Pittsburgh Softball
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What are StatLine IQ Scores?
StatLine IQ is a proprietary composite rating modeled on the intelligence IQ scale. Rather than relying on a single stat like ERA or batting average, each score synthesizes multiple performance dimensions into one number — making it easy to compare players across different strengths. A score of 100 represents the league average; every 15 points is one standard deviation above or below.
StatLine Pitching-IQ weighs ERA, WHIP, strikeout rate, command (K:BB),
and innings durability — a dominant ace with elite control scores far higher than ERA alone would suggest.
StatLine Hitting-IQ combines OPS, contact quality, plate discipline,
and speed — rewarding complete hitters who get on base, drive the ball, and create pressure on the bases.
StatLine Pitching-IQ
Powered by StatLine AnalyticsTeam ERA of 5.21 is needs work (College benchmark: 2.80). WHIP 1.67 is elevated (benchmark: 1.20). Team K/BB of 1.31 is below the 3.5 standard. Healthy workload distribution across 6 arms—good rotation management. No dominant ace yet, but 2 solid pitchers provide good options—spread innings to develop all arms evenly. 3 pitcher(s) still working on fundamentals—give them low-pressure innings to build confidence.
101
#8 Kyra Pittman No.3 / Spot Starter
Strengths
Strike thrower with low walk rate (0.30 BB/IP)—attacks the zone confidently
High innings (83.2 IP) shows coach's trust—reliability makes them a go-to pitcher
Solid ERA of 4.10—reliable run prevention for the team
Recommendations
Focus on fundamentals: command, velocity development, and building confidence through repetition
96
#27 Gwen Sparks Situational
Strengths
Strike thrower with low walk rate (0.42 BB/IP)—attacks the zone confidently
High innings (67.2 IP) shows coach's trust—reliability makes them a go-to pitcher
Areas to Watch
High WHIP of 1.58—too many baserunners create constant pressure
Recommendations
Contact quality work: add movement/deception to induce weaker contact—change speeds more frequently
90
#21 Mia Kliethermes No.3 / Spot Starter
Strengths
Strike thrower with low walk rate (0.30 BB/IP)—attacks the zone confidently
Areas to Watch
High WHIP of 1.56—too many baserunners create constant pressure
Recommendations
Focus on fundamentals: command, velocity development, and building confidence through repetition
88
#16 Allie Lukaszewicz Developmental
Strengths
Developing pitcher with room for growth
Areas to Watch
High WHIP of 1.90—too many baserunners create constant pressure
Very poor K/BB ratio of 0.5—walks more than they strike out
ERA of 7.17 indicates significant struggles—focus on fundamentals
Recommendations
Develop putaway pitch through bullpen sequencing—practice getting ahead 0-1, then finishing with secondary pitch
Command-first approach: simplify to one primary pitch, work on hitting spots, then gradually add secondary offerings
Strikeout development: add velocity work, develop sharper breaking pitch, practice two-strike putaway approach
83
#10 Bekah Duck Developmental
Strengths
Allows less than one hit per inning (0.94 H/IP)—tough to square up
Areas to Watch
High WHIP of 1.88—too many baserunners create constant pressure
52 walks in 54.2 innings (0.96 BB/IP)—needs to improve strike-throwing consistency
ERA looks good but WHIP of 1.88 suggests possible regression—stranding runners at high rate
Very poor K/BB ratio of 0.7—walks more than they strike out
Recommendations
Develop putaway pitch through bullpen sequencing—practice getting ahead 0-1, then finishing with secondary pitch
Command-first approach: simplify to one primary pitch, work on hitting spots, then gradually add secondary offerings
Underlying numbers suggest tougher times ahead—proactively improve WHIP through better location
64
#30 Amelia Long Developmental
Strengths
Developing pitcher with room for growth
Areas to Watch
High WHIP of 2.37—too many baserunners create constant pressure
22 walks in 20.2 innings (1.09 BB/IP)—needs to improve strike-throwing consistency
Free passes (BB + HBP) rate of 1.06/IP—giving away too many bases without contact
Very poor K/BB ratio of 0.5—walks more than they strike out
Recommendations
Develop putaway pitch through bullpen sequencing—practice getting ahead 0-1, then finishing with secondary pitch
Command-first approach: simplify to one primary pitch, work on hitting spots, then gradually add secondary offerings
Team Action Items
- Team WHIP of 1.67 is well above the 1.20 benchmark. Focus on command refinement and pitch location awareness.
