研究生: |
黃孝璋 Huang, Hsiao-Chang |
---|---|
論文名稱: |
規律運動中遊戲化行為模式之研究 Examining a Model of Gamification Behavior in the Regular Exercise Context |
指導教授: |
李晶
Li, Ching |
學位類別: |
博士 Doctor |
系所名稱: |
運動休閒與餐旅管理研究所 Graduate Institute of Sport, Leisure and Hospitality Management |
論文出版年: | 2018 |
畢業學年度: | 106 |
語文別: | 中文 |
論文頁數: | 202 |
中文關鍵詞: | 遊戲設計元素 、Fogg行為模式 、自我決定論 、心因性需求 、人格特質 |
英文關鍵詞: | game design elements, Fogg’s behavior model, self-determination theory, psychogenic needs, personality traits |
DOI URL: | http://doi.org/10.6345/DIS.NTNU.GSLHM.004.2018.A05 |
論文種類: | 學術論文 |
相關次數: | 點閱:306 下載:0 |
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遊戲化議題已從實際現象轉變為研究領域的顯學,但目前多數遊戲化研究並非建立於理論基礎,且缺乏以量化資料進行實際驗證,導致遊戲化應有的理論架構和內涵,仍有待系統性的說明。故本研究之目的在於依據文獻解析遊戲化之核心概念,釐清遊戲設計實際產生激勵或驅動個體改變行為的實際原因,結合Fogg行為理論、自我決定論和心因性需求等觀點,並以規律運動作為研究情境,透過問卷調查後採用偏最小平方法進行結構方程模式的分析,藉以建構出一個遊戲化行為模式,作為闡述和預測遊戲機制對於個體內在心理因素 (如需求、動機、能力和行為意圖等) 之激勵作用,同時以人格特質作為外在影響因素,進一步檢視個體特質之差異對整體模式的影響。研究結果顯示遊戲機制扮演觸媒角色,是激勵個體動機和能力的關鍵,遊戲化過程中遊戲機制經由滿足個體的需求藉以強化動機,進而提升其從事遊戲化的行為意圖,並且透過遊戲機制偏好能有效地預測行為意圖。此外,本模式中僅少數假設路徑受到人格特質的差異而影響其關聯性之強度,各組別的模式仍舊具有良好的穩定性和推論性。本研究以心理學觀點作為解釋遊戲化行為的理論支持,縮短遊戲化於理論和實務上差距,更提供了未來各領域進行遊戲化策略時,有效吸引個體參與的做法。
Variation in the use the term and concepts of gamification has drawn the attention of academics. However, lack of theoretical foundations and empirical researches were the common issues in gamification. The purpose of this study is to discuss the essential concepts of gamification by utilizing literature analysis; moreover, the study combined Fogg’s behavior model, self-determination theory and psychogenic needs to discuss how gamification affects individuals in regular exercise. After the research data were collected from the survey, partial least squares structural equation modeling was selected as the approach to examine the model of gamification behavior, and to analyses hypothesized relationships among preference of game mechanics, fulfilled needs, motivation, perceived ability and behavior intention. To realize how individuals’ personality traits influence their behavior, the study examined models of gamification behavior among different groups of personality by PLS multi-group analysis. As a consequence, empirical findings indicate that game mechanics are triggers to motivate individuals’ motivation and perceived ability. In the process of gamification, individuals’ motivation were supported by fulfilling needs, and then to enhance behavior intention of engaging in regular exercise. In addition, there were only two significant differences found in hypothesized relationships among three groups of personality. It reflected that this study not only illustrates a theoretical model to predict how gamification motivates individuals, but also provides directions for future academics research.
王世穎(2014)。人本遊戲:遊戲讓世界更美好。北京:電子工業出版社。
吳明隆 (2006)。SPSS統計應用學習實務:問卷分析與應用統計 (3版)。臺北:知城數位科技股份有限公司。
吳明隆、涂金堂 (2006)。SPSS與統計應用分析 (2版)。臺北:五南圖書出版股份有限公司。
吳芝儀 (2011)。以人為主體之社會科學研究倫理議題。人文社會科學研究,5(4),19–39。doi: 10.6284/NPUSTHSSR.2011.5(4)2
李力昌、張艷秀、鄧雅如 (2008)。投入正確的戰場,披上合宜的征衣 - 國際觀光旅館高階經理人應具備的性格與能力。休閒與遊憩研究,2(2),19–61。doi: 10.6157/2008.2(2).2
李永祥、余宗龍 (2014)。計畫行為理論對大學生從事規律運動行為之影響因素。大專體育學刊,16(1),45–58。doi: 10.5297/ser.1601.005
李昆翰 (2014)。遊戲化的機制與設計。國教新知,61(4),13–21。
李易鴻 (2016)。2016台灣遊戲市場白皮書。臺北:資策會產研所。
林大維 (2012)。解析嚴肅遊戲中的藝術遊戲。文化創意產業研究學報,2(1),67–83。
邱皓政 (2011)。量化研究法(三):測驗原理與量表發展技術。臺北:雙葉書廊。
胡龍騰、黃瑋瑩、潘中道 (譯) (2000)。研究方法:步驟化學習指南。臺北:學富文化。(Kumar, R., 1999)
倍智人才研究院 (2015)。大五人格心理學。北京:企業管理出版社。
國家教育研究院 (2015)。中華民國教育年報104年版。臺北:作者。
教育部 (2013)。教育部體育運動政策白皮書。臺北:作者。
教育部體育署 (2015)。中華民國104年運動城市調查。臺北:作者。
教育部體育署 (2016)。中華民國105年運動現況調查。臺北:作者。
連宜萍 (譯) (2013)。從思考設計到行銷,都要玩遊戲!:Gamification遊戲化時代。臺北:時報文化。(井上明人,2012)
陳亦苓 (譯)(2012)。好戲上場:如何利用社群媒體遊戲讓你獲得事業成功的秘密。臺北:松崗資產管理。(Radoff, J., 2011)
陳寬裕 (2017)。應用統計分析:SPSS的運用。臺北:五南圖書出版股份有限公司。
陳靜玉、姜逸群、黃雅文、胡益進 (2016)。社區中老年人規律運動方案介入之成效。健康促進暨衛生教育雜誌,40,79–102。
彭台光、高月慈、林鉦棽 (2006)。管理研究中的共同方法變異:問題本質、影響、測試和補救。管理學報,23(1),77–98。doi: 10.6504/JOM.2006.23.01.05
葉思義、宋昀璐(2004)。數位遊戲設計:數位遊戲設計知識全領域。臺北:碁峯出版社。
劉春來、侯傑議、涂瑞洪 (2014)。運動對老年人健康之影響。屏東教大體育,17,139–144。
衛生福利部國民健康署 (2016)。國民健康署年報:2016 Annual Report。臺北:作者。
蕭文龍 (2016)。統計分析入門與應用:SPSS中文版+ PLS-SEM 3 (SmartPLS)。臺北:碁峰資訊。
Adams, E., & Dormans, J. (2012). Game mechanics: Advanced game design. Berkeley, CA: New Riders.
