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Analyzing spatial user behavior in computer games using geographic information systems

Published:30 September 2009

ABSTRACT

An important aspect of the production of digital games is user-oriented testing. A central problem facing practitioners is however the increasing complexity of user-game interaction in modern games, which places challenges on the evaluation of interaction using traditional user-oriented approaches. Gameplay metrics are instrumentation data which detail user behavior within the virtual environment of digital games, forming accurate and detailed datasets about user behavior that supplement existing user-testing methods such as playtesting and usability testing. In this paper existing work on gameplay metrics is reviewed, and spatial analysis of gameplay metrics introduced as a new approach in the toolbox of user-experience testing and research. Furthermore, Geographic Information Systems (GIS) are introduced as a tool for performing spatial analysis. A case study is presented with Tomb Raider: Underworld, showcasing the merger of GIS with gameplay metrics analysis and its application to game testing and design.

References

  1. Blythe, M. A., Overbeeke, K., Monk, A. F. Wright, P. C.: Funology -- from usability to enjoyment. Springer (2004) Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. Brainard, J. Becker, B.: Case Study: E-Commerce Clickstream Visualization. In Proceedings of IEEE Symposium on Information Visualization (2001), 153--158 Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. Börner, K., Penumarthy, S.: Social Diffusion Patterns in Three-Dimensional Virtual Worlds. Information Visualization, 2 (2003), 182--198Google ScholarGoogle ScholarCross RefCross Ref
  4. Cadez, I., Heckerman, D., Meek, C., Smyth, P., White, S.: Visualization of Navigation Patterns on a Web Site Using Model-Based Clustering. In Proceedings of the Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2000), 280--284 Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. Chittaro, L.&Ieronutti, L.: A visual tool for tracing users' behavior in virtual environments. In Proc. Working Conference on Advanced Visual Interfaces (2004), 40--47 Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. Chittaro L., Ranon R., Ieronutti L.: VU-Flow: A Visualization Tool for Analyzing Navigation in Virtual Environments. IEEE Transactions on Visualization and Computer Graphics, 12, 6 (2006), 1475--1485 Google ScholarGoogle ScholarDigital LibraryDigital Library
  7. Davis, J.; Steury, K., Pagulayan, R.: A survey method for assessing perceptions of a game: The consumer playtest in game design. Game Studies: The International Journal of Computer Game Research, 5 (2005)Google ScholarGoogle Scholar
  8. De Kort, Y., Ijsselssteijn, W: People, places and play: Player experience in a socio-spatial context. ACM Computers in Entertainment 6, 2, article no. 18 (2007) Google ScholarGoogle ScholarDigital LibraryDigital Library
  9. DeMers, M. N.: Fundamentals of Geographical Information Systems, Wiley&Sons (2008)Google ScholarGoogle Scholar
  10. DeRosa, P.: Tracking Player Feedback to Improve Game Design. Gamasutra, Aug. 7 (2007)Google ScholarGoogle Scholar
  11. Desurvire, H., Caplan, M., Toth, J. A.: Using heuristics to evaluate the playability of games. In CHI '04 extended abstracts on Human factors in computing systems (2004) Google ScholarGoogle ScholarDigital LibraryDigital Library
  12. Dumas, J. S. 2003. User-Based Evaluations. In The HCI handbook. Lawrence Erlbaum Associates (2003), 1093--1117 Google ScholarGoogle ScholarDigital LibraryDigital Library
  13. Hilbert, D. M. and Redish, J. C.: A practical guide to usability testing. Intellect books (1999) Google ScholarGoogle ScholarDigital LibraryDigital Library
  14. Hoobler, N., Humphreys, G., Agrawala, M.: Visualizing Competitive Behaviors in Multi-User Virtual Environments. In Proc. of the IEEE Visualization Conference (2004), 163--170 Google ScholarGoogle ScholarDigital LibraryDigital Library