- Increase strikeout capability from 0.72 to 1.0+ K/IP. Develop sharper secondary pitches and practice two-strike sequences.
StatLine Hitting-IQ
Powered by StatLine AnalyticsTeam OPS of 0.754 is solid (College benchmark: 0.750). Team batting 256 with 0.345 OBP and 0.409 SLG. Strikeout rate of 23% is elevated (benchmark: 20%). 38 HR with team ISO of 0.152—legitimate power throughout the lineup. 85 team SB—speed is a weapon this lineup uses well.Deep lineup with 6 hitters at or above OPS benchmark—no easy outs.
114
#4 Kk Esparza ●●○
Strengths
Dominant hitter with 1.059 OPS and 340 AVG—one of the best bats at the College level
Excellent wOBA of 0.448—well above College average
Low strikeout rate of 14%—puts the ball in play consistently
Plus power with 0.270 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.109 OBP premium over AVG shows a disciplined, selective approach
Areas to Watch
Elite performance across metrics—focus on pitch selection refinement and preparing for adjusted approaches from opposing pitchers
Recommendations
Elite level reached—focus on maintaining mechanics, adjusting to pitcher adjustments, and driving the ball in key situations
Continue driving the ball—look for pitches in the zone to elevate and maintain aggressive approach in hitter's counts
100
#0 Tieley Vaughn ●●●
Strengths
Excellent wOBA of 0.415—well above College average
Good power showing with 4 HR and 0.164 ISO
Excellent plate selectivity—0.106 OBP premium over AVG shows a disciplined, selective approach
Dynamic speed threat with 17 SB—forces defenses to account for the running game
Areas to Watch
BABIP of 0.415 is elevated—batting average may regress as luck normalizes
Recommendations
Reduce strikeouts through improved pitch recognition—practice identifying off-speed pitches earlier in the count
BABIP suggests some luck in current average—focus on hitting line drives and hard contact to sustain performance
100
#13 Ahmari Braden ●●○
Strengths
Solid wOBA of 0.368—at or above benchmark
Plus power with 0.192 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.143 OBP premium over AVG shows a disciplined, selective approach
Dynamic speed threat with 20 SB—forces defenses to account for the running game
Areas to Watch
Elevated strikeout rate at 34%—working on two-strike approach would help
Recommendations
Priority: Two-strike approach work—shorten swing, expand zone awareness, and focus on putting the ball in play
95
#14 Camryn Murphy ●●○
Strengths
Plus power with 0.244 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.121 OBP premium over AVG shows a disciplined, selective approach
Dynamic speed threat with 9 SB—forces defenses to account for the running game
BABIP of 0.233 suggests bad luck—likely to see AVG rise with more at-bats
Areas to Watch
Strikeout rate of 41% is very high—needs to shorten swing and improve pitch recognition
On-base percentage of 0.316 limits offensive value—not getting on base enough
Recommendations
Priority: Two-strike approach work—shorten swing, expand zone awareness, and focus on putting the ball in play
Focus on fundamentals: tee work, soft toss, and timing drills to improve barrel-to-ball consistency
Low BABIP suggests bad luck—maintain current approach, results should improve with more plate appearances
91
#1 Keara Mangieri ○○○
Strengths
Elite wOBA of 0.500—outcome-weighted offense far exceeds the 0.340 benchmark
Excellent plate selectivity—0.667 OBP premium over AVG shows a disciplined, selective approach
Areas to Watch
Elevated strikeout rate at 100%—working on two-strike approach would help
Free swinger profile: high K rate with low walk rate—chasing pitches outside the zone
Very limited sample (1 AB)—too early to draw reliable conclusions
Recommendations
Priority: Two-strike approach work—shorten swing, expand zone awareness, and focus on putting the ball in play
Continue building at-bats—more data will allow better analysis and more targeted recommendations
90
#7 Luciana Moreno ○○○
Strengths
Developing hitter with room for growth
Areas to Watch
Very limited sample (1 AB)—too early to draw reliable conclusions
Recommendations