Ajzen, I. (1985). From intentions to actions: A theory of planned behavior. In J. Kuhl & J. Beckmann (Eds.), Action-control: From cognition to behavior (pp. 11–39). Berlin, Germany: Springer-Verlag. doi: 10.1007/978-3-642-69746-3_2
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. doi: 10.1016/0749-5978(91)90020-T
Ajzen, I., & Driver, B. L. (1991). Prediction of leisure participation from behavioral, normative, and control beliefs: An application of the theory of planned behavior. Leisure Sciences, 13(3), 185–204. doi: 10.1080/01490409109513137
Ajzen, I., & Fishbein, M. (1980). Understanding attitudes and predicting social behavior. Englewood Cliffs, NJ: Prentice Hall.
Ajzen, I., & Sheikh, S. (2013). Action versus inaction: anticipated affect in the theory of planned behavior. Journal of Applied Social Psychology, 43(1), 155–162. doi:10.1111/j.1559-1816.2012.00989.x
Allport, G. W. (1937). Personality: A psychological interpretation. Oxford, England: Holt.
Allport, G. W. (1961). Pattern and growth in personality. Oxford, England: Holt, Reinhart & Winston.
AlMarshedi, A., Wanick, V., Wills, G. B. & Ranchhod, A. (2017). Gamification and Behaviour. In S. Stieglitz, C. Lattemann, S. Robra-Bissantz, R. Zarnekow, & T. Brockmann (Eds.), Gamification: Using game elements in serious contexts (pp. 19–29). Springer, Cham. doi: 10.1007/978-3-319-45557-0_2
American College of Sports Medicine. (2000). ACSM’s guidelines for exercise testing and prescription (6th ed.). Philadelphia, PA: Lippincott Williams & Wilkins.
Anderson, R. J., & Brice, S. (2011). The mood-enhancing benefits of exercise: Memory biases augment the effect. Psychology of Sport and Exercise, 12(2), 79–82. doi: 10.1016/j.psychsport.2010.08.003
Antin, J., & Shaw, A. (2012). Social desirability bias and self-reports of motivation: A study of amazon mechanical turk in the US and India. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI’12), USA, 2925–2934. doi: 10.1145/2207676.2208699
Atkinson, K., Lowe, S., & Moore, S. (2016). Human development, occupational structure and physical inactivity among 47 low and middle income countries. Preventive medicine reports, 3, 40–45. doi: 10.1016/j.pmedr.2015.11.009
Aparicio, A. F., Vela, F.L.G., Sánchez, J.L.G., & Montes, J.L.I., (2012). Analysis and application of gamification. Proceedings of the 13th International Conference on Interacción Persona-Ordenador (Interaccion’12), Spain, 17. doi :10.1145/2379636.2379653
Avolio, B. J., Yammarino, F. J., & Bass, B. M. (1991). Identifying common methods variance with data collected from a single source: An unresolved sticky issue. Journal of Management, 17(3), 571–587. doi:10.1177/014920639101700303
Barclay, D. W., Higgins, C. A., & Thompson, R. (1995). The partial least squares approach to causal modeling: Personal computer adoption and use as illustration. Technology Studies, 2(2), 285–309.
Bartle, R. (1996). Hearts, clubs, diamonds, spades: Players who suit MUDs. Journal of MUD Research, 1(1).
Barr, P. (2007). Video Game Values: Play as Human-Computer Interaction (Doctoral dissertation, Victoria University of Wellington). Retrieved from http://hdl.handle.net/10063/371
Barr, P., Noble, J., & Biddle, R. (2007). Video game values: Play as human–computer interaction. Interacting with Computers, 19(2), 180–195. doi: 10.1016/j.intcom.2006.08.008
Barrick, M. R., & Mount, M. K. (1991). The big five personality dimensions and job performance: A meta‐analysis. Personnel Psychology, 44(1), 1–26. doi: 10.1111/j.1744-6570.1991.tb00688.x
Blohm, I., & Leimeister, J. M. (2013). Gamification: Design of IT-based enhancing services for motivational support and behavioral change. Business and Information Systems Engineering, 5(4), 275–278. doi: 10.1007/s12599-013-0273-5
Bree, J. V. (2011). The End of the Rainbow : In search of crossing points between organizations and games. Proceedings of the 2011 DiGRA International Conference: Think Design Play (DiGRA '11).
Bogost, I. (2011, May 3). Persuasive games: Exploitationware [Online forum post]. Retrieved from https://www.gamasutra.com/view/feature/134735/persuasive_games_exploitationware.php
Bogost, I. (2014). Why gamification is bullshit. In S. P. Walz & S. Deterding (Eds.), The gameful world: Approaches, issues, application (pp. 65–79). London, England: MIT Press.
