Arizona Softball
Arizona (8-3)
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 3.77 is needs work (College benchmark: 2.80). WHIP 1.52 is elevated (benchmark: 1.20). Team K/BB of 1.10 is below the 3.5 standard. Top pitcher handles 44% of innings—manageable but monitor as season progresses. No dominant ace yet, but 2 solid pitchers provide good options—spread innings to develop all arms evenly. 2 pitcher(s) still working on fundamentals—give them low-pressure innings to build confidence.
103
#12 Tracy Oshiro No.2 Starter
Strengths
Strike thrower with low walk rate (0.32 BB/IP)—attacks the zone confidently
High innings (63.2 IP) shows coach's trust—reliability makes them a go-to pitcher
Solid ERA of 2.86—reliable run prevention for the team
Allows less than one hit per inning (0.90 H/IP)—tough to square up
Recommendations
First-pitch strike emphasis: aim for 65%+ first-pitch-strike rate through better early-count aggression
Throwing 44% of team innings—monitor workload to prevent fatigue in postseason
101
#14 Emily Dwerlkotte No.2 Starter
Strengths
Strike thrower with low walk rate (0.29 BB/IP)—attacks the zone confidently
Solid ERA of 2.50—reliable run prevention for the team
Areas to Watch
FIP of 4.03 is much higher than ERA of 2.50—may be benefiting from defense or sequencing luck
Recommendations
First-pitch strike emphasis: aim for 65%+ first-pitch-strike rate through better early-count aggression
Solid foundation—continue current trajectory, add secondary pitch variation to keep hitters guessing
81
#9 Amber Freeman Developmental
Strengths
Developing pitcher with room for growth
Areas to Watch
High WHIP of 2.34—too many baserunners create constant pressure
Very poor K/BB ratio of 1.0—walks more than they strike out
Allows 1.85 hits per inning—hitters are squaring them up frequently
ERA of 7.56 indicates significant struggles—focus on fundamentals
Recommendations
Develop putaway pitch through bullpen sequencing—practice getting ahead 0-1, then finishing with secondary pitch
Contact quality work: add movement/deception to induce weaker contact—change speeds more frequently
Strikeout development: add velocity work, develop sharper breaking pitch, practice two-strike putaway approach
78
#11 Danny Martinez Developmental
Strengths
Developing pitcher with room for growth
Areas to Watch
High WHIP of 2.16—too many baserunners create constant pressure
Very poor K/BB ratio of 0.7—walks more than they strike out
ERA of 5.87 indicates significant struggles—focus on fundamentals
Recommendations
Develop putaway pitch through bullpen sequencing—practice getting ahead 0-1, then finishing with secondary pitch
Contact quality work: add movement/deception to induce weaker contact—change speeds more frequently
Team Action Items
- Team WHIP of 1.52 is well above the 1.20 benchmark. Focus on command refinement and pitch location awareness.
- Strikeout rate of 0.45 K/IP is low (4 pitchers under 0.7). Develop putaway pitches and work on two-strike approach.
StatLine Hitting-IQ
Powered by StatLine AnalyticsTeam OPS of 1.041 is excellent (College benchmark: 0.750). Team batting 361 with 0.449 OBP and 0.592 SLG. Strikeout rate of 12% is excellent (benchmark: 20%). 31 HR with team ISO of 0.231—legitimate power throughout the lineup. 30 team SB—speed is a weapon this lineup uses well.Deep lineup with 11 hitters at or above OPS benchmark—no easy outs.