Continue building at-bats—more data will allow better analysis and more targeted recommendations
89
#2 Calle Henne ●●●
Strengths
Solid wOBA of 0.351—at or above benchmark
Exceptional contact ability—10% K rate is well below average with a strong 291 AVG
Recommendations
Continue current development—work on consistency, situational hitting, and advancing runners
89
#12 Gracie Helton ●●●
Strengths
Good power showing with 4 HR and 0.146 ISO
Areas to Watch
On-base percentage of 0.331 limits offensive value—not getting on base enough
Recommendations
Focus on fundamentals: batting stance, timing, pitch selection, and building confidence at the plate
88
#24 Payton Harris ○○○
Strengths
Dynamic speed threat with 3 SB—forces defenses to account for the running game
Areas to Watch
Small sample size of 4 AB—trends may change with more plate appearances
Recommendations
Reduce strikeouts through improved pitch recognition—practice identifying off-speed pitches earlier in the count
Improve plate selectivity: work counts, take more pitches early, and improve strike zone recognition to widen the OBP-AVG gap
Continue building at-bats—more data will allow better analysis and more targeted recommendations
86
#3 Shelby Frazier ●●○
Strengths
Plus power with 0.220 ISO—generates extra-base hits at an elite rate
Areas to Watch
Elevated strikeout rate at 29%—working on two-strike approach would help
On-base percentage of 0.309 limits offensive value—not getting on base enough
Recommendations
Reduce strikeouts through improved pitch recognition—practice identifying off-speed pitches earlier in the count
82
#31 Sofia Meer ○○○
Strengths
Developing hitter with room for growth
Areas to Watch
Elevated strikeout rate at 29%—working on two-strike approach would help
Small sample size of 7 AB—trends may change with more plate appearances
Recommendations
Reduce strikeouts through improved pitch recognition—practice identifying off-speed pitches earlier in the count
Improve plate selectivity: work counts, take more pitches early, and improve strike zone recognition to widen the OBP-AVG gap
Continue building at-bats—more data will allow better analysis and more targeted recommendations
77
#5 Macy Hamilton ●○○
Strengths
BABIP of 0.143 suggests bad luck—likely to see AVG rise with more at-bats
Areas to Watch
wOBA of 0.140 is well below the 0.340 benchmark—overall offensive production needs improvement
Limited power with -0.000 ISO—needs to drive the ball with more authority
On-base percentage of 0.167 limits offensive value—not getting on base enough
Recommendations
Focus on fundamentals: tee work, soft toss, and timing drills to improve barrel-to-ball consistency
Low BABIP suggests bad luck—maintain current approach, results should improve with more plate appearances
76
#33 Mackenzie Reese ●●○
Strengths
Good power showing with 2 HR and 0.148 ISO
BABIP of 0.219 suggests bad luck—likely to see AVG rise with more at-bats
Areas to Watch
On-base percentage of 0.258 limits offensive value—not getting on base enough
Recommendations
Focus on fundamentals: tee work, soft toss, and timing drills to improve barrel-to-ball consistency
Low BABIP suggests bad luck—maintain current approach, results should improve with more plate appearances
75
#22 Addison Toczek ●○○
Strengths
Dynamic speed threat with 5 SB—forces defenses to account for the running game
Areas to Watch
Elevated strikeout rate at 35%—working on two-strike approach would help
On-base percentage of 0.304 limits offensive value—not getting on base enough
Recommendations
Priority: Two-strike approach work—shorten swing, expand zone awareness, and focus on putting the ball in play
72
#6 Alena Ball ●●●
Strengths
Dynamic speed threat with 17 SB—forces defenses to account for the running game
Areas to Watch
Limited power with 0.040 ISO—needs to drive the ball with more authority
Recommendations
Good contact base—develop power by working on bat speed, launch angle, and driving through the ball
Team Action Items
- Team is performing above benchmark—maintain current training, focus on consistency, and prepare for pitching adjustments from opponents.