Bostan, B. (2009). Player motivations: A psychological perspective. Computers in Entertainment, 7(2), 22, 1–26. doi: 10.1145/ 1541895.1541902
Birk, M. V., Toker, D., Mandryk, R. L., & Conati, C. (2015). Modeling motivation in a social network game using player-centric traits and personality traits. In F. Ricci, K. Bontcheva, O. Conlan, & S. Lawless (Eds.), Lecture Notes in Computer Science: Vol. 9146. User Modeling, Adaptation and Personalization (pp. 18–30). Dublin, Ireland: Springer, Cham. doi: 10.1007/978-3-319-20267-9_2
Buckley, P., & Doyle, E. (2016). Gamification and student motivation. Interactive Learning Environments, 24(6), 1162–1175. doi: 10.1080/10494820.2014.964263
Burgers, C., Eden, A., van Engelenburg, M. D., & Buningh, S. (2015). How feedback boosts motivation and play in a brain-training game. Computers in Human Behavior, 48, 94–103. doi: 10.1016/j.chb.2015.01.038
Burke, B. (2014). Gamify: How gamification motivates people to do extraordinary things. Brookline, MA: Bibliomotion.
Caillois, R. (2001). Man, play, and games. Chicago, IL: University of Illinois Press.
Chamorro-Premuzic, T., & Furnham, A. (2003). Personality traits and academic examination performance. European Journal of Personality, 17(3), 237–250. doi: 10.1002/per.473
Chin, W. W. (1998). Commentary: Issues and opinion on structural equation modeling. MIS Quarterly, 22(1), Vii-Xvi. Retrieved from http://www.jstor.org/stable/249674
Chin, W. W., & Dibbern, J. (2010). An introduction to a permutation based procedure for multigroup PLS analysis: Results of tests of differences on simulated data and a cross cultural analysis of the sourcing of information system services between Germany and the USA. In V. Esposito Vinzi, W. W. Chin, J. Henseler & H. Wang, et al. (Eds.), Handbook of partial least squares: Concepts, methods and applications, 171–193.
Chou, Y. K. (2015). Actionable gamification: Beyond points, badges, and leaderboards. Octalysis Media.
Chatfield, T. (2010). Fun Inc.: Why Gaming Will Dominate the Twenty-First Century. New York, NY: Pegasus.
Codish, D., & Ravid, G. (2014). Personality based gamification: How different personalities percive gamification. Proceedings of the European Conference on Information Systems (ECIS) 2014, Israel, 12.
Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Mahwah, NJ: Lawrence Erlbaum.
Connor-Smith, J. K., & Flachsbart, C. (2007). Relations between personality and coping: A meta-analysis. Journal of Personality and Social Psychology, 93(6), 1080–1107. doi: 10.1037/0022-3514.93.6.1080
Costa, P. T., Jr., & McCrae, R. R. (1986). Personality stability and its implications for clinical psychology. Clinical Psychology Review, 6(5), 407–423. doi: 10.1016/0272-7358(86)90029-2
Costa, P. T., Jr., & McCrae, R. R. (1988). Personality in adulthood: a six-year longitudinal study of self-reports and spouse ratings on the NEO Personality Inventory. Journal of Personality and Social Psychology, 54(5), 853–863. doi: 10.1037/0022-3514.54.5.853
Costa, P. T., Jr., & McCrae, R. R. (1989). Personality continuity and the changes of adult life. In M. Storandt & G. R. VandenBos (Eds.), The Master lectures, Vol. 8. The adult years: Continuity and change (pp. 41–77). doi: 10.1037/10067-002
Costa, P. T., Jr., & McCrae, R. R. (1992). Normal personality assessment in clinical practice: The NEO Personality Inventory. Psychological Assessment, 4(1), 5–13. doi: 10.1037//1040-3590.4.1.5
Deci, E. L., & Ryan, R. M. (2000). The what and why of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227–268. doi: 10.1207/S15327965PLI1104_01
Deci, E. L., Koestner, R., & Ryan, R. M. (1999). A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation. Psychological Bulletin, 125(6), 627–668. doi: 10.1037/0033-2909.125.6.627
Deterding, S. (2011, May). Situated motivational affordances of game elements : A conceptual model. Paper presented at the CHI 2011 Workshop - Gamification: Using Game Design Elements in Non-Game Contexts, Vancouver, Canada. Retrieved from http://www.academia.edu/1961980/CHI_2011_Workshop_Gamification_Using_Game_Design_Elements_in_Non-Game_Contexts
Deterding, S. (2012). Gamification: Designing for motivation. Interactions, 19(4), 14–17. doi: 10.1145/2212877.2212883
Deterding, S., Dixon, D., Khaled, R., & Nacke, L. (2011a). From game design elements to gamefulness: Defining gamification. Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments (MindTrek ’11), Finland, 9–15. doi: 10.1145/2181037.2181040
Deterding, S., Khaled, R., Nacke, L., & Dixon, D. (2011b, May). Gamification: toward a definition. Paper presented at the CHI 2011 Workshop - Gamification: Using Game Design Elements in Non-Game Contexts, Vancouver, Canada. Retrieved from http://www.academia.edu/1961980/CHI_2011_Workshop_Gamification_Using_Game_Design_Elements_in_Non-Game_Contexts
DeVellis, R. F. (1991). Scale development: Theory and applications. Newbury Park, CA: SAGE Publications, Inc.
Dignan, A. (2011). Game frame: Using games as a strategy for success. New York, NY: Simon and Schuster.
Dillman, D. A. (2000). Mail and Internet surveys: The tailored design method (2nd ed.). New York, NY: John Wiley & Sons.
