Kalhara JA← All Works
KJA·2026 · Case study
Years Out
Longitudinal platform for real-life decision outcomes
The brief
A data-first platform where people share major life decisions and post follow-up updates over time, building a structured, searchable archive of real outcomes instead of one-off anecdotes.
Approach
Built a multi-step submission flow with privacy controls and anonymous mode, plus a token-based reminder system at 3/6/12/24-month intervals to actually collect the follow-up data.
Outcome
Public story timelines and category pages now surface real-world trends; an admin moderation queue keeps quality high as the archive grows.
Key features
Structured Story Submission Flow
Built a multi-step decision submission flow with privacy controls, anonymous mode, and moderation-ready data capture.
Longitudinal Update System
Implemented token-based update flows and scheduled reminder infrastructure (3/6/12/24 months) to collect time-based outcome data.
Outcome & Category Pages
Developed public story timelines and category aggregate pages to surface real-world trends from user-submitted updates.
Admin Moderation & Metrics
Created admin approval queue and metrics views to manage quality, monitor growth, and track update completion rate.
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