Case 01 · full production read
Every skill rated. Every rating carries its confidence.
Malachi Dunn
96.0
Overall KR · conf 88%
National Player of the Year production: 22.5 / 10.2 / 4.1 on .556/.391/.789. Elite and balanced top to bottom. A good-not-elite defensive end and below-rim athleticism are the only things holding the universal scale at All-American rather than generational.
97.0OKR
89.0DKR
86.2TKR
91.1IQKR
3PT Spot-Up39.1% on volumeMEASURED88measured directly
3PT Movementcorner / ATOMEASURED82measured directly
3PT Pull-Upout of PnRMEASURED80measured directly
3PT Deep Range8.2 / 100MEASURED78measured directly
Midrangeface-up gameMEASURED86measured directly
Free Throw78.9%MEASURED79measured directly
Rim Pressure64% at rimMEASURED86measured directly
Contact Finishing253 lb, through bodiesMEASURED90measured directly
Touch / Crafthooks, floaters, postMEASURED92measured directly
Foul Draw221 FTM, frosh recordMEASURED86measured directly
Vertical Finishingbelow-rim, 35 maxMEASURED74measured directly
Transitionruns the floorMEASURED86measured directly
Advantage Creation30.5 USG, hubMEASURED88measured directly
Passing VisionUNSCOREDneeds film to score
Passing Execution26 AST%, 4.1 astMEASURED94measured directly
Advantage Passingreads both waysMEASURED86measured directly
Transition Playmakingpushes off the glassMEASURED86measured directly
Ball Security2.9 a/to, 8.1 TOV%MEASURED90measured directly
Connector Creationkeeps it movingMEASURED84measured directly
Containmentsolid base for a 4MEASURED82measured directly
Screen Navigationfights overMEASURED82measured directly
Ball Pressureactive handsMEASURED84measured directly
Closeout & RecoverycontrolledMEASURED82measured directly
Deflections3.2 STL%MEASURED85measured directly
Steal Timing1.4 stlMEASURED84measured directly
Foul Discipline98th pctMEASURED95measured directly
Help & RotationUNSCOREDneeds film to score
Rim Protection0.6 blk, 3.8 BLK%MEASURED78measured directly
Closeout Executionon rotationMEASURED82measured directly
Off-Ball PositioningUNSCOREDneeds film to score
Communication & QBUNSCOREDneeds film to score
Versatilityswitches 1-5MEASURED88measured directly
Team Foul Discipline2.0 fouls/40MEASURED95measured directly
Defensive Rebounding22.4 DRB%, 92nd pctMEASURED92measured directly
Offensive Rebounding12.5 ORB%MEASURED84measured directly
Box-Out253 lb sealsMEASURED90measured directly
Rebound Rangereads anglesMEASURED90measured directly
Handssecures contestedMEASURED86measured directly
Second-Jump / Tiplimited popMEASURED80measured directly
Height6-8.25 barefootMEASURED86measured directly
Length7-1.5 wingspanMEASURED88measured directly
Strength252.8 lbMEASURED92measured directly
Speedgood for sizeMEASURED78measured directly
Lateral Quicknesscontains foursMEASURED80measured directly
Vertical Pop28.5 no-step, 35 maxMEASURED72measured directly
MotorrelentlessMEASURED92measured directly
Endurance33.4 mpgMEASURED88measured directly
Decision Speedprocesses fastMEASURED88measured directly
Correct Read RateUNSCOREDneeds film to score
Shot Selection65.3 TSMEASURED92measured directly
Turnover Decision8.1 TOV% at 30 usgMEASURED92measured directly
Advantage ConversionNat'l POY, record KenPomMEASURED95measured directly
Role DisciplineUNSCOREDneeds film to score
Processing Under Pressure25 ppg vs rankedMEASURED90measured directly
Real KaNeXT eval, Malachi Dunn (KaNeXT Ballers), public-data layer. Grey rows resolve at KVision.
Case 02 · box score only
With only a box score, it reads real from empty.
One identical stat line17.8 PPG · 4.1 RPG · 5.2 APG · 44.6 FG% · 36.0 3P% · 33 MPG
Player A82
▲Shot difficultyCreates his own looks, guarded, off the dribble
▲Defensive attentionTop scout, doubled, still produces
▲LeverageNumbers hold in the clutch and vs the best defenses
▲Held upEfficiency steady as usage climbs
Real production
Player B72
▼Shot difficultyOpen catch-and-shoot, low rim pressure
▼Defensive attentionNot the scout, free looks in the flow
▼LeverageStats come in blowouts, fade under pressure
▼Held upEfficiency drops the moment usage rises
Empty production
Same stat line, a ten-point gap in the read. The totals are never the rating. The production behind them is.
Illustrative read. Real output structure, demonstration figures.
Case 03 · reasoning under uncertainty
When no one else can grade him, it shows its work.
D. Mensah
Overall KR range · conf 63%
747983
A lead guard buried on a bad D1 roster, then dominant a level down. No competitor can grade him: the D1 tape says role player, the level-down tape says star. The read picks neither. It shows why the D1 number is suppressed, reconstructs the true range, and shows every assumption.
Suppression flags
Sole ThreatOnly creator on the floor; every defense keys on him, no second option to relieve pressure.
Roster Quality GapTeammates finish 41% at the rim on his passes; the assists are there, the conversion is not.
Role Overload31% usage forced, not chosen; asked to create, initiate, and guard up a position.
Level MismatchThe level-down run held the same efficiency at higher usage, load, not a ceiling.
What the box score hides
Passing Vision66 → 76 - 82SUPPRESSEDReads are correct; teammates miss the finish, so the box score never credits the pass.
Advantage Creation70 → 80 - 85SUPPRESSEDBeats his man at a high rate; the help arrives free because there is no spacing around him.
Shot Selection68 → 78 - 83SUPPRESSEDForced into late-clock hero looks by role; the diet is a function of the roster, not the player.
Cross-level synthesis
D1 (home)Buried, 31% usage forced, teammates cannot finish74
NAIA (level down)Same efficiency at higher load, dominant83
JUCO (prior)Elite production, small sample81
Held efficiency going UP a level is load, not decline. The pattern confirms real ability: the D1 number is suppressed by the roster, not a true ceiling.
What we know
- Correct reads at a high rate
- Efficiency holds as usage climbs
- Beats his man off the dribble
What we don't
- Finishing vs real rim protection
- Off-ball value in a spaced offense
- Defense against elite guards
Changes the read if
- One shot-maker beside him
- KVision film on the level-down run
- A full season at chosen usage
Illustrative read built on the real Contextual Mode structure. Demonstration figures.
The law underneath
Believable over impressive.
Thin evidence lowers confidence, not the answer, and what it has not seen stays unseen.
The read is only the start.
A player read feeds the team, the simulation, the development plan, and the value. The floor everything else is built on.
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