Dixon, D. (2011, May). Player types and gamification. Paper presented at the CHI 2011 Workshop - Gamification: Using Game Design Elements in Non-Game Contexts, Vancouver, Canada. Retrieved from http://www.academia.edu/1961980/CHI_2011_Workshop_Gamification_Using_Game_Design_Elements_in_Non-Game_Contexts
Duggan, K., & Shoup, K. (2013). Business gamification for dummies. Hoboken, NJ: John Wiley & Sons, Inc.
Farzan, R., DiMicco, J. M., Millen, D. R., Brownholtz, B., Geyer, W., & Dugan, C. (2008). Results from deploying a participation incentive mechanism within the enterprise. Proceedings of the SIGCHI conference on Human factors in computing systems (CHI’08), Italy, 563–572. doi: 10.1145/1357054.1357145
Flatla, D. R., Gutwin, C., Nacke, L. E., Bateman, S., & Mandryk, R. L. (2011). Calibration games: Making calibration tasks enjoyable by adding motivating game elements. Proceedings of the 24th annual ACM symposium on User interface software and technology (UIST '11), USA, 403-412. doi: 10.1145/2047196.2047248
Fogg, B. J. (2002). Persuasive technology: Using computers to change what we think and do. Boston, MA: Morgan Kaufmann Publishers. doi: 10.1016/B978-1-55860-643-2.X5000-8
Fogg, B. J. (2009). A behavior model for persuasive design. Proceedings of the 4th International Conference on Persuasive Technology (Persuasive’09), USA, 40. doi: 10.1145/1541948.1541999
Forde, S. F., Mekler, E. D., & Opwis, K. (2015). Informational vs. controlling Gamification: A study design. Proceedings of the 2015 Annual Symposium on Computer-Human Interaction in Play (CHI PLAY’15), UK, 517–522. doi: 10.1145/2793107.2810297
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. doi: 10.2307/3151312
Friedman, H. S., & Schustack, M. W. (2016). Personality: Classic theories and modern research (6th ed.). Boston, MA: Pearson.
Fullerton, T. (2014). Game design workshop: A playcentric approach to creating innovative games (3rd ed.). Boca Raton, FL: CRC press.
Gadiyar, A. R. (2014). Gamification 3.0: The power of personalization. Teaneck, NJ: Cognizant’s Global Technology.
Gil, B., Cantador, I., & Marczewski, A. (2015). Validating gamification mechanics and player types in an e-learning environment. In G. Conole, T. Klobučar, C. Rensing, J. Konert, & E. Lavoué (Eds.), Lecture Notes in Computer Science: Vol. 9307. Design for Teaching and Learning in a Networked World (pp. 568–572). Toledo, Spain: Springer, Cham. doi: 10.1007/978-3-319-24258-3_61
Goh, D. H.-L., & Razikin, K. (2015). Is Gamification Effective in Motivating Exercise?. In M. Kurosu (Ed), Lecture Notes in Computer Science: Vol. 9170. Human-Computer Interaction: Interaction Technologies (pp. 608–617). Los Angeles, CA: Springer, Cham. doi: 10.1007/978-3-319-20916-6_56
Goldberg, L. R. (1990). An alternative description of personality: The Big-Five factor structure. Journal of Personality and Social Psychology, 59(6), 1216–1229. doi: 10.1037/0022-3514.59.6.1216
Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological Assessment, 4(1), 26–42. doi: 10.1037/1040-3590.4.1.26
Gosling, S. D., Rentfrow, P. J., & Swann, W. B. (2003). A very brief measure of the Big-Five personality domains. Journal of Research in Personality, 37(6), 504–528. doi: 10.1016/S0092-6566(03)00046-1
Gorsuch, R. L. (1983). Factor analysis (2nd ed.). Hillsdale, NJ: Lawrence Earlbaum Associates.
Groh, F. (2012). Gamification: State of the art definition and utilization. Proceedings of the 4th Seminar on Research Trends in Media Informatics (RTMI’12), Germany, 39–46. doi: 10.18725/OPARU-1773
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139–152. doi: 10.2753/MTP1069-6679190202
Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sastedt, M. (2016). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Thousand Oaks, CA: SAGE Publications, Inc.
Hair, J. F., Sastedt, M., Ringle, C. M., & Gudergan, S. P. (2017). Advanced Issues in Partial Least Squares Structural Equation Modeling. Thousand Oaks, CA: SAGE Publications, Inc.
Hamari, J. (2013). Transforming homo economicus into homo ludens: A field experiment on gamification in a utilitarian peer-to-peer trading service. Electronic Commerce Research and Applications, 12(4), 236–245. doi: 10.1016/j.elerap.2013.01.004
Hamari, J., & Koivisto, J. (2013). Social motivations to use gamification: An empirical study of gamifying exercise. ECIS 2013 Completed Research. 105, 1–12. Retrieved from https://aisel.aisnet.org/ecis2013_cr/105
Hamari, J., & Koivisto, J. (2015). “Working out for likes”: An empirical study on social influence in exercise gamification. Computers in Human Behavior, 50, 333–347. doi: 10.1016/j.chb.2015.04.018
Hamari, J., Koivisto, J., & Sarsa, H. (2014). Does gamification work?- A literature review of empirical studies on gamification. Proceedings of the 47th Hawaii International Conference on System Sciences, USA, 3025–3034. doi: 10.1109/HICSS.2014.377
Hampson, S. E., & Goldberg, L. R. (2006). A first large cohort study of personality trait stability over the 40 years between elementary school and midlife. Journal of Personality and Social Psychology, 91(4), 763–779. doi: 10.1037/0022-3514.91.4.763
Hanus, M. D., & Fox, J. (2015). Assessing the effects of gamification in the classroom: A longitudinal study on intrinsic motivation, social comparison, satisfaction, effort, and academic performance. Computers and Education, 80, 152–161. doi: 10.1016/j.compedu.2014.08.019
Haskell, W. L., Lee, I. M., Pate, R. R., Powell, K. E., Blair, S. N., Franklin, B. A., … Bauman, A. (2007). Physical activity and public health: Updated recommendation for adults from the American College of Sports Medicine and the American Heart Association. Medicine and Science in Sports and Exercise, 39(8), 1423–1434. doi: 10.1249/mss.0b013e3180616b27
Helgason, D. (2010, January 14). 2010 Trends [Wed blog post]. Retrieved from https://blogs.unity3d.com/2010/01/14/2010-trends/
Henseler, J., Hubona, G., & Ray, P. A. (2016). Using PLS path modeling in new technology research: updated guidelines. Industrial Management & Data Systems, 116(1), 2–20. doi: 10.1108/IMDS-09-2015-0382
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. doi: 10.1007/s11747-014-0403-8
Henseler, J., Dijkstra, T. K., Sarstedt, M., Ringle, C. M., Diamantopoulos, A., Straub, D. W., et al. (2014). Common beliefs and reality about partial least squares: Comments on Rönkkö and Evermann (2013). Organizational Research Methods, 17(2), 182–209. doi: 10.1177/1094428114526928
Henseler, J., & Sarstedt, M. (2013). Goodness-of-fit indices for partial least squares path modeling. Computational Statistics, 28(2), 565–580. doi: 10.1007/s00180-012-0317-1
Hu, L.-T., & Bentler, P. M. (1998). Fit indices in covariance structure modeling: Sensitivity to underparameterized model misspecification. Psychological Methods, 3(4), 424–453. doi: 10.1037/1082-989X.3.4.424
Huizinga, J. (1949). Homo Ludens: A Study of the Play Element in Culture. Boston, MA: Routledge & Kegan Paul Ltd.
