Showcase
Published readings from THA — methods cited, numbers reproducible from public league data.
Three SHL grundserie seasons: who actually gives U20 skaters meaningful TOI — and who does not.
Grounded in THA lake export (2023/24–2025/26 grundserie). Goalies excluded.
Returning cores correlate with points share; wholesale coaching changes barely move team level.
52 team-seasons, SHL regular 2021/22–2024/25. MotherDuck-backed.
Five seasons of every coach's timeout — timing, score state, and what happens next.
1,303 timeouts in 1,854 games (2020/21–2024/25). Official play-by-play.
Shot quality vs shot volume: a decision-ready explainer for front offices and newsrooms.
Conceptual guide; definitions align with public NHL analytics literature. Not a single-game box score.