Design a clear schema for attempts, scores, notes, and checkpoints. Tag records by version and implement migrations that adapt older data structures gracefully. Test upgrades on sample datasets and provide recovery paths. Keeping state resilient protects trust, ensuring learners feel safe to return anytime without losing hard-earned steps or seeing confusing, irreversible changes to their history.
Generate actionable analytics entirely on the client, aggregating session duration, completion rates, and tricky steps locally. Visualize trends in dashboard views that never leave the device unless explicitly shared. Educators can request anonymized exports, while learners retain control. This approach preserves dignity, fosters transparent consent, and still reveals patterns that guide meaningful improvements and empathetic instructional design.
Enable export as encrypted files, shareable links, or QR codes that contain progress snapshots. Learners move between home and classroom without accounts, minimizing friction on shared computers. Pair this with the File System Access API for easy backups. The result is dependable portability, user agency, and fewer barriers when bandwidth, policies, or devices shift unpredictably.