Huotari, K., & Hamari, J. (2012). Defining gamification - A service marketing perspective. Proceeding of the 16th International Academic MindTrek Conference (MindTrek’12), Finland, 17-22. doi: 10.1145/2393132.2393137
Jia, Y., Xu, B., Karanam, Y., & Voida, S. (2016). Personality-targeted gamification: A survey study on personality traits and motivational affordances. Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems (CHI’16), USA, 2001–2013. doi: 10.1145/2858036.2858515
John, O. P., & Srivastava, S. (1999). The Big Five trait taxonomy: History, measurement,and theoretical perspectives. In L. A. Pervin & O. P. John (Eds.), Handbook of personality: Theory and research (pp. 102–138). New York, NY: Guilford.
Johnson, D., & Gardner, J. (2010). Personality, motivation and video games. Proceedings of the 22nd Conference of the Computer-Human Interaction Special Interest Group of Australia on Computer-Human Interaction (OZCHI’10), Australia, 276–279. doi:10.1145/1952222.1952281
Juul, J. (2005). Half-real: Video games between real rules and fictional worlds. Cambridge, MA: MIT Press.
Kapp, K. M. (2012). The gamification of learning and instruction: Game-based methods and strategies for training and education. San Francisco, CA: Pfeiffer.
Kallio, K. P., Mäyrä, F., & Kaipainen, K. (2011). At least nine ways to play: Approaching gamer mentalities. Games and Culture, 6(4), 327–353. doi: 10.1177/1555412010391089
Karanam, Y., Filko, L., Kaser, L., Alotaibi, H., Makhsoom, E., & Voida, S. (2014). Motivational affordances and personality types in personal informatics. Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication (UbiComp’14 Adjunct), USA, 79–82. doi: 10.1145/2638728.2638800
Keil, M., Tan, B. C. Y., Wei, K.-K., Saarinen, T., Tuunainen, V., & Wassenaar, A. (2000). A cross-cultural study on escalation of commitment behavior in software projects. MIS Quarterly, 24(2), 299–325. doi: 10.2307/3250940
Kendzierski, D., & DeCarlo, K. J. (1991). Physical activity enjoyment scale: Two validation studies. Journal of Sport & Exercise Psychology, 13(1), 50–64. doi: 10.1123/jsep.13.1.50
Kim, A. J. (2012, September 19). Social engagement: Who’s playing? how do they like to engage? [Web blog post]. Retrieved from http://amyjokim.com/blog/2012/09/19/social-engagement-whos-playing-how-do-they-like-to-engage/
Kumar, J., & Herger, M. (2013). Gamification at work: Designing engaging business software. Denmark: The Interaction Design Foundation.
Kyu, H. H., Bachman, V. F., Alexander, L. T., Mumford, J. E., Afshin, A., Estep, K., ... Cercy, K. (2016). Physical activity and risk of breast cancer, colon cancer, diabetes, ischemic heart disease, and ischemic stroke events: Systematic review and dose-response meta-analysis for the Global Burden of Disease Study 2013. BMJ, 354: i3857, 1-10. doi: 10.1136/bmj.i3857
Landers, R. N., & Callan, R. C. (2011). Casual social games as serious games: The psychology of gamification in undergraduate education and employee training. In M. Ma, A. Oikonomou, & L. C. Jain (Eds.), Serious Games and Edutainment Applications (pp.399–423). London , UK: Springer-Verlag. doi: 10.1007/978-1-4471-2161-9_20
Larsen, R. J., & Buss, D. M. (2017). Personality Psychology: Domains of knowledge about human nature (6th ed.). Boston, MA: McGraw-Hill.
Lawley, E. (2012). Games as an alternate lens for design. Interactions, 19(4), 16–17.
Lawley, J. (2013, August 17). Fogg Model of Behavior Change. [Web blog post]. Retrieved from http://www.cleanlanguage.co.uk/articles/blogs/91/
Lepper, M. R., Corpus, J. H., & Iyengar, S. S. (2005). Intrinsic and extrinsic motivational orientations in the classroom: Age differences and academic correlates. Journal of Educational Psychology, 97(2), 184–196. doi: 10.1037/0022-0663.97.2.184
Liu, Y., Alexandrova, T., & Nakajima, T. (2011). Gamifying intelligent environments. Proceedings of the 2011 international ACM workshop on Ubiquitous meta user interfaces (Ubi-MUI’11), USA, 7–12. doi: 10.1145/2072652.2072655
Lonsdale, C., Hodge, K., & Rose, E. A. (2008). The Behavioral Regulation in Sport Questionnaire (BRSQ): Instrument development and initial validity evidence. Journal of Sport & Exercise Psychology, 30(3), 323–355.
