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Open-source code development has become widespread in recent years. As aresult, open-source software platforms have also become popular, and millionsof developers from diverse locations are able to contribute to the sameprojects. On these platforms, various knowledge about them is obtained fromuser activity. This information is used in the form of developer metrics tosolve a variety of challenges. In this study, we proposed new developermetrics, including commenting and issue-related activity, that require lessinformation. We concluded that commenting on any feature of a project can beequally as valuable as code contribution. In addition, besides the quantitativeones, metrics based on only the existence of the activity have been shown tooffer also considerable results. We saw that issues were crucial in identifyinguser contributions. Even if a developer makes a contribution to only one issueon a project, the relation between the developer and the project is tight. Thehit scores are relatively lower because of the sparsity problem of our dataset;even so, we believe that we have presented improvable and remarkable newdeveloper metrics.

New developer metrics: Are comments as crucial as code contributions?