How Andy Ashby's Walks Compares to Similar Players

Andy Ashby totaled 16 career Walks, well below the league average of 164.7 — production that significantly underperformed against league baselines. His best Walks season came in 1999, posting 3, well below the league average of 22.2 that year. The lowest point came in 1991 at 0, well below the league average of 18.2 that year. Output was consistent through the final seasons. The Walks total went from 2 in 2002 to 0 in 2003 and 0 in 2004, falling over the span. The consistent output characterized his final seasons. Significant season-to-season variance characterizes the Walks profile — ranging from 0 to 3 — though the career average remained well below league norms.

Andy Ashby Lifetime Walks and Similar Stats

Stats similar to Walks for Andy Ashby
Andy Ashby
Walks
Andy Ashby
Intentional Walks
Andy Ashby
Walks Per Strikeout
Career1600.07
Season Avg.1.1400.07
162 Game Avg.8.2800.07
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Andy Ashby Walks Per Season

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

Andy Ashby Walks by Team

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

Andy Ashby Cumulative Walks — Career Progression

A running total of Andy Ashby'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.
Andy Ashby Walks year-over-year waterfall chart

Andy Ashby Walks Distribution vs. Comparable Players

Each box summarizes Andy Ashby'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.
Andy Ashby Walks distribution box chart versus comparable players

Andy Ashby Walks — Season-by-Season Breakdown

Every season of Andy Ashby'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.
Andy Ashby Walks season-by-season breakdown table