Who This Helps
Founders and operators who feel stuck in reactive firefighting. If you're tired of debating which data issue to tackle first, this method from the Data Reliability Leadership course gives you a clear, defensible starting point. It turns vague worries into a ranked list.
Mini Case
Mei's team was overwhelmed. They had 14 potential data fixes on their board, from a 12% error rate in the daily sales report to a 7-day-old customer churn metric. Using a simple impact vs. effort score, they prioritized creating a contract for the sales report first. This one move reduced stakeholder complaints by 40% in two weeks because everyone finally agreed on what 'correct' meant. The other 13 items waited calmly in line.
Do This Now (5 Steps)
- List your top 5 reliability worries. Think of the metrics or data sources that cause the most meetings or mistrust.
- Score each on Impact (1-5). How many people or decisions depend on this being right? A 5 affects the whole company.
- Score each on Effort (1-5). How much team time will a solid fix take? A 1 is a few hours; a 5 is a multi-week project.
- Calculate the Priority Score. Divide the Impact score by the Effort score. The highest number wins. Simple math, powerful clarity.
- Define the 'contract' for #1. For your top item, write down in one sentence: "We agree this metric is reliable when it [meets this specific condition]." This is your first experiment.
Avoid These Traps
- Chasing the loudest voice. The VP's pet project might only score a 2. Let the numbers guide you, not the volume.
- Boiling the ocean. Your goal isn't to fix all five things. It's to run one clean experiment on the highest-priority item.
- Skipping the contract definition. Don't just 'fix the bug.' Define what 'fixed' looks like for everyone. This is the core of the Data Contracts mission in the course.
- Overcomplicating the scoring. Use the 1-5 scale. Don't add more criteria. The goal is a fast decision, not a perfect model.
Your Win by Friday
By Friday, you will have one prioritized experiment—not a list, but a single, clear action. You'll have a draft 'contract' for your most critical metric, turning a source of arguments into a source of agreement. You'll move from feeling scattered to focused. That's a good Friday.