SkillsLib.ai

Player Evaluation and Trade Analysis

Evaluate trades and acquisitions with scouting synthesis and risk scoring

3.3(4 reviews)
100+ downloads
Updated Oct 2026

What You Can Do

Synthesize scouting data, contract details, and roster context to build structured player acquisition analyses. You'll generate comparative trade scenarios, risk scores across performance and health dimensions, and data-driven decision memos that integrate salary cap impact with strategic fit. This accelerates personnel decisions by surfacing hidden trade-offs and benchmarking player value against historical comps.

Features

Scouting Data Synthesis

Combines multiple scouting reports, performance metrics, and scout observations into a unified player profile with strengths, weaknesses, and positional fit assessment

Contract Impact Analysis

Evaluates salary cap implications, contract structure (guaranteed money, opt-outs, incentives), and financial trade-offs across multiple years

Trade Scenario Modeling

Generates 3-5 alternative trade packages, compares them side-by-side, and ranks based on personnel fit, financial feasibility, and strategic alignment

Risk Scoring Framework

Assigns quantified risk across performance sustainability, injury history, role dependence, age curve, and personality/character factors

Team Context Integration

Factors in roster gaps, system fit, playing time availability, veteran presence, and strategic priorities when evaluating acquisition value

Comparative Valuation

Benchmarks player value against recent trades, free agent signings, and draft comps to identify market mispricing opportunities

Injury and Performance Volatility Analysis

Reviews medical history, injury recurrence patterns, and performance variance to quantify downside risk and durability concerns

Decision Memo Generation

Produces executive-ready reports with key findings, confidence levels, alternative scenarios, and recommended next steps

Example Output

Trade Analysis: Acquire [Player A]

Summary: Medium-high fit, high financial cost. Addresses wing defense gap but carries injury risk.

Risk Scorecard: Overall Risk 6.2/10 (Performance 5/10, Health 7/10, Fit 5/10)

Contract Impact: Year 1 cap hit $18M (9% of cap), includes $12M guarantee. Becomes movable after Year 2.

Comps: Similar profile to [Comp Player] traded in 2023 for [Asset Package].


Scouting Synthesis: [Player B]

Strengths: Vertical space intelligence, defensive versatility, high motor. Scout observations: Extremely coachable, strong locker room presence, elite conditioning.

Weaknesses: Limited offensive creation, three-point volume inconsistent, positional size trade-off.

Fit: Ideal for defensive-first schemes; limited upside in pick-and-roll heavy systems.


Acquisition Scenario Comparison

ScenarioCap Hit Yr1Acquisition CostRisk ScoreStrategic Fit
Option A$18M[Asset Package 1]6.2/10High
Option B$12M[Asset Package 2]5.1/10Medium
Option C$22M[Asset Package 3]7.8/10Very High

What's Included

  • Trade Scenario Generator: Framework for rapidly generating and comparing 3-5 alternative acquisition packages with consistent financial and personnel modeling
  • Risk Scoring System: Structured methodology for quantifying performance, health, fit, and character risk across comparable dimensions
  • Scouting Synthesis Template: Process for integrating multiple scouting reports into a cohesive strengths/weaknesses/fit profile with confidence annotations
  • Contract Analysis Worksheet: Guidelines for evaluating guaranteed money, opt-outs, incentives, void years, and multi-year salary cap implications
  • Comparative Valuation Reference: Framework for benchmarking acquisitions against recent trades, free agent deals, and draft value charts
  • Decision Memo Template: Executive-ready format for presenting analysis, key findings, alternatives, and recommended actions to ownership and coaching staff

Who It's For

  • General Managers and Assistant General Managers
  • Directors of Scouting and Amateur Personnel
  • Sports Analytics Managers and Salary Cap Specialists
  • Team Ownership and Executive Leadership
  • Pro Scouts and Personnel Evaluators

Best For

  • Trade deadline decisions and negotiations
  • Free agent acquisition evaluation
  • Draft day player evaluation and value assessment
  • Contract negotiation preparation and financial modeling
  • Mid-season roster adjustments and improvement scenarios

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