StatLine Lineup-IQ
v4 Engine 1 Modern Leadoff
#0 Tieley Vaughn
100
0.336 AVG 0.442 OBP 0.500 SLG 0.942 OPS
Fit: 97/100
Modern Leadoff: OBP-first with speed upside
2 Best Available Hitter
#4 Kk Esparza
114
0.340 AVG 0.449 OBP 0.610 SLG 1.059 OPS
Fit: 106/100
Best Available Hitter: Top offensive weapon — OPS and OBP
3 Situational Clutch
#2 Calle Henne
89
0.291 AVG 0.377 OBP 0.402 SLG 0.779 OPS
Fit: 98/100
Situational Clutch: Clutch run-producer — drives in runners
4 Run Producer
#14 Camryn Murphy
95
0.195 AVG 0.316 OBP 0.439 SLG 0.755 OPS
Fit: 103/100
Run Producer: Power + RBI capitalising on base-traffic
5 Secondary Producer
#12 Gracie Helton
89
0.239 AVG 0.331 OBP 0.385 SLG 0.716 OPS
Fit: 87/100
Secondary Producer: Solid all-around bat behind cleanup
6 Quality Contact
#6 Alena Ball
72
0.280 AVG 0.353 OBP 0.320 SLG 0.673 OPS
Fit: 74/100
Quality Contact: Productive outs, disciplined approach
7 Table-Setter Lite
#13 Ahmari Braden
100
0.242 AVG 0.385 OBP 0.434 SLG 0.819 OPS
Fit: 63/100
Table-Setter Lite: OBP/speed option before top of order
8 Developmental / Utility
#3 Shelby Frazier
86
0.264 AVG 0.309 OBP 0.484 SLG 0.793 OPS
Fit: 66/100
Developmental / Utility: Offensive floor — best available
9 Speed or Depth
#24 Payton Harris
88
0.250 AVG 0.250 OBP 0.250 SLG 0.500 OPS
Fit: 68/100
Speed or Depth: Dynamic — speed leadoff or offensive depth
Balanced strategy: your best overall hitter is promoted to the 2-hole per modern run-expectancy research.
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Tieley Vaughn is close to Tieley Vaughn for #1 — consider platoon
Kk Esparza is close to Tieley Vaughn for #1 — consider platoon
Alena Ball is close to Tieley Vaughn for #1 — consider platoon
Tieley Vaughn is close to Kk Esparza for #2 — consider platoon
Calle Henne is close to Kk Esparza for #2 — consider platoon
1 Speed/OBP Hybrid
#6 Alena Ball
72
0.280 AVG 0.353 OBP 0.320 SLG 0.673 OPS
Fit: 96/100
Speed/OBP Hybrid: Gets on base and sets the table
2 Contact & Advancement
#0 Tieley Vaughn
100
0.336 AVG 0.442 OBP 0.500 SLG 0.942 OPS
Fit: 81/100
Contact & Advancement: Moves runners, makes contact
3 Best Hitter
#4 Kk Esparza
114
0.340 AVG 0.449 OBP 0.610 SLG 1.059 OPS
Fit: 104/100
Best Hitter: Most complete offensive player
4 Power / RBI
#14 Camryn Murphy
95
0.195 AVG 0.316 OBP 0.439 SLG 0.755 OPS
Fit: 103/100
Power / RBI: Drives in runs with extra-base power
5 Secondary Power
#2 Calle Henne
89
0.291 AVG 0.377 OBP 0.402 SLG 0.779 OPS
Fit: 101/100
Secondary Power: Run producer behind cleanup
6 Steady Contact
