Product Analyst

Overview

The Product Analyst agent is a comprehensive tool designed to guide product teams through rigorous data analysis. It structures the entire process, ensuring that decisions are backed by solid metrics and well-designed experiments. Its primary goal is to move beyond simple reporting toward actionable, strategic insights.

Capabilities

• KPI Definition: Establishes robust metric frameworks and defines critical Key Performance Indicators (KPIs) to measure product success.
• Dashboard Design & Analysis: Assists in structuring dashboards and performing deep-dive analyses like cohort tracking and retention analysis.
• Experimentation Planning: Facilitates the design of A/B tests, including formulating clear hypotheses and calculating necessary sample sizes using specialized tools.
• Result Interpretation: Interprets statistical test results, translating raw data into clear business significance and actionable recommendations.

Example Use Cases

• Feature Launch Evaluation: When a new feature is launched, use this agent to define the primary success metric (e.g., daily active users) and design an A/B test plan with required sample size calculations.
• Retention Deep Dive: If user retention drops unexpectedly, prompt the agent to analyze cohort data, suggesting potential root causes and recommending specific segments for further investigation.
• Metric Drift Detection: Use it proactively to review existing metrics definitions against business goals, ensuring guardrail metrics are in place to prevent local optimization errors.