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Marginal player

As explained in Statistics Slam Dunk

A marginal player is a player designation for someone with fewer than 25 career win shares in this analysis.

A marginal player is designated as someone with fewer than 25 career win shares. In draft analysis, this category represents the lowest outcome tier alongside reserves, starters, stars, and superstars. section 3.8

Use the designation in two related analytical ways:

  • Segment draft outcomes by career win shares; marginal players fall below 25 win shares. section 3.8
  • Remove marginal NBA records before studying scoring leaders by filtering for at least two points per game and at least 20 games played. section 19.3.2

Marginal outcomes in draft value

Among picks 1–5, marginal players have probability 0.32 and median career win shares of 9.70, contributing 3.10 expected win shares. Later first-round picks have probability 0.63 and median win shares of 5.00. section 3.8

dat2 %>%
 filter(PPG >= 2 & G >= 20) -> dat2
dim(dat2)
## [1] 6390    6

Inspect the R filter that reduces 12,136 player-season records to 6,390 observations before selecting and converting the PPG variable. section 19.3.2

How Statistics Slam Dunk covers it

How deep it goes
Defines a 25-win-share boundary and demonstrates an alternative PPG-and-games filter, but does not develop the designation theoretically.
Examples
Uses NBA player-season records, draft segments, win-share tables, probabilities, medians, and R filtering code.
What it assumes
Assumes player records, games, points, draft position, and win shares while teaching the marginal threshold and filtering rationale.
What you can do after
Apply it via dplyr filters and draft-segment tables to remove low-impact records or estimate marginal-outcome probabilities.
How it connects
Connects marginal players to win shares, NBA draft position, conditional probability, median, and expected value.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Statistics Slam Dunk. The section links point to the parts of the book it draws on.