proxy-metric-selection

What problem does it solve?

This Skill designs proxy metrics for cases where true outcomes are difficult to observe directly, ensuring teams can measure progress despite delays or confounding variables.

Core Features & Use Cases

• Precise proxy formulation: Define a clear numerator, denominator, and calculation formula for each proxy.
• Dual-version design: Provide both sophisticated (statistical) and simplified (actionable) variants to suit stakeholders.
• Validation & risk awareness: Include a plan to validate correlation with the true outcome and 2-3 counter-metrics to detect cannibalization or unintended effects.
• Integration with workflows: Align proxies with dashboards, goals, and funnel stages to guide decision-making.
• Real-world scenario: When the true outcome is delayed (e.g., long-term retention), use surrogate signals like early engagement or activation rates to track progress.

Quick Start

• Define a precise proxy metric for a chosen outcome, specify numerator, denominator, and formula; list 2-3 counter-metrics and outline a validation plan.