#12 Gracie Helton
89
0.239 AVG 0.331 OBP 0.385 SLG 0.716 OPS
Fit: 55/100
Steady Contact: Keeps innings alive, advances runners
7 Opportunistic
#33 Mackenzie Reese
76
0.198 AVG 0.258 OBP 0.346 SLG 0.604 OPS
Fit: 61/100
Opportunistic: Contributes at-bats, opportunistic swings
8 Bottom Bat
#3 Shelby Frazier
86
0.264 AVG 0.309 OBP 0.484 SLG 0.793 OPS
Fit: 66/100
Bottom Bat: Best available offensive output
9 Second Leadoff / Depth
#13 Ahmari Braden
100
0.242 AVG 0.385 OBP 0.434 SLG 0.819 OPS
Fit: 78/100
Second Leadoff / Depth: Sets up top of order or developmental spot
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Tieley Vaughn is close to Alena Ball for #1 — consider platoon
Alena Ball is close to Alena Ball for #1 — consider platoon
Tieley Vaughn is close to Tieley Vaughn for #2 — consider platoon
Calle Henne is close to Tieley Vaughn for #2 — consider platoon
Kk Esparza is close to Tieley Vaughn for #2 — consider platoon
1 Pure Table-Setter
#4 Kk Esparza
114
0.340 AVG 0.449 OBP 0.610 SLG 1.059 OPS 0.448 wOBA
Fit: 91/100
Pure Table-Setter: Highest OBP among top 3 wOBA hitters
2 Best Hitter
#1 Keara Mangieri
91
0.000 AVG 0.667 OBP 0.000 SLG 0.667 OPS 0.500 wOBA
Fit: 69/100
Best Hitter: Highest wOBA — best hitter gets most productive spot
3 Supporting Quality
#2 Calle Henne
89
0.291 AVG 0.377 OBP 0.402 SLG 0.779 OPS 0.351 wOBA
Fit: 93/100
Supporting Quality: Surprisingly unimportant per The Book — 5th-best wOBA
4 Power / RBI Context
#0 Tieley Vaughn
100
0.336 AVG 0.442 OBP 0.500 SLG 0.942 OPS 0.415 wOBA
Fit: 99/100
Power / RBI Context: Remaining Tier 1 hitter — power pref for runners-on situations
5 Secondary RBI
#13 Ahmari Braden
100
0.242 AVG 0.385 OBP 0.434 SLG 0.819 OPS 0.368 wOBA
Fit: 89/100
Secondary RBI: 4th-best wOBA — secondary RBI position
6 Tier 3 — Steady
#3 Shelby Frazier
86
0.264 AVG 0.309 OBP 0.484 SLG 0.793 OPS 0.340 wOBA
Fit: 60/100
Tier 3 — Steady: Best remaining wOBA — keep innings alive
7 Tier 3 — Catalyst
#14 Camryn Murphy
95
0.195 AVG 0.316 OBP 0.439 SLG 0.755 OPS 0.328 wOBA
Fit: 63/100
Tier 3 — Catalyst: Secondary leadoff potential before top of order
8 Tier 3 — Production
#12 Gracie Helton
89
0.239 AVG 0.331 OBP 0.385 SLG 0.716 OPS 0.319 wOBA
Fit: 86/100
Tier 3 — Production: Best remaining offensive output
9 Tier 3 — Bottom
#6 Alena Ball
72
0.280 AVG 0.353 OBP 0.320 SLG 0.673 OPS 0.312 wOBA
Fit: 70/100
Tier 3 — Bottom: Lowest wOBA — minimal damage position
wOBA Optimized: Players placed by tier using estimated softball linear weights. Tier 1 (slots 1,2,4) are your 3 best run-producers.
