The Path to Success: A Study of User Behaviour and Success Criteria in Online Communities

被引:1
|
作者
Aumayr, Erik [1 ]
Hayes, Conor [1 ]
机构
[1] Natl Univ Ireland, Insight Ctr Data Analyt, Galway, Ireland
基金
爱尔兰科学基金会;
关键词
online communities; community success; user behaviour;
D O I
10.1145/3106426.3106469
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Maintaining online communities is vital in order to increase and retain their economic and social value. That is why community managers look to gauge the success of their communities by measuring a variety of user behaviour, such as member activity, turnover and interaction. However, such communities vary widely in their purpose, implementation and user demographics, and although many success indicators have been proposed in the literature, we will show that there is no one-fits-all approach to community success: Different success criteria depend on different user behaviour. To demonstrate this, we put together a set of user behaviour features, including many that have been used in the literature as indicators of success, and then we define and predict community success in three different types of online communities: Questions & Answers (Q&A), Healthcare and Emotional Support (Life & Health), and Encyclopaedic Knowledge Creation. The results show that it is feasible to relate community success to specific user behaviour with an accuracy of 0.67-0.93 F1 score and 0.77-1.0 AUC.
引用
收藏
页码:219 / 226
页数:8
相关论文
共 50 条
  • [1] Determinants of success for online communities: an empirical study
    Lin, Hsiu-Fen
    Lee, Gwo-Guang
    [J]. BEHAVIOUR & INFORMATION TECHNOLOGY, 2006, 25 (06) : 479 - 488
  • [2] Determinants for success in online learning communities
    College of Business Administration, Louisiana State University in Shreveport, Shreveport, LA 71115, United States
    [J]. Int. J. Web Based Communities, 2009, 3 (340-350):
  • [3] Metrics Reveal the Path to User Services Success
    Huwe, Terence K.
    [J]. Computers in Libraries, 2019, 39 (03) : 9 - 11
  • [4] Modeling the Factors of User Success in Online Debate
    Durmus, Esin
    Cardie, Claire
    [J]. WEB CONFERENCE 2019: PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE (WWW 2019), 2019, : 2701 - 2707
  • [5] A Generic Approach to Evaluate the Success of Online Communities
    Chebil, Raoudha
    Chaari, Wided Lejouad
    Cerri, Stefano A.
    [J]. COMPUTATIONAL COLLECTIVE INTELLIGENCE, ICCCI 2017, PT I, 2017, 10448 : 212 - 222
  • [6] Modelling and Analysis of User Behaviour in Online Communities
    Angeletou, Sofia
    Rowe, Matthew
    Alani, Harith
    [J]. SEMANTIC WEB - ISWC 2011, PT I, 2011, 7031 : 35 - 50
  • [7] NEW JERSEY CHARTS A PATH TO SUCCESS FOR ONLINE GAMING
    Hamlin, Jeffrey R.
    [J]. GAMING LAW REVIEW-ECONOMICS REGULATION COMPLIANCE AND POLICY, 2020, 24 (02): : 110 - 114
  • [8] More personalised service offers path to success online
    Arnould, Valérie
    [J]. Newspaper Techniques, 2003, (DEC.): : 10 - 13
  • [9] Sociability and usability in online communities: determining and measuring success
    Preece, J
    [J]. BEHAVIOUR & INFORMATION TECHNOLOGY, 2001, 20 (05) : 347 - 356
  • [10] Are All Successful Communities Alike? Characterizing and Predicting the Success of Online Communities
    Cunha, Tiago
    Jurgens, David
    Tan, Chenhao
    Romero, Daniel M.
    [J]. WEB CONFERENCE 2019: PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE (WWW 2019), 2019, : 318 - 328