123
#8 Christian Conrad ●●○
Strengths
Dominant hitter with 1.144 OPS and 339 AVG—one of the best bats at the College level
Elite wOBA of 0.485—outcome-weighted offense far exceeds the 0.340 benchmark
Exceptional contact ability—12% K rate is well below average with a strong 339 AVG
Plus power with 0.305 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.161 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
119
#21 Bri Williams ●●○
Strengths
Dominant hitter with 1.417 OPS and 400 AVG—one of the best bats at the College level
Elite wOBA of 0.555—outcome-weighted offense far exceeds the 0.340 benchmark
Plus power with 0.523 ISO—generates extra-base hits at an elite rate
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
117
#18 Angelina Allen ●○○
Strengths
Dominant hitter with 1.309 OPS and 366 AVG—one of the best bats at the College level
Elite wOBA of 0.532—outcome-weighted offense far exceeds the 0.340 benchmark
Plus power with 0.463 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.114 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
111
#33 Jenna Sniffen ●○○
Strengths
Solid wOBA of 0.385—at or above benchmark
Low strikeout rate of 4%—puts the ball in play consistently
Plus power with 0.274 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.112 OBP premium over AVG shows a disciplined, selective approach
Recommendations
Continue current development—work on consistency, situational hitting, and advancing runners
108
#0/00 Caitlin Lowe ●●○
Strengths
Dominant hitter with 1.271 OPS and 545 AVG—one of the best bats at the College level
Elite wOBA of 0.554—outcome-weighted offense far exceeds the 0.340 benchmark
Exceptional contact ability—4% K rate is well below average with a strong 545 AVG
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
108
#20 Ellie Sieler ●○○
Strengths
Excellent wOBA of 0.397—well above College average
Plus power with 0.182 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.156 OBP premium over AVG shows a disciplined, selective approach
Recommendations
Continue current development—work on consistency, situational hitting, and advancing runners
108
#2 Lauren Lappin ●●○
Strengths
Dominant hitter with 1.144 OPS and 406 AVG—one of the best bats at the College level
Elite wOBA of 0.479—outcome-weighted offense far exceeds the 0.340 benchmark
Low strikeout rate of 13%—puts the ball in play consistently
Plus power with 0.275 ISO—generates extra-base hits at an elite rate
Dynamic speed threat with 8 SB—forces defenses to account for the running game
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
8 SB shows dynamic speed—continue smart baserunning and pick good steal situations
108
#19 Griffin Boucher ●○○
Strengths
Excellent wOBA of 0.405—well above College average
Plus power with 0.218 ISO—generates extra-base hits at an elite rate
Recommendations
Continue current development—work on consistency, situational hitting, and advancing runners
102
#55 Kez Lucas ●○○
Strengths
Plus power with 0.257 ISO—generates extra-base hits at an elite rate
Excellent plate selectivity—0.125 OBP premium over AVG shows a disciplined, selective approach
BABIP of 0.148 suggests bad luck—likely to see AVG rise with more at-bats
Areas to Watch
On-base percentage of 0.304 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
99
#66 Addison Duke ●○○
Strengths
Solid wOBA of 0.373—at or above benchmark
Low strikeout rate of 14%—puts the ball in play consistently
Excellent plate selectivity—0.137 OBP premium over AVG shows a disciplined, selective approach
Dynamic speed threat with 7 SB—forces defenses to account for the running game
Recommendations
Continue current development—work on consistency, situational hitting, and advancing runners
99
#29 Kiki Escobar ●○○
Strengths
Solid wOBA of 0.367—at or above benchmark
Exceptional contact ability—5% K rate is well below average with a strong 333 AVG
Excellent plate selectivity—0.107 OBP premium over AVG shows a disciplined, selective approach
Recommendations
Good contact base—develop power by working on bat speed, launch angle, and driving through the ball
86
#22 Sina Talataina ●○○
Strengths
Low strikeout rate of 8%—puts the ball in play consistently
BABIP of 0.091 suggests bad luck—likely to see AVG rise with more at-bats
Areas to Watch
wOBA of 0.139 is well below the 0.340 benchmark—overall offensive production needs improvement
Limited power with 0.042 ISO—needs to drive the ball with more authority
On-base percentage of 0.154 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
83
#25 Regan Shockey ●●○
Strengths
Excellent wOBA of 0.440—well above College average
Exceptional contact ability—11% K rate is well below average with a strong 447 AVG
Dynamic speed threat with 7 SB—forces defenses to account for the running game
Areas to Watch
BABIP of 0.500 is elevated—batting average may regress as luck normalizes
Recommendations
Good contact base—develop power by working on bat speed, launch angle, and driving through the ball
BABIP suggests some luck in current average—focus on hitting line drives and hard contact to sustain performance
Team Action Items
- Lineup is dominant—shift focus to situational hitting: productive outs, moving runners, and clutch hitting drills for postseason preparation.