Lucassen, G., & Jansen, S. (2014). Gamifcation in consumer marketing - Future or fallacy?. Procedia-Social and Behavioral Sciences, 148, 194–202. doi: 10.1016/j.sbspro.2014.07.034
Lundgren, S., & Björk, S. (2003). Game mechanics: Describing computer-augmented games in terms of interaction. Proceedings of the First International Conference on Technologies for Interactive Digital Storytelling and Entertainment (TIDSE’03), Germany, 3.
Mallett, C., Kawabata, M., Newcombe, P., Otero-Forero, A., & Jackson, S. (2007). Sport motivation scale-6 (SMS-6): A revised six-factor sport motivation scale. Psychology of Sport and Exercise, 8(5), 600–614. doi: 10.1016/j.psychsport.2006.12.005
Malone, T. W., & Lepper, M. R. (1987). Making learning fun: A taxonomy of intrinsic motivations for learning. In R. E. Snow & M. J. Farr (eds.), Aptitude, Learning, and Instruction: Vol. 3. Conative and Affective Process Analyses (pp. 223–253). Hillsdale, NJ: Lawrence Erlbaum Associates.
Marczewski, A. (2013). Gamification: A simple introduction & a bit more. Amazon Digital Services. doi: 853508828
Maslow, A. H. (1970). Motivation and personality (2nd ed.). New York, NY: Harper & Row. doi: 10.1037/h0038815
Markland, D., & Hardy, L. (1993). The Exercise Motivations Inventory: Preliminary development and validity of a measure of individuals' reasons for participation in regular physical exercise. Personality and Individual Differences, 15(3), 289–296. doi: 10.1016/0191-8869(93)90219-S
Markland, D., & Vansteenkiste, M. (2007). Self-determination theory and motivational interviewing in exercise. Intrinsic motivation and self-determination in exercise and sport (pp. 87–99). Champaign, IL: Human Kinetics.
Marczewski, A. (2015). Even ninja monkeys like to play: Gamification, game thinking & motivational design. CreateSpace: Independent Publishing Platform.
Matsumura, N., Fruchter, R., & Leifer, L. (2015). Shikakeology: designing triggers for behavior change. AI and Society, 30(4), 419–429. doi: 10.1007/s00146-014-0556-5
McCrae, R. R., & Costa, P. T., Jr. (1987). Validation of the five-factor model of personality across instruments and observers. Journal of Personality and Social Psychology, 52(1), 81–90. doi: 10.1037/0022-3514.52.1.81
McCrae, R. R., & John, O. P. (1992). An introduction to the five‐factor model and its applications. Journal of Personality, 60(2), 175–215. doi: 10.1111/j.1467-6494.1992.tb00970.x
McGonigal, J. (2011). Reality is broken: Why games make us better and how they can change the world. New York, NY: Penguin Books.
Mekler, E. D., Brühlmann, F., Opwis, K., & Tuch, A. N. (2013). Do points, levels and leaderboards harm intrinsic motivation? : An empirical analysis of common gamification elements. Proceedings of the First International Conference on Gameful Design, Research, and Applications (Gamifivation’13), Canada, 66–73. doi: 10.1145/2583008.2583017
Michael, D. & Chen, S. (2006). Serious games: Games that educate, train, and inform. Boston, MA: Thomson Course Technology.
Mooi, E., & Sarstedt, M. (2014). A concise guide to market research: The process, data, and methods using IBM SPSS statistics. Berlin, Germany: Springer-Verlag. doi: 10.1007/978-3-642-12541-6
Mount, M. K., Barrick, M. R., Scullen, S. M., & Rounds, J. (2005). Higher-order dimensions of the Big Five personality traits and the big six vocational interest types. Personnel Psychology, 58(2), 447–478. doi: 10.1111/j.1744-6570.2005.00468.x
Mount, M. K., Barrick, M. R., & Stewart, G. L. (1998). Five-factor model of personality and performance in jobs involving interpersonal interactions. Human Performance, 11(2-3), 145–165. doi: 10.1080/08959285.1998.9668029
Mowen, J. C., & Spears, N. (1999). Understanding Compulsive Buying Among College Students: A Hierarchical Approach. Journal of Consumer Psychology, 8(4), 407–430. doi: 10.1207/s15327663jcp0804_03
Murray, H. A. (1938). Explorations in personality. New York, NY: Oxford University Press.
Newzoo. (2017). Report of 2017 Global games market report: Trends, insights, and projections toward 2020. Retrieved from https://newzoo.com/insights/trend-reports/newzoo-global-games-market-report-2017-light-version/
Nicholson, S. (2012). A user-centered theoretical framework for meaningful gamification. In C. Martin, A. Ochsner, & K. Squire (Eds.), Games+Learning+Society, Vol. 8, (pp. 223–230). Pittsburgh, PA: ETC Press.
Norman, D. (2013). The design of everyday things: Revised and expanded edition. New York, NY: Basic Books.
Nunnally, J. C. (1978). Psychometric Theory (2nd ed.). New York, NY: McGraw-Hill.
Oinas-Kukkonen, H., & Harjumaa, M. (2009). Persuasive systems design: Key issues, process model, and system features. Communications of the Association for Information Systems, 24(1), 28.
Peever, N., Johnson, D., & Gardner, J. (2012). Personality & video game genre preferences. Proceedings of the 8th Australasian Conference on Interactive Entertainment: Playing the System (IE’12), Zealand, 20. doi: 10.1145/2336727.2336747
Perugini, M., & Bagozzi, R. P. (2001). The role of desires and anticipated emotions in goal‐directed behaviours: Broadening and deepening the theory of planned behaviour. British Journal of Social Psychology, 40(1), 79–98. doi: 10.1348/014466601164704
Pervin, L. A. (1993). Personality: Theory and research (6th ed.). New York, NY: John Wily & Sons.
