Mar 09 2020 · After surveying developers mining 294 941 repositories and applying statistical modeling and time series analysis techniques we find that non trivial badges which display the build status test coverage and up to dateness of dependencies are mostly reliable signals correlating with more tests better pull requests and fresher dependencies