StatLine Lineup-IQ
v4 Engine 1 Modern Leadoff
#25 Regan Shockey
83
0.447 AVG 0.506 OBP 0.461 SLG 0.967 OPS
Fit: 114/100
Modern Leadoff: OBP-first with speed upside
2 Best Available Hitter
#8 Christian Conrad
123
0.339 AVG 0.500 OBP 0.644 SLG 1.144 OPS
Fit: 106/100
Best Available Hitter: Top offensive weapon — OPS and OBP
3 Situational Clutch
#29 Kiki Escobar
99
0.333 AVG 0.440 OBP 0.333 SLG 0.773 OPS
Fit: 103/100
Situational Clutch: Clutch run-producer — drives in runners
4 Run Producer
#21 Bri Williams
119
0.400 AVG 0.494 OBP 0.923 SLG 1.417 OPS
Fit: 103/100
Run Producer: Power + RBI capitalising on base-traffic
5 Secondary Producer
#0/00 Caitlin Lowe
108
0.545 AVG 0.583 OBP 0.688 SLG 1.271 OPS
Fit: 101/100
Secondary Producer: Solid all-around bat behind cleanup
6 Quality Contact
#33 Jenna Sniffen
111
0.255 AVG 0.367 OBP 0.529 SLG 0.896 OPS
Fit: 93/100
Quality Contact: Productive outs, disciplined approach
7 Table-Setter Lite
#2 Lauren Lappin
108
0.406 AVG 0.463 OBP 0.681 SLG 1.144 OPS
Fit: 93/100
Table-Setter Lite: OBP/speed option before top of order
8 Developmental / Utility
#18 Angelina Allen
117
0.366 AVG 0.480 OBP 0.829 SLG 1.309 OPS
Fit: 84/100
Developmental / Utility: Offensive floor — best available
9 Speed or Depth
#66 Addison Duke
99
0.286 AVG 0.423 OBP 0.381 SLG 0.804 OPS
Fit: 87/100
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
Caitlin Lowe is close to Regan Shockey for #1 — consider platoon
Lauren Lappin is close to Regan Shockey for #1 — consider platoon
Regan Shockey is close to Regan Shockey for #1 — consider platoon
Caitlin Lowe is close to Christian Conrad for #2 — consider platoon
Lauren Lappin is close to Christian Conrad for #2 — consider platoon
1 Speed/OBP Hybrid
#25 Regan Shockey
83
0.447 AVG 0.506 OBP 0.461 SLG 0.967 OPS
Fit: 114/100
Speed/OBP Hybrid: Gets on base and sets the table
2 Contact & Advancement
#0/00 Caitlin Lowe
108
0.545 AVG 0.583 OBP 0.688 SLG 1.271 OPS
Fit: 106/100
Contact & Advancement: Moves runners, makes contact
3 Best Hitter
#8 Christian Conrad
123
0.339 AVG 0.500 OBP 0.644 SLG 1.144 OPS
Fit: 104/100
Best Hitter: Most complete offensive player
4 Power / RBI
#21 Bri Williams
119
0.400 AVG 0.494 OBP 0.923 SLG 1.417 OPS
Fit: 103/100
Power / RBI: Drives in runs with extra-base power
5 Secondary Power
#18 Angelina Allen
117
0.366 AVG 0.480 OBP 0.829 SLG 1.309 OPS
Fit: 101/100
Secondary Power: Run producer behind cleanup
6 Steady Contact
#29 Kiki Escobar
99
0.333 AVG 0.440 OBP 0.333 SLG 0.773 OPS
Fit: 92/100
Steady Contact: Keeps innings alive, advances runners
7 Opportunistic
#2 Lauren Lappin
108
0.406 AVG 0.463 OBP 0.681 SLG 1.144 OPS
Fit: 93/100
Opportunistic: Contributes at-bats, opportunistic swings
8 Bottom Bat
#33 Jenna Sniffen
111
0.255 AVG 0.367 OBP 0.529 SLG 0.896 OPS
Fit: 89/100
Bottom Bat: Best available offensive output
9 Second Leadoff / Depth
#66 Addison Duke
99
0.286 AVG 0.423 OBP 0.381 SLG 0.804 OPS