Pintrich, P. R. (2003). A motivational science perspective on the role of student motivation in learning and teaching context. Journal of Educational Psychology, 95(4), 667–686. doi: 10.1037/0022-0663.95.4.667
Podsakoff, P. M., & Organ, D. W. (1986). Self-reports in organizational research: Problems and prospects. Journal of Management, 12(4), 531-544. doi: 10.1177/014920638601200408
Podsakoff, P. M., MacKenzie, S. B., Lee, J. Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. doi: 10.1037/0021-9010.88.5.879
Prince, J. D. (2013). Gamification. Journal of Electronic Resources in Medical Libraries, 10(3), 162–169. doi: 10.1080/15424065.2013.820539
Radoff, J. (2011). Game on: energize your business with social media games. Hoboken. NJ: Wiley.
Rammstedt, B., & John, O. P. (2007). Measuring personality in one minute or less: A 10-item short version of the Big Five Inventory in English and German. Journal of Research in Personality, 41(1), 203–212. doi: 10.1016/j.jrp.2006.02.001
Reiss, S. (2000). Who am I?: The 16 basic desires that motivate our behavior and define our personality. NY: Penguin Putnam.
Roberts, S., Robergs, R. A., & Hanson, P. G. (1997). Clinical exercise testing and prescription: theory and application. Boca Raton, FL: CRC Press.
Robertson, M. (2010, October 6). Can't play, won't play [Web blog post]. Retrieved from http://hideandseek.net/2010/10/06/cant-play-wont-play/
Robinson, D., & Bellotti, V. (2013, April). A preliminary taxonomy of gamification elements for varying anticipated commitment. Paper presented at the CHI 2013 Workshop - Designing Gamification: Creating Gameful and Playful Experiences, Paris, France. Retrieved from http://gamification-research.org/wp-content/uploads/2013/03/Robinson_Bellotti.pdf
Ryan, R. M., & Deci, E. L. (2000a). Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology, 25(1), 54–67. doi: 10.1006/ceps.1999.1020
Ryan, R. M., & Deci, E. L. (2000b). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. doi: 10.1037/0003-066X.55.1.68
Ryan, R. M., Rigby, C. S., & Przybylski, A. (2006). The motivational pull of video games: A self-determination theory approach. Motivation and Emotion, 30(4), 347–363. doi: 10.1007/s11031-006-9051-8
Sailer, M., Hense, J. U., Mayr, S. K., & Mandl, H. (2017). How gamification motivates: An experimental study of the effects of specific game design elements on psychological need satisfaction. Computers in Human Behavior, 69, 371–380. doi: 10.1016/j.chb.2016.12.033
Salen, K., & Zimmerman, E. (2004). Rules of play: Game design fundamentals. Cambridge, MA: MIT Press.
Sarstedt, M., Diamantopoulos, A., Salzberger, T., & Baumgartner, P. (2016). Selecting single items to measure doubly concrete constructs: A cautionary tale. Journal of Business Research, 69(8), 3159–3167. doi: 10.1016/j.jbusres.2015.12.004
Sarstedt, M., Henseler, J., & Ringle, C. M. (2011). Multigroup analysis in partial least squares (PLS) path modeling: alternative methods and empirical results. In M. Sarstedt, M. Schwaiger, & C. R. Taylor, et al. (Eds.), Advances in International Marketing: Vol. 22. Measurement and research methods in international marketing (pp. 195–218). Emerald Group Publishing Limited. doi: 10.1108/S1474-7979(2011)0000022012
Sarstedt, M., Wilczynski, P., & Melewar, T. C. (2013). Measuring reputation in global markets: A comparison of reputation measures’ convergent and criterion validities. Journal of World Business, 48(3), 329–339. doi:10.1016/j.jwb.2012.07.017
Saucier, G. (1994). Mini-Markers: A brief version of Goldberg's unipolar Big-Five markers. Journal of Personality Assessment, 63(3), 506–516. doi: 10.1207/s15327752jpa6303_8
Sawyer, B., & Smith, P. (2008, February). Serious games taxonomy. Paper presented at the Serious Games Summit at the Game Developers Conference, San Francisco, CA. Slides from https://thedigitalentertainmentalliance.files.wordpress.com/2011/08/serious-games-taxonomy.pdf
Schacht, M., & Schacht, S. (2012). Start the game: Increasing user experience of enterprise systems following a gamification mechanism. In A. Maedche, A. Botzenhardt, & L. Neer (Eds.), Software for People: Fundamentals, trends and best practices (pp. 181–199). Berlin, Germany: Springer-Verlag. doi: 10.1007/978-3-642-31371-4_11
Schechtman, K. B., Barzilai, B., Rost, K., & Fisher Jr, E. B. (1991). Measuring physical activity with a single question. American Journal of Public Health, 81(6), 771–773. doi: 10.2105/AJPH.81.6.771
Schell, J. (2010, July). Visions of the Gamepocalypse. Paper presented at the Long Now Foundation’s Seminars about long-term Thinking, San Francisco, CA. Retrieved from http://longnow.org/seminars/02010/jul/27/visions-gamepocalypse/
Schell, J. (2014). The art of game design: A book of lenses (2nd ed.). Burlington, MA: CRC Press.
Schöbel, S., & Söllner, M. (2016). How to gamify information systems - Adapting gamification to individual user preferences. Paper presented at 24th European Conference on Information Systems (ECIS 2016), Istanbul, Turkey.
