How Jim Ray's Walks Compares to Similar Players

Jim Ray totaled 2 career Walks, well below the league average of 182.7 — production that significantly underperformed against league baselines. His best Walks season came in 1971, posting 2, well below the league average of 19.5 that year. The lowest point came in 1965 at 0, well below the league average of 17.6 that year. Output was consistent through the final seasons. The Walks total went from 0 in 1972 to 0 in 1973 and 0 in 1974, holding steady over the span. The consistent output characterized his final seasons. Significant season-to-season variance characterizes the Walks profile — ranging from 0 to 2 — though the career average remained well below league norms.

Jim Ray Lifetime Walks and Similar Stats

Stats similar to Walks for Jim Ray
Jim Ray
Walks
Jim Ray
Intentional Walks
Jim Ray
Walks Per Strikeout
Career200.05
Season Avg.0.2200.05
162 Game Avg.1.0500.05
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Jim Ray Walks Per Season

Jim Ray's Walks for each season of his MLB career, plotted against that year's league average. Switch between comparisons — American League, Hall of Fame, RP, North America, or players born in the same country — to see how he stacked up year by year.
Jim Ray Walks per season line chart

Jim Ray Walks by Team

Jim Ray's career Walks totals broken down by each team he played for, ordered by when he first joined that team.
Jim Ray career Walks by team bar chart

Jim Ray Cumulative Walks — Career Progression

A running total of Jim Ray's career Walks, plotted season by season. Each point shows the cumulative figure through the end of that year, making it easy to see when he reached key milestones and how his pace changed over time.
Jim Ray Walks year-over-year waterfall chart

Jim Ray Walks Distribution vs. Comparable Players

Each box summarizes Jim Ray's seasonal Walks alongside a selected comparison group across all seasons he played. The box covers the middle 50% of seasons, the center line is the median, and the whiskers extend to the min and max. A tighter box means more consistency; a higher median means more output. Use the selector to switch comparison groups.
Jim Ray Walks distribution box chart versus comparable players

Jim Ray Walks — Season-by-Season Breakdown

Every season of Jim Ray's MLB career with Walks alongside league, Hall of Fame, positional, birth region, and country-of-birth averages for that year. Career totals include sum, average, min, max, and median.

Note: A dash (—) means no qualifying players existed in that comparison group for that season. Most commonly this happens for the Hall of Fame group.
Jim Ray Walks season-by-season breakdown table