  15. Hurst, A., Hudson, S. E., Mankoff, J.: Dynamic detection of novice vs. skilled use without a task model. In Proceedings of CHI 2007, ACM press (2007), 271--280 Google ScholarGoogle ScholarDigital LibraryDigital Library
  16. Isbister, K., Schaffer, N.: Game Usability: Advancing the Player Experience. Morgan Kaufman (2008)Google ScholarGoogle Scholar
  17. Jørgensen, A. H.: Marrying HCI/Usability and Computer Games: A Preliminary Look. In Proceedings of NordiCHI, Tampere, Finland (2004) Google ScholarGoogle ScholarDigital LibraryDigital Library
  18. Kim, J. H., Gunn, D. V., Schuh, E., Phillips, B. C., Pagulayan, R. J., Wixon, D.: Tracking Real-Time User Experience (TRUE): A comprehensive instrumentation solution for complex systems. In Proceedings of CHI, Florence, Italy (2008), 443--451 Google ScholarGoogle ScholarDigital LibraryDigital Library
  19. Korhonen, H., Koivisto, E. M. I.: Playability Heuristics for Mobile Multi-Player Games. In Proceedings of DIMEA (2007) Google ScholarGoogle ScholarDigital LibraryDigital Library
  20. Kort, J., Steen, M. G. D., de Poot, H., ter Hofte, H., Mulder, I.: Studying usage of complex applications. In Proceedings of Measuring Behavior. Noldus Information Technology (2005).Google ScholarGoogle Scholar
  21. Kuniavsky, M.: Observing the User Experience: A Practitioner's Guide to User Research. Morgan Kaufman (2003) Google ScholarGoogle ScholarDigital LibraryDigital Library
  22. Longley, P.; Goodchild, M. F., Macquire, D.&Rhind, D.: Geographic Information Systems and Science. Wiley (2005)Google ScholarGoogle Scholar
  23. Medlock, M. C., Wixon, D., Terrano, M., Romero, R. L., Fulton, B.: Using the RITE method to improve products: A definition and a case study. In Proceedings of UPA (2002)Google ScholarGoogle Scholar
  24. Mellon, L.: Metrics in MMP Development and Operations. Presentation at the GDC, Los Angeles, USA (2004)Google ScholarGoogle Scholar
  25. Nørgaard, M., Rau, J.: User Testing in the Combat Zone. In Proceedings of ACE, Toronto, Ontario (2007)Google ScholarGoogle Scholar
  26. Pagulayan, R. J., Keeker, K., Wixon, D., Romero, R. L., Fuller, T.: User-centered design in games. In The HCI handbook. Lawrence Erlbaum Associates (2003), 883--906 Google ScholarGoogle ScholarDigital LibraryDigital Library
  27. Pagulayan R., Keeker, K.: Measuring Pleasure and Fun: Playtesting. In Wilson C. (Ed.): Handbook of Formal and Informal Interaction Design Methods. Morgan Kaufmann Publishers (2007)Google ScholarGoogle Scholar
  28. Renaud, K. and Gray, P.: Making sense of low-level usage data to understand user activities. In Proceedings of SAICSIT 2004, ACM Press (2004), 115--124 Google ScholarGoogle ScholarDigital LibraryDigital Library
  29. Rouse, R. Game Design: Theory and Practice. Wordware publishing Inc. (2001) Google ScholarGoogle ScholarDigital LibraryDigital Library
  30. Schultz, C. P.: Game Testing All in One. Course Technology PTR (2005)Google ScholarGoogle Scholar
  31. Swain, C. 2008. Master Metrics: The Science Behind the Art of Game Design. Presentation at NLGD Conference, Utrecht, Holland (2008)Google ScholarGoogle Scholar
  32. Thompson, C.: Halo 3: How Microsoft Labs Invented a New Science of Play. Wired Magazine 15, 9 (2007)Google ScholarGoogle Scholar
  33. Tychsen, A., Canossa, A.: Defining Personas in Games Using Metrics. In proceedings of Future Play 2008, Toronto, Canada. ACM publishers (2008), 73--80 Google ScholarGoogle ScholarDigital LibraryDigital Library
  34. Tychsen, A., Newman, K., Brolund, T., Hitchens, M.: Cross-format analysis of the gaming experience in multi-player role playing games. In DIGRA 2007, Tokyo, Japan (2007), 49--58Google ScholarGoogle Scholar
  35. Whiteside, J., Archer, N. P., Wixon, D., Good, M.: How Do People Really Use Text Editors? In Proceedings of the SIGOA Conference, ACM Press (1982), 29--40 Google ScholarGoogle ScholarDigital LibraryDigital Library
  36. Williams, D.; Yee, N., Caplan, S. E.: Who plays, how much, and why? Debunking the stereotypical gamer profile. Journal of Computer-Mediated Communication 13 (2005), 993--1018Google ScholarGoogle ScholarCross RefCross Ref

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