Engagement as a Driver of Growth of Online Health Forums: Observational Study

被引:20
作者
Gopalsamy, Rahul [1 ]
Semenov, Alexander [2 ]
Pasiliao, Eduardo [3 ]
McIntosh, Scott [4 ]
Nikolaev, Alexander [1 ]
机构
[1] SUNY Bufffalo, Social Optimizat Lab, Dept Ind & Syst Engn, 312 Bell Hall, Buffalo, NY 14221 USA
[2] Univ Jyvaskyla, Fac Informat Technol, SOMEA Grp, Jyvaskyla, Finland
[3] Air Force Res Lab, Munit Directorate, Eglin Air Force Base, FL USA
[4] Univ Rochester, Dept Publ Hlth Sci, 601 Elmwood Ave, Rochester, NY 14627 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
online health forum; online health community; engagement; engagement capacity; superuser; eHealth; social network analysis; SOCIAL NETWORKS; PROMOTION;
D O I
10.2196/jmir.7249
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: The emerging research on nurturing the growth of online communities posits that it is in part attributed to network effects, wherein every increase in the volume of user-generated content increases the value of the community in the eyes of its potential new members. The recently introduced metric engagement capacity offers a means of quantitatively assessing the ability of online platform users to engage each other into generating content; meanwhile, the quantity engagement value is useful for quantifying communication-based platform use. If the claim that higher engagement leads to accelerated growth holds true for online health forums (OHFs), then engagement tracking should become an important tool in the arsenal of OHF managers. Indeed, it might allow for quantifying the ability of an OHF to exploit network effects, thus predicting the OHF's future success. Objective: This study aimed to empirically analyze the relationship between internal OHF use (quantified using engagement measurement), and external growth. Methods: We collected data from 7 OHFs posted between the years 1999 and 2016. Longitudinal analyses were conducted by evaluating engagement in the OHFs over time. We analyzed 2-way causality effects between the engagement value and metrics evaluating OHF growth using Granger causality tests. User activity metrics per week were correlated with engagement metrics, followed by linear regression analyses. Results: Observational data showed a 1-way causal relationship between the OHF engagement value and reach (P=. 02). We detected a 2-way causal relationship between the engagement value and delurking, with further analysis indicating that the engagement value was more likely to cause delurking (P<. 001 with lag 2; for the reverse hypothesis, P=. 01 with lag 2). Users who engaged each other more were more likely (up to 14 times, depending on how much one user engaged another) to develop personal connections. Finally, we found that the more engaging an OHF user was in a given week, the more likely (up to 2 times, depending on their ability to engage others) they were to remain active in the OHF in the following week. Conclusions: This study supports the claim that network effects play an important role in accelerating OHF growth, opening the door to exploiting these effects in calculated ways. In such efforts, engagement metrics can be used to monitor the "health" of an OHF and to identify the users most important to its success.
引用
收藏
页数:13
相关论文
共 36 条
[1]  
[Anonymous], 1950, CONTRIBUTIONS THEORY
[2]  
[Anonymous], 2006, COMPUT MATH ORG THEO
[3]   The Role of Social Network Technologies in Online Health Promotion: A Narrative Review of Theoretical and Empirical Factors Influencing Intervention Effectiveness [J].
Balatsoukas, Panos ;
Kennedy, Catriona M. ;
Buchan, Iain ;
Powell, John ;
Ainsworth, John .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2015, 17 (06) :e141
[4]   Community Structure of a Mental Health Internet Support Group: Modularity in User Thread Participation [J].
Carron-Arthur, Bradley ;
Reynolds, Julia ;
Bennett, Kylie ;
Bennett, Anthony ;
Cunningham, John Alastair ;
Griffiths, Kathleen Margaret .
JMIR MENTAL HEALTH, 2016, 3 (02)
[5]   From Help-Seekers to Influential Users: A Systematic Review of Participation Styles in Online Health Communities [J].
Carron-Arthur, Bradley ;
Ali, Kathina ;
Cunningham, John Alastair ;
Griffiths, Kathleen Margaret .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2015, 17 (12)
[6]   Interaction Patterns of Nurturant Support Exchanged in Online Health Social Networking [J].
Chuang, Katherine Y. ;
Yang, Christopher C. .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2012, 14 (03) :349-369
[7]   CENTRALITY IN SOCIAL NETWORKS CONCEPTUAL CLARIFICATION [J].
FREEMAN, LC .
SOCIAL NETWORKS, 1979, 1 (03) :215-239
[8]   Evaluating the public health impact of health promotion interventions: The RE-AIM framework [J].
Glasgow, RE ;
Vogt, TM ;
Boles, SM .
AMERICAN JOURNAL OF PUBLIC HEALTH, 1999, 89 (09) :1322-1327
[9]   SOME RECENT DEVELOPMENTS IN A CONCEPT OF CAUSALITY [J].
GRANGER, CWJ .
JOURNAL OF ECONOMETRICS, 1988, 39 (1-2) :199-211
[10]   Enabling Community Through Social Media [J].
Gruzd, Anatoliy ;
Haythornthwaite, Caroline .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2013, 15 (10) :325-341