Abstract
Postmortems and Reddit Ask Me Anything (AMA) threads represent communications of game developers through two different channels about their game development experiences, culture, processes, and practices. We carry out a quantitative text mining based comprehensive analysis of online available postmortems and AMA threads from game developers over multiple years. We find and analyze underlying topics from the postmortems and AMAs as well as their variation among the data sources and over time. The analysis is done based on structural topic modeling, a probabilistic modeling technique for text mining. The extracted topics reveal differing and common interests as well as their evolution of prevalence over time in the two text sources. We have found that postmortems put more emphasis on detail-oriented development aspects as well as technically-oriented game design problems whereas AMAs feature a wider variety of discussion topics that are related to a more general game development process, game-play and game-play experience related game design. The prevalences of the topics also evolve differently over time in postmortems versus AMAs.
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the 14th International Conference on the Foundations of Digital Games, FDG 2019 |
| Editors | Foaad Khosmood, Johanna Pirker, Thomas Apperley, Sebastian Deterding |
| Publisher | ACM |
| ISBN (Electronic) | 978-1-4503-7217-6 |
| DOIs | |
| Publication status | Published - 2019 |
| Publication type | A4 Article in conference proceedings |
| Event | International Conference on the Foundations of Digital Games - Duration: 1 Jan 2019 → … |
Conference
| Conference | International Conference on the Foundations of Digital Games |
|---|---|
| Period | 1/01/19 → … |
Keywords
- Game development
- Literature analysis
- Postmortem analysis
- Text mining
Publication forum classification
- Publication forum level 1