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GitHub Best Practices and Useful Resources

This repo is intended to be a collection of links and information that has been helpful to customers. Feel free to bookmark, browse and save as needed!

General

Platform

Best Practices

Useful Links

Copilot

Best Practices

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Useful Links

GHAS

Best Practices

Useful Links

Actions

Best Practices

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Useful Links

Issues + Projects

Best Practices

Useful Links

Misc / General Links

Measuring Copilot's Value

In order to understand the value Copilot is adding to both our developers' workflows and to the business as a whole, we need to first have a baseline from which to compare any new Copilot-enhanced? data to. The easiest question to ask to understand where to take this conversation is: how am I measuring developer impact and satisfaction today? Without data to compare to, demonstrating Copilot's value will be much more challenging.

Metrics you could track

What defines success for you? Dev Sat/Engagement? Dev speed? Code quality? This will guide the metrics we need to track. WRT metrics, avoid things that can be gamed like # of lines of code accepted, total # of PRs opened, etc.

Better metrics you could track:

  • code quality over time
  • bugs resolved per time period time (i.e., MoM)
  • PRs merged per iteration (risky, can be gamed)
  • Time to merge PR
  • code coverage over time
  • % of engaged users
  • CI Success Rate
  • Average PR review time
  • Open security alerts
  • Total successful build (risky, can be gamed)

Also dev sat surveys.

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