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Description
Vision: Comprehensive retention analysis by ecosystem and cohort year
Required Visualization:
- Retention Graph Format:
- Mixed-panel graph style
- X-axis: Years after developer first became active
- Y-axis: Retention rate (percentage)
- Multiple lines: One line per cohort year
- Features:
- Ecosystem selector (e.g., select Ethereum)
- Multiple lines showing different cohort years:
- 2021 cohort
- 2022 cohort
- 2023 cohort
- 2024 cohort
- 2025 cohort (and future years)
- Shows retention getting better or worse over time by ecosystem
- Metrics:
- Calculate retention rate: % of developers from a given cohort still active after N years
- Show drop-off rate over time
- Allow comparison of retention curves across different ecosystems
- Example Use Case:
- "For Ethereum ecosystem, show retention of developers who first became active in 2021, 2022, 2023, etc."
- Compare how retention has changed over time
- Identify if retention is improving or declining
Implementation Notes:
- Need to identify "first active" date for each developer in an ecosystem
- Calculate what percentage remain active after 1 year, 2 years, 3 years, etc.
- Plot as cohort retention curves
Examples:
From Speedrun Ethereum analysis
Standard mixpanel retention chart. We'd want the verticals to be year and the horizontals to be months.
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