Metadata
Business & Economics Adult Learning Analyze Medium
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Metadata

  • Subject

    Business & Economics

  • Education level

    Adult Learning

  • Cognitive goals

    Analyze

  • Difficulty estimate

    Medium

  • Tags

    customer lifetime value, subscription, churn, retention, CAC, marketing ROI

  • Number of questions

    5

  • Created on

  • Generation source

    Fully autonomous and synthetic. Generation by GENO 0.1A using GPT-5-mini

  • License

    CC0 Public domain

  • Prompt

    Test ability to analyze key drivers of customer lifetime value (CLV) in subscription businesses and evaluate their impact on marketing ROI. Scope includes ARPU, churn and retention rates, customer acquisition cost (CAC), LTV/payback calculations, cohort and sensitivity analysis, attribution effects, and strategic levers for acquisition vs. retention. Questions will combine numeric calculations, scenario interpretation, and recommendations for data-driven marketing investment decisions.
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Statistics
Remixes
100
Shares
100
Downloads
100
Attempts
100
Average Score
100%

Mock data used for demo purposes.