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Data and methodology

Public dataset, deterministic simulation.

The model is built to compare historical player-seasons without asking one era to pretend it was another.

  • Data

    Dataset grain: one row per player, season, and team across 3,197 rows from 2008–2026.

  • Purse

    Salary layer is purse-normalized to compare players across eras fairly.

  • Checks

    Origin, role tags, workload, and sample-size reliability are validated server-side.

  • Boards

    Leaderboards rank only deterministic, server-verified runs.