Interactive Tools & Calculators

Quantify AI impact with research-backed frameworks. Turn invisible productivity gains into negotiable value.

Time-Price Index (TPI) Calculator

Calculate your AI productivity multiplier and quantify hidden time dividends. Use these metrics for performance reviews, salary negotiations, and career planning.

Step 1: Your Baseline

Your current annual compensation
Typical weekly working hours

Step 2: AI-Augmented Performance

What percentage of your work involves AI tools?
Average time reduction when using AI (research shows 30-60%)
Industry benchmark for AI productivity multiplier

Education System Comparison Tool

Compare traditional college pathways vs apprenticeship systems across 8 key metrics. Data from Swiss, German, US, and UK systems.

Traditional 4-Year College

Traditional System
6.5yr
Time to Workforce
74%
Employment Rate
Youth Unemployment 11.2%
Job Satisfaction 6.4/10
Career Mobility Moderate
Innovation Score 7.2/10

Swiss Apprenticeship System

Apprenticeship System
2.8yr
Time to Workforce
▲ 57% faster
92%
Employment Rate
▲ 24% higher
Youth Unemployment 2.2%
Job Satisfaction 8.1/10
Career Mobility High
Innovation Score 9.1/10
Key Insight
Apprenticeship systems deliver faster workforce integration (2.8 vs 6.5 years), higher employment (92% vs 74%), dramatically lower youth unemployment (2.2% vs 11.2%), and superior innovation outcomes (9.1 vs 7.2). The Swiss model proves performance-based education scales effectively.
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