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  • Projections
    In-house Bayesian model · career prior + aging × stuff/discipline signals
  • Plate Discipline
    Decision+ · chase / passive cost · K% · BB%
  • Command & Stuff
    Pitching+ · Stuff+ · Command+ · meatball rate
  • Pitcher Stuff Lab
    In-zone whiff · xwOBAcon · tunnel · deception · count predictability
  • Stuff Model (diag)
    From-scratch XGBoost training runs, feature importance, pitcher grades
  • Expected Points
    Luck-neutral fantasy points · xSLG / xwOBA · ΔPts
  • Hitter Frontier
    Power × discipline tradeoff · Pareto-frontier hitters
  • Pitcher Frontier
    Process × contact-suppression · pound the zone vs limit damage
  • Hitter Vulnerabilities
    Biggest pitch-trait strengths & weaknesses · vs league or vs own
  • AAA Hitters
    Triple-A bats · xwOBA · contact quality · discipline · frontier
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Christian Walker

Christian Walker

1B·HOU
Compare
Compare
PA
553
H
120
HR
26
AVG
.250
xwOBA
.357
PPG
2.46
Career Seasons
YrGPAAVGOBPSLGISOxwOBAK%BB%K-BB%HRSBPtsPPGxPPG
202670290.248.318.500.252.31821.7%7.9%13.8%1701842.63—
2025154640.238
2024 MLB Percentiles

Hitting Profile

Expected Results
xwOBA
81
.357
xBA
50
.250
xSLG
.299
.421
.183
.315
27.7%
6.3%
21.4%
27
2
282
1.83
—
2024134553.250.339.467.217.35724.1%9.9%14.2%2633292.46—
2023181665.256.335.493.237.34319.1%9.3%9.8%33174762.63—
2022171668.241.330.476.235.36419.6%10.3%9.3%3624392.57—
2021123445.244.316.382.138.31523.8%8.5%15.3%1002091.70—
202057243.271.338.459.188.34220.6%7.8%12.8%711422.49—
2019158605.258.348.475.217.36925.6%11.1%14.5%2983502.22—
20183653.163.226.388.225.30041.5%5.7%35.8%31140.39—
20171515.250.400.833.583.48833.3%6.7%26.6%20130.87—
87
.495
Quality of Contact
Avg EV
76
91.2
Median EV
76
94.0
90th % EV
85
108.2
Barrel %
85
13.3
Hard-Hit %
78
48.0
Sweet-Spot %
58
36.4
Bat Speed
Avg
81
72.8
Median
86
74.6
90th %
84
79.6
Plate Discipline
Chase %
73
24.3
Whiff %
37
23.8
K %
35
24.1
BB %
65
9.9
Swing Decisions

Plate Discipline · Decision+

Expected-run-value of every swing-or-take decision, against a league-average batter’s optimum. 100 = avg · 110 = 1 SD better.

Decision+
107
≈ 75th pctl
Chase cost
-43.3r
383 swings @ bad pitch
Passive cost
-11.6r
261 takes @ hittable pitch
Swing rate
48.3%
2,366 pitches seen
Runs per 100
-2.32
lg avg -2.53
Count
View
2152453+0%6+42%12+10%20+29%24+50%10+55%114+38%16+12%25-12%40-17%54-24%33+30%27+14%7+34%32+14%64-21%71-20%65-15%55+42%26+7%15+16%25+22%37+10%41-4%45+15%34+7%155+0%11+19%21+14%145+0%642CATCHER'S VIEW
Judgment — swing% vs optimal
−35%−15%0+15%+35%
  • Red cells — swings more than an optimal batter would here (chasing).
  • Blue cells — swings less than optimal (too passive).
  • Number in cell: swing%-delta vs optimal. Top-right: pitches seen.
Total pitches shown: 1,000