A walk, or base on balls (BB), is awarded to a batter who receives four pitches outside the strike zone that the batter does not swing at. The batter is awarded first base without the threat of being put out. Walks reflect a batter's plate discipline — their ability to lay off bad pitches and make the pitcher throw strikes. An intentional walk (IBB) is a strategic decision by the manager to put the batter on base deliberately.

Formula

BB = Total pitches outside strike zone taken (four per walk)

BB% = Walks ÷ Plate Appearances. A player with 100 walks in 650 plate appearances has a BB% of 15.4%. The league-average BB% is typically around 8–9%. Elite walk rates exceed 13–15%.

Benchmarks

Level BB
Elite (season) 100+
Excellent (season) 80–99
Good (season) 60–79
Average (season) 40–59
All-Time Great (career) 1,500+

ALL-TIME CAREER BB LEADERS

Rank Player BB
1 Barry Bonds 2558
2 Rickey Henderson 2190
3 Babe Ruth 2062
4 Ted Williams 2021
5 Joe Morgan 1865
6 Carl Yastrzemski 1845
7 Jim Thome 1747
8 Mickey Mantle 1733
9 Mel Ott 1708
10 Frank Thomas 1667

View full career BB leaderboard →

BEST SINGLE-SEASON BB IN MLB HISTORY

Rank Player Year Team BB
1 Barry Bonds 2004 SFG 232
2 Barry Bonds 2002 SFG 198
3 Barry Bonds 2001 SFG 177
4 Babe Ruth 1923 NYY 170
5 Mark McGwire 1998 STL 162
6 Ted Williams 1947 BOS 162
7 Ted Williams 1949 BOS 162
8 Ted Williams 1946 BOS 156
9 Barry Bonds 1996 SFG 151
10 Eddie Yost 1956 WSN 151

View full single-season BB leaderboard →

HISTORICAL CONTEXT

The walk has been part of baseball since the 1800s, though the number of balls required varied — it was eight balls in 1880, then gradually reduced to four balls by 1889. From the beginning, the walk was understood as a positive offensive outcome, though batting average's dominance as a statistic led it to be undervalued for most of the 20th century.

"Moneyball" (2003) brought new attention to the walk's value. The Oakland Athletics, as documented by Michael Lewis, exploited the market's undervaluation of OBP — which heavily rewards walks — to build competitive teams at low cost. This accelerated the sabermetric re-evaluation of plate discipline as a core offensive skill.

Barry Bonds holds both the single-season and career walk records. His 232 walks in 2004 — driven by intentional walks as opposing teams simply refused to pitch to him — remains the single-season record by a wide margin. His career total of 2,558 walks is also an all-time record. Rickey Henderson (2,190) and Babe Ruth (2,062) rank second and third.

The walk has become increasingly valued in player development and roster construction. Teams now actively seek hitters with high BB% because plate discipline correlates with overall offensive performance and is one of the most stable year-to-year skills a hitter possesses.

ERA COMPARISON: HOW THE LEAGUE AVERAGE HAS SHIFTED

Walk rate (BB%) reflects how often hitters draw walks per plate appearance. It peaked in the Steroid Era when pitchers struggled with control, and has declined as strikeouts have risen.

Lg Avg BB% (batters) by historical era — bar length proportional to value
Era Years Lg Avg BB% (batters)
Dead Ball Era 1900–1919 7.5%
Live Ball Era 1920–1941 8.3%
Post-WWII Era 1942–1960 9.4%
Year of the Pitcher 1961–1968 8.2%
Expansion Era 1969–1988 8.7%
Steroid Era 1989–2005 8.9%
Post-Steroid Era 2006–2019 8.4%
Modern Era 2020–2024 8.5%

BB% = walks ÷ plate appearances. Higher strikeout rates in the modern era have come partly at the expense of walks as batters swing more aggressively. Computed from Lahman historical MLB data.

FREQUENTLY ASKED QUESTIONS

What is BB in baseball?

A walk, or base on balls (BB), is awarded to a batter who receives four pitches outside the strike zone that the batter does not swing at. The batter is awarded first base without the threat of being put out. Walks reflect a batter's plate discipline — their ability to lay off bad pitches and make the pitcher throw strikes. An intentional walk (IBB) is a strategic decision by the manager to put the batter on base deliberately.

How is BB calculated?

Walks are a counting statistic tracked per plate appearance. They are included in on-base percentage (OBP) calculations but not batting average. Walk rate (BB%) — walks divided by plate appearances — measures how often a player draws a walk per trip to the plate and normalizes the stat for different workloads.

What is a good BB in baseball?

In the modern era, 80+ walks in a season is excellent; 100+ is elite; 120+ is legendary. Career walk totals above 1,500 reflect exceptional longevity and plate discipline. A BB% above 12% is elite; 9–12% is above average; below 6% indicates below-average patience at the plate.

Who has the most career walks in MLB history?

Barry Bonds holds the career walk record with 2,558, more than 300 ahead of second-place Rickey Henderson (2,190). Babe Ruth (2,062), Ted Williams (2,021), and Joe Morgan (1,865) round out the top five. Bonds also holds the single-season record with 232 walks in 2004.

What is the difference between BB and IBB?

BB (base on balls) includes all walks — both those resulting from a pitcher missing the strike zone and intentional walks (IBB). IBB (intentional base on balls) is a separate statistic tracking walks issued intentionally by the defense as a strategic decision, typically to face a weaker hitter or to set up a force out. Barry Bonds holds the single-season IBB record with 120 in 2004.

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Career Home Runs → Career Batting Average → Single-Season RBI → Single-Season ERA → Career Wins → All Leaderboards →