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Tieley Vaughn is close to Kk Esparza for #1 — consider platoon
Calle Henne is close to Kk Esparza for #1 — consider platoon
Kk Esparza is close to Kk Esparza for #1 — consider platoon
Alena Ball is close to Kk Esparza for #1 — consider platoon
Tieley Vaughn is close to Keara Mangieri for #2 — consider platoon
1 Speed Demon
#6 Alena Ball
72
0.280 AVG 0.353 OBP 0.320 SLG 0.673 OPS
Fit: 99/100
Speed Demon: Pure speed gets on base and creates pressure
2 Slap / Contact Specialist
#4 Kk Esparza
114
0.340 AVG 0.449 OBP 0.610 SLG 1.059 OPS
Fit: 81/100
Slap / Contact Specialist: Bat control, bunting ability, advancing runners
3 Hit-and-Run Hitter
#2 Calle Henne
89
0.291 AVG 0.377 OBP 0.402 SLG 0.779 OPS
Fit: 92/100
Hit-and-Run Hitter: Contact with gap power for situational hitting
4 Best RBI Option
#12 Gracie Helton
89
0.239 AVG 0.331 OBP 0.385 SLG 0.716 OPS
Fit: 83/100
Best RBI Option: Drives in runs — contact over raw power
5 Secondary Run Producer
#0 Tieley Vaughn
100
0.336 AVG 0.442 OBP 0.500 SLG 0.942 OPS
Fit: 71/100
Secondary Run Producer: Contact-first RBI bat
6 Contact / Speed Balance
#24 Payton Harris
88
0.250 AVG 0.250 OBP 0.250 SLG 0.500 OPS
Fit: 52/100
Contact / Speed Balance: Keeps pressure on defense with contact and legs
7 Table-Setter 2.0
#13 Ahmari Braden
100
0.242 AVG 0.385 OBP 0.434 SLG 0.819 OPS
Fit: 67/100
Table-Setter 2.0: Sets up top of order — OBP and legs
8 Situational Hitter
#39 Addison Oberbreckling
72
0.104 AVG 0.232 OBP 0.167 SLG 0.399 OPS
Fit: 40/100
Situational Hitter: Puts ball in play, advances runners
9 Speed / OBP Option
#14 Camryn Murphy
95
0.195 AVG 0.316 OBP 0.439 SLG 0.755 OPS
Fit: 63/100
Speed / OBP Option: Second leadoff or speed reserve
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Tieley Vaughn is close to Alena Ball for #1 — consider platoon
Alena Ball is close to Alena Ball for #1 — consider platoon
Tieley Vaughn is close to Kk Esparza for #2 — consider platoon
Calle Henne is close to Kk Esparza for #2 — consider platoon
Kk Esparza is close to Kk Esparza for #2 — consider platoon
1 Power / OBP Hybrid
#0 Tieley Vaughn
100
0.336 AVG 0.442 OBP 0.500 SLG 0.942 OPS
Fit: 108/100
Power / OBP Hybrid: Gets on base with pop — not a slapper
2 Best Power Hitter
#4 Kk Esparza
114
0.340 AVG 0.449 OBP 0.610 SLG 1.059 OPS
Fit: 106/100
Best Power Hitter: Biggest bat in the lineup — maximise PA
3 Second-Best Power
#14 Camryn Murphy
95
0.195 AVG 0.316 OBP 0.439 SLG 0.755 OPS
Fit: 104/100
Second-Best Power: Elite slugging, secondary to #2
4 Third-Best Power
#2 Calle Henne
89
0.291 AVG 0.377 OBP 0.402 SLG 0.779 OPS
Fit: 103/100
Third-Best Power: Power bat — capitalises on base-runners
5 Gap Power / Contact
#12 Gracie Helton
89
0.239 AVG 0.331 OBP 0.385 SLG 0.716 OPS
Fit: 81/100
Gap Power / Contact: Drives the ball into gaps — doubles threat
6 Supporting Power
#3 Shelby Frazier
86
0.264 AVG 0.309 OBP 0.484 SLG 0.793 OPS
Fit: 84/100
Supporting Power: Adds pop depth behind the core
7 Contact / Situational
#6 Alena Ball
72
0.280 AVG 0.353 OBP 0.320 SLG 0.673 OPS
Fit: 68/100
Contact / Situational: Keeps rallies going in power-heavy order
8 Best Remaining Bat
#13 Ahmari Braden
100
0.242 AVG 0.385 OBP 0.434 SLG 0.819 OPS
Fit: 95/100
Best Remaining Bat: Pure offensive output from depth
9 Wildcard
#22 Addison Toczek
75
0.224 AVG 0.304 OBP 0.347 SLG 0.651 OPS
Fit: 88/100
Wildcard: Speed option or extra power — dynamic assignment
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Tieley Vaughn is close to Tieley Vaughn for #1 — consider platoon
Kk Esparza is close to Tieley Vaughn for #1 — consider platoon
Ahmari Braden is close to Tieley Vaughn for #1 — consider platoon
Tieley Vaughn is close to Kk Esparza for #2 — consider platoon
Calle Henne is close to Kk Esparza for #2 — consider platoon