Every clip, aggregated and stack-ranked by what to fix first. Root causes before symptoms, exactly one active swing thought, and the math is never hidden — expand any row to see why it ranks where it does. The board doesn't lie.
Fixing it unlocks 2 downstream faults and is a high-impact lever.
Your swing

Hips thrust at the ball, body stands up
The fix

Feel your belt buckle turn behind you — keep your backside on the wall.
21° spine tilt at address → 16° at impact. You stood up 5° — get back to your address numbers.
Your swing vs. the fix
Your swing

Hips thrust at the ball, body stands up
Fixing it unlocks 2 downstream faults and is a high-impact lever.
Keep this out of scoring rounds for the first 2–4 weeks — work it on the range / in the Validation Lab first.
Why this rank
Priority score 16.9 = 100 × value density 0.153 × confidence factor 0.85 × readiness gate 1.00 × regression damp 0.72 × compounding boost 1.80.
Raw payoff per unit of effort — the engine's starting score.
impact 0.90^1.2 × freq 0.69 ÷ ease-cost 4
Softened — detections here are still a little shaky.
√(0.73)
All prerequisites met — nothing gating this fix.
all prerequisites met
Eased down — this one gets worse before better in-season.
in-season damp on worse-before-better fixes
Lifted — fixing this unlocks downstream fixes too.
boost for roots that unlock downstream fixes
Your swing vs. the fix
Fixing it unlocks 3 downstream faults and is a root.
Keep this out of scoring rounds for the first 2–3 weeks — work it on the range / in the Validation Lab first.
Why this rank
Priority score 7.8 = 100 × value density 0.063 × confidence factor 0.80 × readiness gate 1.00 × regression damp 0.87 × compounding boost 1.80.
Raw payoff per unit of effort — the engine's starting score.
impact 0.60^1.2 × freq 0.46 ÷ ease-cost 4
Softened — detections here are still a little shaky.
√(0.64)
All prerequisites met — nothing gating this fix.
all prerequisites met
Eased down — this one gets worse before better in-season.
in-season damp on worse-before-better fixes
Lifted — fixing this unlocks downstream fixes too.
boost for roots that unlock downstream fixes
| # | Fault | Impact / Ease | Risk | Priority (higher = fix sooner) | Expand | ||
|---|---|---|---|---|---|---|---|
1 | Swing mechanicsEarly ExtensionActive | ImpactImpact 5 of 5EaseEase 2 of 5 | Worse-before-better — commit to a window | 16.9 | |||
Your swing vs. the fix Your swing ![]() Hips thrust at the ball, body stands up Worse-before-better — commit to a window2–4 weeks of range work — commit to the window Fixing it unlocks 2 downstream faults and is a high-impact lever. Keep this out of scoring rounds for the first 2–4 weeks — work it on the range / in the Validation Lab first. Why this rank Priority score 16.9 = 100 × value density 0.153 × confidence factor 0.85 × readiness gate 1.00 × regression damp 0.72 × compounding boost 1.80.
Raw payoff per unit of effort — the engine's starting score. impact 0.90^1.2 × freq 0.69 ÷ ease-cost 4 Softened — detections here are still a little shaky. √(0.73) All prerequisites met — nothing gating this fix. all prerequisites met Eased down — this one gets worse before better in-season. in-season damp on worse-before-better fixes Lifted — fixing this unlocks downstream fixes too. boost for roots that unlock downstream fixes | |||||||
2 | Body workLimited Shoulder / Backswing Turn | ImpactImpact 3 of 5EaseEase 2 of 5 | Adjustment period | 7.8 | |||
Your swing vs. the fix Expect an adjustment period~2–3 weeks of range work Fixing it unlocks 3 downstream faults and is a root. Keep this out of scoring rounds for the first 2–3 weeks — work it on the range / in the Validation Lab first. Why this rank Priority score 7.8 = 100 × value density 0.063 × confidence factor 0.80 × readiness gate 1.00 × regression damp 0.87 × compounding boost 1.80.
Raw payoff per unit of effort — the engine's starting score. impact 0.60^1.2 × freq 0.46 ÷ ease-cost 4 Softened — detections here are still a little shaky. √(0.64) All prerequisites met — nothing gating this fix. all prerequisites met Eased down — this one gets worse before better in-season. in-season damp on worse-before-better fixes Lifted — fixing this unlocks downstream fixes too. boost for roots that unlock downstream fixes | |||||||
The fix
The fix


Feel your belt buckle turn behind you — keep your backside on the wall.
Feel your belt buckle turn behind you — keep your backside on the wall.
21° spine tilt at address → 16° at impact. You stood up 5° — get back to your address numbers.
21° spine tilt at address → 16° at impact. You stood up 5° — get back to your address numbers.
Your swing

Short, arm-lift backswing — shoulders barely turn
The fix

Turn your lead shoulder behind the ball — get your back to the target.
Your swing

Short, arm-lift backswing — shoulders barely turn
The fix

Turn your lead shoulder behind the ball — get your back to the target.