About RotoStandings

RotoStandings ranks NBA, MLB, and NFL players and teams the way a roto-style fantasy league would, but across allof each league’s history, on a fair, era-adjusted playing field. The NBA is scored on the classic nine roto categories (points, rebounds, assists, steals, blocks, three-pointers made, field-goal %, free-throw %, and turnovers), MLB on the 5×5 hitter and pitcher categories, and the NFL on fantasy points.

Era-adjusted z-scores

Raw stats can’t be compared across eras: a 1965 season and a 2024 season are different games. So every player-season is scored by z-scores: how many standard deviations above or below average a player was against the other players from that same season. Bird ’86 is measured against 1986 peers, Curry ’16 against 2016 peers. That per-season normalization is what makes cross-era comparison fair.

Rate categories (FG% and FT% in the NBA, AVG, ERA, and WHIP in MLB) are volume-weighted, so a 1-for-1 shooter doesn’t look like an elite one and nobody is excluded for a small sample. Older seasons are only scored on the categories that were actually tracked at the time (in the NBA: steals and blocks from 1973-74, turnovers from 1977-78, three-pointers from 1979-80).

What you can explore

  • Roto Champ: which real team would have won a fantasy league each season, with every franchise scored as a fantasy roster. The title the leagues never hand out.
  • Season & career leaderboards: rank player-seasons or whole careers, with category toggles and totals/per-game lenses that re-rank instantly.
  • Compare: put two careers head-to-head.
  • Draft: snake-draft a roster against CPU teams in any season, then get judged by the real season-ending results.

Want the full story on the math, from volume-weighted percentages to how a 1965 season gets scored fairly? Read the full methodology →

Roto value is intentionally different from “best player”: a category specialist can out-rank a flashier star, and the toggles let you define value for yourself. Stats are sourced from public league data. RotoStandings is an independent project and is not affiliated with or endorsed by the NBA, MLB, or NFL.

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