types regardless of target audience tier or deal size. How should we configure our KPI design model to ensure measurement accurately reflects business value? | pass→pass | 17,544 | 19,976 | +14% | 1 | 1 | 0% | 2,511 | 2,997 | +19% | 0 | 0 | — |
▸case-03 We are setting up our webinar analytics pipeline. An engineer recommended only pulling logs from Zoom and loading them into Snowflake once a month. What key data source integration architecture and refresh policy should we mandate instead? | fail→pass | 14,348 | 16,932 | +18% | 1 | 1 | 0% | 2,053 | 2,596 | +26% | 0 | 0 | — |
▸case-06 When evaluating webinar performance for quarterly GTM ROI reports, our campaign manager proposes combining live audience view counts with on-demand playback views into a single unified viewership score. How should on-demand views be evaluated? | pass→pass | 13,595 | 13,365 | -2% | 1 | 1 | 0% | 2,182 | 2,229 | +2% | 0 | 0 | — |
▸case-07 We spent $50,000 across LinkedIn ads, email blasts, and co-marketing partners for a technical workshop. Our director wants to evaluate conversion using aggregated total registrants without breaking down by traffic source. How should channel performance be analyzed to optimize future budget allocation? | pass→pass | 16,716 | 18,138 | +9% | 1 | 1 | 0% | 2,467 | 3,030 | +23% | 0 | 0 | — |
▸case-08 Our analytics platform shows a drop in average watch time during minute 20 of our keynote, but high overall satisfaction scores on post-event forms. A analyst wants to rely exclusively on the timestamp duration metrics. How should qualitative feedback be combined with quantitative data? | pass→pass | 17,237 | 16,276 | -6% | 1 | 1 | 0% | 2,318 | 2,462 | +6% | 0 | 0 | — |
▸case-09 Provide the core structural columns required for a webinar KPI tracking spreadsheet used in executive pipeline reviews. | fail→pass | 10,788 | 9,755 | -10% | 1 | 1 | 0% | 1,678 | 1,603 | -4% | 0 | 0 | — |
▸case-10 We are testing three new interactive polling formats and two different Q&A structures across our monthly demo series. What artifact should we maintain to track these tests against audience activity metrics? | pass→pass | 12,351 | 11,328 | -8% | 1 | 1 | 0% | 1,657 | 1,884 | +14% | 0 | 0 | — |
▸case-11 The VP of Revenue wants an executive report proving the financial return on our $100k annual webinar program. What core progression framework should anchor this executive ROI dashboard? | fail→pass | 16,246 | 12,692 | -22% | 1 | 1 | 0% | 2,486 | 2,001 | -20% | 0 | 0 | — |
▸case-12 During yesterday's partner broadcast, attendance dropped by 40% midway through the presentation while chat activity spiked. What analytics workflow step should be executed to investigate this drop-off? | fail→pass | 9,275 | 7,897 | -15% | 1 | 1 | 0% | 1,385 | 1,431 | +3% | 0 | 0 | — |
▸case-13 Where does CSAT / NPS post-webinar survey data fit within the standard engagement analytics stack? | fail→fail | 15,615 | 13,566 | -13% | 1 | 1 | 0% | 2,325 | 2,176 | -6% | 0 | 0 | — |
▸case-14 Our live attendance for a niche developer roundtable was only 45 people, leading the host to mark the session as a total failure. What long-tail audience behavior should be evaluated before writing off session value? | pass→pass | 16,803 | 18,768 | +12% | 1 | 1 | 0% | 2,272 | 2,789 | +23% | 0 | 0 | — |
▸case-15 How should documented analytical findings and recommended campaign adjustments be operationalized across recurring leadership reports? | pass→pass | 16,043 | 18,119 | +13% | 1 | 1 | 0% | 2,226 | 2,708 | +22% | 0 | 0 | — |
▸case-16 Our GTM team wants to adjust next month's promotional mix across paid social and partner newsletters. Which analytical practice directly informs this promotional re-allocation? | fail→pass | 9,294 | 8,355 | -10% | 1 | 1 | 0% | 1,302 | 1,399 | +7% | 0 | 0 | — |
▸case-17 When setting up the webinar data plumbing, an admin proposes connecting only the webinar platform directly to the reporting tool, skipping marketing automation and CRM syncs. Which systems must be mapped together in the data architecture? | fail→fail | 12,789 | 11,568 | -10% | 1 | 1 | 0% | 2,020 | 1,853 | -8% | 0 | 0 | — |
▸case-18 Should a 1-to-many product roadmap broadcast and an invite-only executive roundtable share the same target attendance rate KPI benchmark? | pass→pass | 13,274 | 13,984 | +5% | 1 | 1 | 0% | 1,891 | 2,291 | +21% | 0 | 0 | — |
▸case-19 How should we group webinar participants to analyze long-term pipeline conversion differences between live attendees and repeat on-demand viewers? | fail→fail | 18,501 | 19,525 | +6% | 1 | 1 | 0% | 2,788 | 2,963 | +6% | 0 | 0 | — |
▸case-20 Write a 3-step post-webinar follow-up email drip sequence targeting attendees who left before the final Q&A section. | fail→fail | 15,560 | 16,029 | +3% | 1 | 1 | 0% | 2,370 | 2,619 | +11% | 0 | 0 | — |
▸case-21 Provide the exact Salesforce Apex trigger code to sync custom webinar attendance duration fields into the Contact object. | fail→fail | 13,974 | 17,487 | +25% | 1 | 1 | 0% | 2,761 | 3,965 | +44% | 0 | 0 | — |
▸case-22 Design a 10-slide visual presentation deck layout and color palette for an upcoming enterprise SaaS webinar. | fail→fail | 19,726 | 20,741 | +5% | 1 | 1 | 0% | 3,187 | 3,506 | +10% | 0 | 0 | — |