Deviation Score forCoding Independence

Proprietary numeric score measuring solution development deviation from independent solving. Factors in prompt dependency, refactoring depth, and test coverage progression to reveal true coding ability.

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Deviation Score Interface - Measure coding independence

How Deviation Score Works

Advanced analytics to quantify coding independence

1Step 1 of 4

Multi-Factor Analysis

Analyzes prompt dependency, code refactoring, and test coverage progression to generate a holistic independence score.

  • Prompt dependency ratio
  • Refactoring depth recognition
  • Test coverage progression
2Step 2 of 4

Real-Time Scoring

Deviation Score updates live as candidates work, revealing their approach, iterations, and reliance on AI.

  • Live updates during coding
  • Breakdown by scoring factor
  • Historical score tracking
3Step 3 of 4

Clear Interpretation

Benchmarked guidelines help hiring teams understand what different score ranges mean for role readiness.

  • 90-100: Highly independent solver
  • 70-89: Balanced with AI support
  • Below 70: Dependency risk
4Step 4 of 4

Role Alignment

Map Deviation Score ranges to role-specific expectations, ensuring candidates meet the right independence thresholds for your team.

  • Customizable per role
  • Threshold-based alerts
  • Hiring team alignment
Multi-Factor Analysis
Real-Time Scoring
Score Interpretation
Role Alignment
QUANTIFY INDEPENDENCE

A transparent score for smarter hiring

0-100
Numeric Independence Score

Single number to benchmark AI dependency and independent solving.

3x
Faster Skill Signal

Get a clearer read on real coding ability with less noise.

90%
Hiring Confidence

Trust decisions backed by standardized, transparent scoring.

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