A personalized gamification method for increasing user engagement in social networks

Reward-based gamification which increases user engagement in social networks is known as an extrinsic motivation to the users for a short term. Having said that, in every social network, there are different types of users with different interests and based on several researches, different users are interested in different game elements. In this paper, we aim to personalize reward-based gamification based on the users’ interests. In this way, by utilizing intrinsic motivation of users, their engagement with social networks will increase in the long run. To this end, SNPG method which implements fuzzy like concept on game elements has been proposed. On top of that, a two-round experiment on user engagement with a social network using the proposed method has been conducted. Results have shown that personalizing gamification using the proposed method in the long run increases the spending time of the users in a social network by 63.34% and their page views by 141.9% in comparison with the regular gamification. Furthermore, gender differences in using game elements have been studied, and results have shown that men are 5% more interested in personalized gamification than women and leaderboard is the most popular game element among men and women.

[1]  Pedro A. Toledo,et al.  Enhancing the engagement of intelligent tutorial systems through personalization of gamification , 2016 .

[2]  Ombretta Gaggi,et al.  Using gamification to discover cultural heritage locations from geo-tagged photos , 2017, Personal and Ubiquitous Computing.

[3]  Félix García,et al.  A framework for gamification in software engineering , 2017, J. Syst. Softw..

[4]  Deborah I. Fels,et al.  Gamification in theory and action: A survey , 2015, Int. J. Hum. Comput. Stud..

[5]  Christopher Cunningham,et al.  Gamification by Design - Implementing Game Mechanics in Web and Mobile Apps , 2011 .

[6]  Gabriella Kazai,et al.  Towards a science of user engagement (Position Paper) , 2011 .

[7]  Shu-Yueh Lee,et al.  What makes us click "like" on Facebook? Examining psychological, technological, and motivational factors on virtual endorsement , 2016, Comput. Commun..

[8]  Alexandre N. Tuch,et al.  Towards understanding the effects of individual gamification elements on intrinsic motivation and performance , 2017, Comput. Hum. Behav..

[9]  Oren Zuckerman,et al.  Deconstructing gamification: evaluating the effectiveness of continuous measurement, virtual rewards, and social comparison for promoting physical activity , 2014, Personal and Ubiquitous Computing.

[10]  Jan H. Kietzmann,et al.  Game on: Engaging customers and employees through gamification , 2016 .

[11]  Yogesh Kumar Dwivedi,et al.  Examining the impact of gamification on intention of engagement and brand attitude in the marketing context , 2017, Comput. Hum. Behav..

[12]  Stephen Roper,et al.  The Ethics of Gamification in a Marketing Context , 2019 .

[13]  Sébastien George,et al.  Toward Personalised Gamification for Learning Environments , 2013 .

[14]  Marco Alberto Javarone,et al.  Statistical Physics and Computational Methods for Evolutionary Game Theory , 2018 .

[15]  Rita Orji,et al.  Personalizing Persuasive Strategies in Gameful Systems to Gamification User Types , 2018, CHI.

[16]  Andrea Tagarelli,et al.  Time-aware analysis and ranking of lurkers in social networks , 2015, Social Network Analysis and Mining.

[17]  Calvin Meng Lai Chan,et al.  User engagement in e-government systems implementation: A comparative case study of two Singaporean e-government initiatives , 2008, J. Strateg. Inf. Syst..

[18]  Rita Orji,et al.  Recommender Systems for Personalized Gamification , 2017, UMAP.

[19]  Andrea Tagarelli,et al.  Modeling Evolutionary Dynamics of Lurking in Social Networks , 2016, CompleNet.

[20]  Juho Hamari,et al.  Does Gamification Work? -- A Literature Review of Empirical Studies on Gamification , 2014, 2014 47th Hawaii International Conference on System Sciences.

[21]  M. A. Javarone.  Is Poker a Skill Game? New Insights from Statistical Physics , 2015, 1503.08683.

[22]  Lennart E. Nacke,et al.  From game design elements to gamefulness: defining "gamification" , 2011, MindTrek.

[23]  Katheryn R. Christy,et al.  Leaderboards in a virtual classroom: A test of stereotype threat and social comparison explanations for women's math performance , 2014, Comput. Educ..

[24]  Judy Drennan,et al.  Understanding how Gamification Influences Behaviour in Social Marketing , 2017 .

[25]  Marco Alberto Javarone,et al.  Poker as a skill game: rational versus irrational behaviors , 2014, ArXiv.

[26]  Ming-Hui Wen.  Applying gamification and social network techniques to promote health activities , 2017, 2017 International Conference on Applied System Innovation (ICASI).

[27]  Ming-Shiou Kuo,et al.  How gamification motivates visits and engagement for online academic dissemination - An empirical study , 2016, Comput. Hum. Behav..

[28]  Andrea Tagarelli,et al.  Mining Lurkers in Online Social Networks , 2018, SpringerBriefs in Computer Science.

[29]  Sebastian Lins,et al.  Gamifying Information Systems - a synthesis of Gamification mechanics and Dynamics , 2014, ECIS.

[30]  Martin Glinz,et al.  Tailoring Gamification to Requirements Elicitation: A Stakeholder-Centric Motivation Concept , 2017, 2017 IEEE/ACM 10th International Workshop on Cooperative and Human Aspects of Software Engineering (CHASE).

[31]  Mario Piattini,et al.  Gamification in software engineering - A systematic mapping , 2015, Inf. Softw. Technol..

[32]  Mounia Lalmas,et al.  Models of user engagement , 2012, UMAP.

[33]  Mohammad Hajarian,et al.  Introducing fuzzy like in social networks and its effects on advertising profits and human behavior , 2017, Comput. Hum. Behav..

[34]  Scott Nicholson,et al.  A RECIPE for Meaningful Gamification , 2015 .

[35]  Kenton O'Hara,et al.  Gamification. using game-design elements in non-gaming contexts , 2011, CHI Extended Abstracts.

[36]  Lennart E. Nacke,et al.  The maturing of gamification research , 2017, Comput. Hum. Behav..

[37]  Sarah de Rijcke,et al.  Quantified academic selves: the gamification of research through social networking services , 2016, Inf. Res..

[38]  Andrew D. Miller,et al.  Designing pervasive health games for sustainability, adaptability and sociability , 2012, FDG.

[39]  Thanos Hatziapostolou,et al.  A Review of Gamification Platforms for Higher Education , 2017, BCI.

[40]  Eva García,et al.  On the effectiveness of game-like and social approaches in learning: Comparing educational gaming, gamification & social networking , 2016, Comput. Educ..

[41]  Gokhan Aydin,et al.  Effect of Demographics on Use Intention of Gamified Systems , 2018, Int. J. Technol. Hum. Interact..

[42]  Juho Hamari,et al.  How to design gamification? A method for engineering gamified software , 2017, Inf. Softw. Technol..