Organizational Artifacts of Code Development

Software is the outcome of active and effective communication between members of an organization. This has been noted with Conway's law, which states that ``organizations design systems that mirror their own communication structure.'' However, software developers are often members of multiple organizational groups (e.g., corporate, regional,) and it is unclear how association with groups beyond one's company influence the development process. In this paper, we study social effects of country by measuring differences in software repositories associated with different countries. Using a novel dataset we obtain from GitHub, we identify key properties that differentiate software repositories based upon the country of the developers. We propose a novel approach of modeling repositories based on their sequence of development activities as a sequence embedding task and coupled with repo profile features we achieve 79.2% accuracy in identifying the country of a repository. Finally, we conduct a case study on repos from well-known corporations and find that country can describe the differences in development better than the company affiliation itself. These results have larger implications for software development and indicate the importance of considering the multiple groups developers are associated with when considering the formation and structure of teams.