We want to track our software development and engineering team on our weekly Scorecard, but counting story points or commits feels like a vanity metric. What are the right weekly indicators for tech development?

Question

Tyler Smith · Accepted Answer

Measuring software development on a weekly Scorecard is notoriously difficult because raw activity metrics like code commits or story points are easily gamed. Developers can write bloated code or split simple tasks into multiple tickets just to make their numbers look good. You must focus on quality, predictability, and delivery speed.

First, track sprint predictability. This is the ratio of story points completed to story points planned at the start of the sprint. A healthy development team should consistently hit eighty-five percent or higher. This tells you if your product team is actually scoping work accurately.

Second, measure code quality. Track the number of bugs or defects found in production each week, or the percentage of pull requests that fail automated testing. If your team is shipping code quickly but creating a mountain of technical debt, your Scorecard must reflect that drag.

Third, track cycle time. This is the average time it takes for a feature to go from the start of development to being deployed in production. This metric exposes process bottlenecks, such as code sitting in QA or waiting for peer reviews.

Finally, track system reliability. Measure the number of critical system incidents or downtime events each week.

These metrics ensure your engineering leader is focused on shipping stable, valuable software on a predictable schedule. It keeps the development team aligned with the business goals rather than buried in individual productivity metrics that do not move the needle.