Jonathan Bell
Swapneel Sheth
ABSTRACT
We present a survey of usage of the popular Massively Multiplayer Online Role Playing Game, World of Warcraft. Players within this game often self-organize into communities with similar interests and/or styles of play. By mining publicly available data, we collected a dataset consisting of the complete player history for approximately six million characters, with partial data for another six million characters. The paper provides a thorough description of the distributed approach used to collect this massive community data set, and then focuses on an analysis of player achievement data in particular, exposing trends in play from this highly successful game. From this data, we present several findings regarding player profiles. We correlate achievements with motivations based upon a previously-defined motivation model, and then classify players based on the categories of achievements that they pursued. Experiments show players who fall within each of these buckets can play differently, and that as players progress through game content, their play style evolves as well.
- M. Ashton and C. Verbrugge. Measuring Cooperative Gameplay Pacing in World of Warcraft. In FDG'11: Proceedings of the Sixth International Conference on Foundations of Digital Games, June 2011. Google Scholar
Digital Library
- A. Barry. Personal communication, November 2011.Google Scholar
- J. Bell, S. Sheth, and G. Kaiser. A Large-Scale, Longitudinal Study of Player Motivations in World of Warcraft. Technical Report CUCS-046-11, Columbia University, 2011.Google Scholar
- Blizzard Entertainment. Patch 3.0.2 - Game - World of Warcraft. http://us.battle.net/wow/en/game/patch-notes/3-0-2.Google Scholar
- Blizzard Entertainment. Patch 4.0.3 - Game - World of Warcraft. http://us.battle.net/wow/en/game/patch-notes/4-0-3.Google Scholar
- Blizzard Entertainment. World of Warcraft. http://us.battle.net/wow/en.Google Scholar
- Blizzard Entertainment. World of Warcraft Armory API. http://blizzard.github.com/api-wow-docs/.Google Scholar
- T. Debeauvais, B. Nardi, D. J. Schiano, N. Ducheneaut, and N. Yee. If you build it they might stay: retention mechanisms in World of Warcraft. In Proceedings of the Sixth International Conference on the Foundations of Digital Games, New York, NY, USA, June 2011. ACM. Google ScholarDigital Library
- N. Ducheneaut, N. Yee, E. Nickell, and R. J. Moore. Building an MMO with mass appeal: A look at gameplay in World of Warcraft. Games and Culture, 1:281--317, 2006.Google ScholarCross Ref
- B. Harrison and D. L. Roberts. Using Sequential Observations to Model and Predict Player Behavior. In Proceedings of the Sixth International Conference on the Foundations of Digital Games, New York, NY, USA, June 2011. ACM. Google ScholarDigital Library
- K. Hullett, N. Nagappan, E. Schuh, and J. Hopson. Data analytics for game development (NIER track). In Proceeding of the 33rd International Conference on Software Engineering, ICSE '11, pages 940--943, New York, NY, USA, 2011. ACM. Google ScholarDigital Library
- M. Jakobsson and T. L. Taylor. The Sopranos meets EverQuest: Socialization processes in massively multi-user games. In FineArt Forum, volume 17, 2003.Google Scholar
- C. Lewis and N. Wardrip-Fruin. Mining game statistics from web services: a World of Warcraft armory case study. In Proceedings of the Fifth International Conference on the Foundations of Digital Games, FDG '10, pages 100--107, New York, NY, USA, 2010. ACM. Google ScholarDigital Library
- G. B. Orgaz, M. D. R-Moreno, D. Camacho, and D. F. Barrero. Clustering avatars behaviours from virtual worlds interactions. In Proceedings of the 4th International Workshop on Web Intelligence & Communities, WI&C '12, pages 4:1--4:7, New York, NY, USA, 2012. ACM. Google ScholarDigital Library
- Sony Online Entertainment. EverQuest. http://www.everquest.com/.Google Scholar
- T. L. Taylor. Play between worlds: Exploring online game culture. The MIT Press, 2006. Google ScholarDigital Library
- T. L. Taylor. Does World of Warcraft Change Everything? How a PvP Server, Multinational Playerbase, and Surveillance Mod Scene Caused Me Pause. Digital Culture, Play, and Identity: A, pages 187--201, 2008.Google Scholar
- WarcraftRealms.com. Warcraft Realms Data Feeds. http://www.warcraftrealms.com/dataexport.php.Google Scholar
- D. Williams, N. Yee, and S. E. Caplan. Who plays, how much, and why? Debunking the stereotypical gamer profile. Journal of Computer-Mediated Communication, 13(4):993--1018, July 2008.Google ScholarCross Ref
- WoWWiki. Patches - WoWWiki - Your guide to World of Warcraft. http://www.wowwiki.com/Patches.Google Scholar
- N. Yee. The demographics, motivations, and derived experiences of users of massively multi-user online graphical environments. Presence: Teleoper. Virtual Environ., 15:309--329, June 2006. Google ScholarDigital Library
- N. Yee. Motivations for Play in Online Games. CyberPsychology & Behavior, 9(6):772--775, Dec. 2006.Google ScholarCross Ref
- L. Zezula. MPQ Archives. http://www.zezula.net/en/mpq/download.html.Google Scholar
Index Terms
- A large-scale, longitudinal study of user profiles in world of warcraft
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