data-informed-product-loop
Installation
SKILL.md
High performance in product teams is less about specific methodologies (like Scrum or Kanban) and more about the speed and integrity of the learning loop. This framework helps teams identify where their process is breaking down and how to reinvest learnings back into the product strategy.
The 6-Step Data Informed Product Loop
To build a high-performing team, you must move through these steps sequentially and continuously.
- Set the Strategy: Define the high-level direction. Without a strategy, no measurement or execution matters.
- Develop Qualitative Models: Create a visual or conceptual model of how the product works (e.g., a North Star Framework or a journey map). This explains the "why" before you touch the data.
- Add Measurement to Models: Attach quantitative metrics to the qualitative model. Identify the leading indicators that suggest your model is working.
- Prioritize Focus: Based on the gaps in the measurement, decide exactly where to focus. Avoid the "work on everything at once" trap.
- Design and Ship Bets: Execute specific experiments or features designed to move the metrics identified in Step 3.
- Measure and Circulate Learning: Analyze the impact of the bets. Crucially, feed these insights back into Step 1 (Strategy) and Step 2 (Models).
The Diagnostic: "Where are we weak?"
Use this checklist to identify where the loop is broken in your organization: