Derek Lomas
Kenneth R. Koedinger
ABSTRACT
Online games can serve as research instruments to explore the effects of game design elements on motivation and learning. In our research, we manipulated the design of an online math game to investigate the effect of challenge on player motivation and learning. To test the \'1cInverted-U Hypothesis\'1d, which predicts that maximum game engagement will occur with moderate challenge, we produced two large-scale (10K and 70K subjects), multi-factor (2x3 and 2x9x8x4x25) online experiments. We found that, in almost all cases, subjects were more engaged and played longer when the game was easier, which seems to contradict the generality of the Inverted-U Hypothesis. Troublingly, we also found that the most engaging design conditions produced the slowest rates of learning. Based on our findings, we describe several design implications that may increase challenge-seeking in games, such as providing feedforward about the anticipated degree of challenge.
- Abuhamdeh, S. and Csikszentmihalyi, M. The Importance of Challenge for the Enjoyment of Intrinsically Motivated, Goal-Directed Activities. Personality and Social Psychology Bulletin 38, 3 (2012), 317--330.Google Scholar
Cross Ref
- Andersen, E., Liu, Y., Snider, R., Szeto, R., and Popovic, Z. Placing a value on aesthetics in online casual games. CHI 2011, May 7--12, 2011, Vancouver, Canada (2011). Google ScholarDigital Library
- Atkinson, J. Towards Experimental Analysis of Human Motivation in Terms of Motives, Expectances, and incentives. In J. Atkinson, ed., Motives in fantasy, action and society. Van Nostrand, Princeton, NJ, (1958) 288-- 305.Google Scholar
- Deci, E. L., & Ryan, R. M. (2000). The \'1cwhat\'1d and \'1cwhy\'1d of goal pursuits: Human needs and the selfdetermination of behavior. Psychological Inquiry, 4, 227--268.Google Scholar
- Gee, J.P. What video games have to teach us about learning and literacy. Computers in Entertainment, 1 (2003), 20. Google ScholarDigital Library
- Hays, R. The effectiveness of instructional games: A literature review and discussion. 2005. Technical report 2005-004, Naval Air Warfare Center Training Systems Division, Orlando, FL.Google Scholar
- Harter, S. Pleasure derived from challenge and the effects of receiving grades on children's difficulty level choices. Child Development 49, 3 (1978), 788--799.Google ScholarCross Ref
- Harter, S. Effectance Motivation Reconsidered: Towards a developmental model. Human Development; Human Development, (1978), 34--64.Google Scholar
- Heckhausen, H. Achievement motivation and its constructs: A cognitive model. Motivation and emotion 1, 4 (1977), 283--329.Google Scholar
- Heffernan, N. and Koedinger, K.R. A developmental model of algebra symbolization: the results of a difficulty factors assessment. Proc. Twentieth Annual Conference of the cognitive science society, (1998), 484489.Google Scholar
- Lomas D., Ching D., Stampfer, E., Sandoval, M., Koedinger, K. Battleship Numberline: A Digital Game for Improving Estimation Accuracy on Fraction Number Lines. Conference of the American Education Research Association (2012)Google Scholar
- Malone, T. Toward a theory of intrinsically motivating instruction. Cognitive Science 5, 4 (1981), 333--369.Google ScholarCross Ref
- Malone, T.W. What Makes Things Fun to Learn? Heuristics for Designing Instructional Computer Games. 1980, ACM.Google Scholar
- Randel, J., Morris, B., Wetzel, C., and Whitehill, B. The effectiveness of games for educational purposes: a review of recent research. Simulation & Gaming 23, 3 (1992), 261--276. Google ScholarDigital Library
- Ritter, F. and Schooler, L. The Learning Curve. International Encyclopedia of the Social and Behavioral Sciences, 2001, 8602--8605.Google Scholar
- Rittle-Johnson, B., Siegler, R.S., and Alibali, M.W. Developing Conceptual Understanding and Procedural Skill in Mathematics: An Iterative Process. Journal of Educational Psychology 93, 2 (2001), 346--362.Google ScholarCross Ref
- Shapira, Z. Task choice and assigned goals as determinants of task motivation and performance. Org. Behavior & Human Dec. Proc. 44, 2 (1989), 141--165.Google Scholar
- Schell, J. The Art of Game Design. Morgan Kaufmann (2008) Google ScholarDigital Library
- Stamper, J., Lomas, D., Ching, D., Ritter, S., Koedinger, K., and Steinhart, J. The Rise of the Super Experiment. Educational Data Mining, (2012), 196--200.Google Scholar
- Sweetser, P. and Wyeth, P. GameFlow: a model for evaluating player enjoyment in games. Computers in Entertainment (CIE) 3, 3 (2005), 1--24. Google ScholarDigital Library
- Yannakakis, G.N., Denmark, S., and Hallam, J. Towards optimizing entertainment in computer games. (2007), 933--971 Google ScholarDigital Library
Index Terms
- Optimizing challenge in an educational game using large-scale design experiments
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