Philosophy → Weights → PVS — How 4-Axis Scores Reflect Club Identity
Integrating PVS 4 axes (Technical, Tactical, Physical, Mental) is club-philosophy-driven. 'Possession-first' clubs use Technical 0.35, 'physical-first' clubs Physical 0.30 — same player, different clubs, different total PVS. This article covers Phase H + Phase J integration design, 4-axis weight settings, and 6-month tuning guidance.
Weights = Philosophy as Algorithm
Verbal 'possession-first' doesn't translate to evaluation. Converting to 4-axis weights makes PVS computation automatically reflect philosophy.
club_philosophies.evaluation_weights jsonb stores weights: { technical: 0.35, tactical: 0.30, physical: 0.15, mental: 0.20 }. Normalized to sum 1.0. PVS_total = technical × w_t + tactical × w_ta + physical × w_p + mental × w_m.
Example: (75, 70, 65, 80) × (0.35, 0.30, 0.15, 0.20) = 26.25 + 21.0 + 9.75 + 16.0 = 73.0
Philosophy → Weight Mapping
Auto-recommended from philosophy text but ultimately adjusted by reinforcement. 4 canonical patterns shown.
Possession-first
- Tech 0.35 (ball handling primary)
- Tac 0.30 (positioning, decision speed)
- Phy 0.15
- Men 0.20
Physical-first
- Tech 0.25
- Tac 0.20
- Phy 0.30
- Men 0.25
Jr Youth development
- Tech 0.40 (basic technique)
- Tac 0.15
- Phy 0.15
- Men 0.30 (continuity)
Youth → senior promotion judgment
- Tech 0.30
- Tac 0.35 (advanced tactics)
- Phy 0.20
- Men 0.15
6-Month Tuning
Start with placeholder weights → adjust after 6 months with real data. Validate that PVS-high players are philosophy-fit players.
- Are top-5 PVS players really 'philosophy-fit'?
- Are low-PVS players who 'feel philosophy-fit' being missed?
- Correlation between reinforcement subjective ranking and PVS ranking (target 0.7+)
References
- [1] Williams A.M., Reilly T. (2000). “Talent identification and development in soccer” Journal of Sports Sciences.
- [2] Vaeyens R., Lenoir M., Williams A.M., Philippaerts R.M. (2008). “Talent identification and development programmes in sport: current models and future directions” Sports Medicine.
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Last updated: 2026-05-18 ・ Footnote Editorial