Seaborn, K., & Fels, D. I. (2015). Gamification in theory and action: A survey. International Journal of Human-Computer Studies, 74, 14–31. doi: 10.1016/j.ijhcs.2014.09.006
Shameli, A., Althoff, T., Saberi, A., & Leskovec, J. (2017). How gamification affects physical activity: Large-scale analysis of walking challenges in a mobile application. Proceedings of the 26th International Conference on World Wide Web Companion (WWW’17 Companion), Australia, 455–463. doi: 10.1145/3041021.3054172
Sallis, J. F. (2001). Progress in behavioral research on physical activity. Annals of Behavioral Medicine, 23(2), 77–78. doi: 10.1207/S15324796ABM2302_1
Tenenhaus, M., Vinzi, V. E., Chatelin, Y. -M., & Lauro, C. (2005). PLS path modeling. Computational Statistics & Data Analysis, 48(1), 159–205. doi: 10.1016/j.csda.2004.03.005
Thom, J., Millen, D., & DiMicco, J. (2012). Removing gamification from an enterprise SNS. Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work (CSCW’12), USA, 1067–1070. doi: 10.1145/2145204.2145362
Tondello, G. F., Wehbe, R. R., Diamond, L., Busch, M., Marczewski, A., & Nacke, L. E. (2016). The gamification user types Hexad scale. Proceedings of the 2016 Annual Symposium on Computer-Human Interaction in Play (CHI Play’16), USA, 229–243. doi: 10.1145/2967934.2968082
Tu, C.-H., Yen, C.-J., Sujo-Montes, L., & Roberts, G. A. (2015). Gaming personality and game dynamics in online discussion instructions. Educational Media International, 52(3), 155–172. doi: 10.1080/09523987.2015.1075099
Urbach, N., & Ahlemann, F. (2010). Structural equation modeling in information systems research using partial least squares. Journal of Information Technology Theory and Application, 11(2), 5–40.
Vandenberghe, J. (2013, March). Applying the 5 domains of play: Acting like players. Paper presented at the Game Developers Conference 2013, San Francisco, CA. Retrieved from http://www.gdcvault.com/play/1017876/Applying-the-5-Domains-of
de Vette, A. F. A., Tabak, M., Dekker-van Weering, M. G. H., & Vollenbroek-Hutten, M. M. R. (2016). Exploring personality and game preferences in the younger and older population: A pilot study. Proceedings of the International Conference on Information and Communication Technologies for Ageing Well and E-Health (ICT4AgeingWell 2016), Italy, 99–106. doi: 10.5220/0005790500990106
Werbach, K. & Hunter, D. (2011). For the win: Serious gamification [Website]. Retrieved from http://gamifyforthewin.com/about/
Werbach, K., & Hunter, D. (2012). For the win: How game thinking can revolutionize your business. Philadelphia, PA: Wharton Digital Press.
Werbach, K. (2014). (Re)Defining gamification: A process approach. In: Spagnolli A., Chittaro L., Gamberini L. (Eds.), Lecture Notes in Computer Science: Vol. 8462. Persuasive Technology - Persuasive, Motivating, Empowering Videogames (pp. 266-272). Padua, Italy: Springer, Cham. doi: 10.1007/978-3-319-07127-5_23
Werbach, K., & Hunter, D. (2015). The gamification toolkit: dynamics, mechanics, and components for the win. Philadelphia, PA: Wharton Digital Press.
Wu, M. (2011a, March 1). Gamification 101: The psychology of motivation [Web blog post]. Retrieved from https://community.lithium.com/t5/Science-of-Social-Blog/Gamification-101-The-Psychology-of-Motivation/ba-p/21864
Wu, M. (2011b, August 29). What is gamification, really? [Web blog post]. Retrieved from http://lithosphere.lithium.com/t5/science-of-social-blog/What-is-Gamification-Really/ba-p/30447
Wu, M. (2011c, February 2). Gamification from a company of pro gamers. [Web blog post]. Retrieved from http://lithosphere.lithium.com/t5/Lithium-s-View/Gamification-from-a-Company-of-Pro-Gamers/ba-p/19258
Xu, F., Weber, J., & Buhalis, D. (2014). Gamification in tourism. In Z. Xiang & I. Tussyadiah (Eds.), Information and communication technologies in tourism 2014 (pp. 525–537). Dublin, Ireland: Springer, Cham. doi: 10.1007/978-3-319-03973-2_38
Yee, N. (2007). Motivations for Play in Online Games. CyberPsychology & Behavior, 9(6), 772–775. doi: 10.1089/cpb.2006.9.772
Yee, N. (2016). The Gamer Motivation Profile: What We Learned From 250,000 Gamers. Proceedings of the 2016 Annual Symposium on Computer-Human Interaction in Play (CHI Play’16), USA, 2–2. doi: 10.1145/2967934.2967937
Zhang, P. (2008). Technical opinion: Motivational affordances: reasons for ICT design and use. Communications of the ACM, 51(11), 145–147. doi: 10.1145/1400214.1400244
Zhao, Z., Arya, A., Whitehead, A., Chan, G., & Etemad, S. A. (2017). Keeping users engaged through feature updates: A long-term study of using wearable-based exergames. Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (CHI’17), USA, 1053–1064. doi :10.1145/3025453.3025982
Zichermann, G. & Bartle, R. (2012). Gabe’s gamification revolution featuring Richard Bartle [Online Video]. Retrieved from http://www.gamification.co/2012/12/05/gabes-gamification-revolution-featuring-richard-bartle/
Zichermann, G., & Cunningham, C. (2011). Gamification by besign: Implementing game mechanics in web and mobile apps. Sebastopol, California: O’Reilly Media, Incorporated.
Zichermann, G., & Linder, J. (2013). The gamification revolution: How leaders leverage game mechanics to crush the competition. New York, NY: McGraw-Hill Education.
Zimbardo, P. G., & Weber, A. L. (1994). Psychology. New York, NY: HarperCollins College Publishers.
Zyda, M. (2005). From visual simulation to virtual reality to games. Computer, 38(9), 25–32. doi: 10.1109/MC.2005.297