The video game industry's revenue now surpasses movies, music, and sports combined, with recognized benefits for mental health.
Data analysis can help designers understand player behavior and improve the user experience, rather than just focusing on monetization.
Game telemetry data helps understand the player's learning curve from controls to mechanics and reveals insights into social dynamics.
Behavioral profiling uses models like Bartle's gamer types to categorize players, but each game requires defining its own unique player archetypes.
Using archetypal analysis on game data from Just Cause 2 reveals distinct player types and helps visualize player churn between missions with a Sankey diagram.
Social network analysis concepts like 'six degrees of separation' and the 'Kevin Bacon number' can be applied to understand connections within the game industry.
Building player networks based on in-game interactions helps analyze community structures, identify influencers, and understand social dynamics.
Data can be a core game mechanic, but developers must be mindful of ethical issues like spurious correlations and the real-world impact of algorithms.
The speaker answers audience questions about balancing artistic vision with business needs, the use of AI bots in multiplayer games, and her own approach to playing games.
56:37Brenda Romero
29:27Johanna Pirker
28:28Johanna Pirker
47:36John Romero
31:15Johanna Pirker
1:13:02Chris Heilmann, Daniel Cranney & Johanna Pirker
28:06Brenda Romero
17:31John Romero
Jobs that call for the skills explored in this talk.