Fit: 88/100
Second Leadoff / Depth: Sets up top of order or developmental spot
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Caitlin Lowe is close to Regan Shockey for #1 — consider platoon
Lauren Lappin is close to Regan Shockey for #1 — consider platoon
Regan Shockey is close to Regan Shockey for #1 — consider platoon
Caitlin Lowe is close to Caitlin Lowe for #2 — consider platoon
Lauren Lappin is close to Caitlin Lowe for #2 — consider platoon
1 Pure Table-Setter
#0/00 Caitlin Lowe
108
0.545 AVG 0.583 OBP 0.688 SLG 1.271 OPS 0.554 wOBA
Fit: 108/100
Pure Table-Setter: Highest OBP among top 3 wOBA hitters
2 Best Hitter
#21 Bri Williams
119
0.400 AVG 0.494 OBP 0.923 SLG 1.417 OPS 0.555 wOBA
Fit: 106/100
Best Hitter: Highest wOBA — best hitter gets most productive spot
3 Supporting Quality
#2 Lauren Lappin
108
0.406 AVG 0.463 OBP 0.681 SLG 1.144 OPS 0.479 wOBA
Fit: 96/100
Supporting Quality: Surprisingly unimportant per The Book — 5th-best wOBA
4 Power / RBI Context
#18 Angelina Allen
117
0.366 AVG 0.480 OBP 0.829 SLG 1.309 OPS 0.532 wOBA
Fit: 103/100
Power / RBI Context: Remaining Tier 1 hitter — power pref for runners-on situations
5 Secondary RBI
#8 Christian Conrad
123
0.339 AVG 0.500 OBP 0.644 SLG 1.144 OPS 0.485 wOBA
Fit: 101/100
Secondary RBI: 4th-best wOBA — secondary RBI position
6 Tier 3 — Steady
#25 Regan Shockey
83
0.447 AVG 0.506 OBP 0.461 SLG 0.967 OPS 0.440 wOBA
Fit: 98/100
Tier 3 — Steady: Best remaining wOBA — keep innings alive
7 Tier 3 — Catalyst
#19 Griffin Boucher
108
0.304 AVG 0.407 OBP 0.522 SLG 0.929 OPS 0.405 wOBA
Fit: 53/100
Tier 3 — Catalyst: Secondary leadoff potential before top of order
8 Tier 3 — Production
#20 Ellie Sieler
108
0.273 AVG 0.429 OBP 0.455 SLG 0.884 OPS 0.397 wOBA
Fit: 88/100
Tier 3 — Production: Best remaining offensive output
9 Tier 3 — Bottom
#33 Jenna Sniffen
111
0.255 AVG 0.367 OBP 0.529 SLG 0.896 OPS 0.385 wOBA
Fit: 88/100
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
Caitlin Lowe is close to Caitlin Lowe for #1 — consider platoon
Lauren Lappin is close to Caitlin Lowe for #1 — consider platoon
Regan Shockey is close to Caitlin Lowe for #1 — consider platoon
Caitlin Lowe is close to Bri Williams for #2 — consider platoon
Lauren Lappin is close to Bri Williams for #2 — consider platoon
1 Speed Demon
#25 Regan Shockey
83
0.447 AVG 0.506 OBP 0.461 SLG 0.967 OPS
Fit: 114/100
Speed Demon: Pure speed gets on base and creates pressure
2 Slap / Contact Specialist
#2 Lauren Lappin
108
0.406 AVG 0.463 OBP 0.681 SLG 1.144 OPS
Fit: 90/100
Slap / Contact Specialist: Bat control, bunting ability, advancing runners
3 Hit-and-Run Hitter
#33 Jenna Sniffen
111
0.255 AVG 0.367 OBP 0.529 SLG 0.896 OPS
Fit: 97/100
Hit-and-Run Hitter: Contact with gap power for situational hitting
4 Best RBI Option
#0/00 Caitlin Lowe
108
0.545 AVG 0.583 OBP 0.688 SLG 1.271 OPS
Fit: 102/100
Best RBI Option: Drives in runs — contact over raw power
