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 engine eval, Cameron Boozer (Duke), public-data layer. Grey rows resolve at KVision.

Case 02 · box score only

With only a box score, the engine reads whether the production is real or 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 engine never rates the totals. It rates the production behind them.

Illustrative engine read. Real output structure, demonstration figures.

Case 03 · the engine reasons

When no one else can even evaluate him, the engine reasons, and shows its work.

D. Mensah

Lead Guard · 6-3, 190 · composite, suppressed at D1

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 engine does not pick one. It reads 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 engine read built on the real Contextual Mode structure. Demonstration figures.

The law underneath

Believable over impressive. The engine returns the number a knowledgeable skeptic would believe, not the one that flatters the player.

Awards confirm, they do not inflate. Thin evidence lowers confidence, not the answer. What it has not seen stays unseen, never filled with a flattering guess. The read is honest at every depth and always shows how much it saw.

The read is only the start. See what it drives.

A player read feeds the team, the simulation, the development plan, and the value. This is the floor everything else is built on.

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