- Library Home /
- Search Collections /
- Open Collections /
- Browse Collections /
- UBC Theses and Dissertations /
- The alchemy of OSS : transforming chats into insights...
Open Collections
UBC Theses and Dissertations
UBC Theses and Dissertations
The alchemy of OSS : transforming chats into insights using sentiment, emotion, and topic analysis of mentor-mentee communications in Google Summer of Code Raoofian, Erfan
Abstract
Open Source Software (OSS) ecosystems function as the digital infrastructure upon which numerous applications and services are built. The role of human factors like diversity, inclusion, and teamwork is well-known to be essential for the growth and longevity of OSS communities in Software Engineering (SE). Central to the sustainability and growth of OSS ecosystems is the effective integration and retention of new contributors. This thesis examines the role-specific dynamics of mentors and mentees in the Google Summer of Code (GSoC) program through the analysis of the OpenMent dataset. OpenMent is a comprehensive compilation of over 500 thousand issue and pull request comments and commit messages from GitHub, that is curated as part of this thesis. By applying sentiment and emotion analysis, topic modeling, and temporal analysis of communication data between mentors and mentees, this study examines how these interactions evolve over the program's duration and influence mentees' contributions to OSS. Significant findings from this research highlight the key role of early engagement in technical aspects and how mentor-mentee communications impact mentee contributions on GitHub projects. Differences in the communication patterns between mentors and mentees across various stages of GSoC indicates the importance of targeted support to mentors and mentees. By providing insights into the dynamics of mentorship in OSS, this thesis contributes valuable recommendations for improving mentorship frameworks, with the aim of stimulating a more robust and inclusive OSS community.
Item Metadata
Title |
The alchemy of OSS : transforming chats into insights using sentiment, emotion, and topic analysis of mentor-mentee communications in Google Summer of Code
|
Creator | |
Supervisor | |
Publisher |
University of British Columbia
|
Date Issued |
2024
|
Description |
Open Source Software (OSS) ecosystems function as the digital infrastructure upon which numerous applications and services are built. The role of human factors like diversity, inclusion, and teamwork is well-known to be essential for the growth and longevity of OSS communities in Software Engineering (SE). Central to the sustainability and growth of OSS ecosystems is the effective integration and retention of new contributors. This thesis examines the role-specific dynamics of mentors and mentees in the Google Summer of Code (GSoC) program through the analysis of the OpenMent dataset. OpenMent is a comprehensive compilation of over 500 thousand issue and pull request comments and commit messages from GitHub, that is curated as part of this thesis. By applying sentiment and emotion analysis, topic modeling, and temporal analysis of communication data between mentors and mentees, this study examines how these interactions evolve over the program's duration and influence mentees' contributions to OSS. Significant findings from this research highlight the key role of early engagement in technical aspects and how mentor-mentee communications impact mentee contributions on GitHub projects. Differences in the communication patterns between mentors and mentees across various stages of GSoC indicates the importance of targeted support to mentors and mentees. By providing insights into the dynamics of mentorship in OSS, this thesis contributes valuable recommendations for improving mentorship frameworks, with the aim of stimulating a more robust and inclusive OSS community.
|
Genre | |
Type | |
Language |
eng
|
Date Available |
2024-09-16
|
Provider |
Vancouver : University of British Columbia Library
|
Rights |
Attribution 4.0 International
|
DOI |
10.14288/1.0445403
|
URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
|
Graduation Date |
2024-11
|
Campus | |
Scholarly Level |
Graduate
|
Rights URI | |
Aggregated Source Repository |
DSpace
|
Item Media
Item Citations and Data
Rights
Attribution 4.0 International