5 Secondary Run Producer
#29 Kiki Escobar
99
0.333 AVG 0.440 OBP 0.333 SLG 0.773 OPS
Fit: 98/100
Secondary Run Producer: Contact-first RBI bat
6 Contact / Speed Balance
#21 Bri Williams
119
0.400 AVG 0.494 OBP 0.923 SLG 1.417 OPS
Fit: 57/100
Contact / Speed Balance: Keeps pressure on defense with contact and legs
7 Table-Setter 2.0
#8 Christian Conrad
123
0.339 AVG 0.500 OBP 0.644 SLG 1.144 OPS
Fit: 55/100
Table-Setter 2.0: Sets up top of order — OBP and legs
8 Situational Hitter
#18 Angelina Allen
117
0.366 AVG 0.480 OBP 0.829 SLG 1.309 OPS
Fit: 75/100
Situational Hitter: Puts ball in play, advances runners
9 Speed / OBP Option
#66 Addison Duke
99
0.286 AVG 0.423 OBP 0.381 SLG 0.804 OPS
Fit: 86/100
Speed / OBP Option: Second leadoff or speed reserve
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Caitlin Lowe is close to Regan Shockey for #1 — consider platoon
Lauren Lappin is close to Regan Shockey for #1 — consider platoon
Regan Shockey is close to Regan Shockey for #1 — consider platoon
Caitlin Lowe is close to Lauren Lappin for #2 — consider platoon
Lauren Lappin is close to Lauren Lappin for #2 — consider platoon
1 Power / OBP Hybrid
#2 Lauren Lappin
108
0.406 AVG 0.463 OBP 0.681 SLG 1.144 OPS
Fit: 108/100
Power / OBP Hybrid: Gets on base with pop — not a slapper
2 Best Power Hitter
#18 Angelina Allen
117
0.366 AVG 0.480 OBP 0.829 SLG 1.309 OPS
Fit: 106/100
Best Power Hitter: Biggest bat in the lineup — maximise PA
3 Second-Best Power
#21 Bri Williams
119
0.400 AVG 0.494 OBP 0.923 SLG 1.417 OPS
Fit: 104/100
Second-Best Power: Elite slugging, secondary to #2
4 Third-Best Power
#8 Christian Conrad
123
0.339 AVG 0.500 OBP 0.644 SLG 1.144 OPS
Fit: 103/100
Third-Best Power: Power bat — capitalises on base-runners
5 Gap Power / Contact
#0/00 Caitlin Lowe
108
0.545 AVG 0.583 OBP 0.688 SLG 1.271 OPS
Fit: 101/100
Gap Power / Contact: Drives the ball into gaps — doubles threat
6 Supporting Power
#33 Jenna Sniffen
111
0.255 AVG 0.367 OBP 0.529 SLG 0.896 OPS
Fit: 95/100
Supporting Power: Adds pop depth behind the core
7 Contact / Situational
#29 Kiki Escobar
99
0.333 AVG 0.440 OBP 0.333 SLG 0.773 OPS
Fit: 95/100
Contact / Situational: Keeps rallies going in power-heavy order
8 Best Remaining Bat
#20 Ellie Sieler
108
0.273 AVG 0.429 OBP 0.455 SLG 0.884 OPS
Fit: 95/100
Best Remaining Bat: Pure offensive output from depth
9 Wildcard
#25 Regan Shockey
83
0.447 AVG 0.506 OBP 0.461 SLG 0.967 OPS
Fit: 93/100
Wildcard: Speed option or extra power — dynamic assignment
5 platoon opportunity(ies) identified — see platoons for details.
Platoon Opportunities
Caitlin Lowe is close to Lauren Lappin for #1 — consider platoon
Lauren Lappin is close to Lauren Lappin for #1 — consider platoon
Addison Duke is close to Lauren Lappin for #1 — consider platoon
Caitlin Lowe is close to Angelina Allen for #2 — consider platoon
Lauren Lappin is close to Angelina Allen for #2 — consider platoon