Analyzing Conscientious Service Providers’ Behavior on Instagram: A Clustering-Based Approach to Value Co-Creation

Document Type : Research Paper

Authors

1 Postdoctoral Researcher, Department of Management, Faculty of Social Sciences and Economics, Alzahra University, Tehran, Iran

2 Associate Professor, Department of management, Faculty of Social Sciences and Economics, Alzahra University, Tehran, Iran

10.22111/ijbds.2025.53023.2276

Abstract

Service providers are central to the growth and competitiveness of platform-based businesses. Their collaborative and conscientious behavior plays a pivotal role in driving value co-creation across these digital ecosystems. This study examines how service providers’ conscientious behavior on the Instagram platform facilitates effective value co-creation, highlighting its pivotal role in creating mutual benefits for both providers and service recipients. This study is applied research aimed at examining service providers’ collaborative behavior on the Instagram platform and employs a descriptive survey design. The statistical population comprised all Instagram users acting as service providers, with a purposive, non-probability sample of 235 participants. Based on theoretical foundations and prior studies, collaborative behavior was conceptualized through four dimensions: conscientious behavior, personal interaction, informational behavior, and altruistic behavior. “The validity of the research instrument was assessed using confirmatory factor analysis, and reliability was confirmed through Cronbach’s alpha and composite reliability. Following data collection, K-Means clustering was applied to classify service providers, and research hypotheses were tested. The results identified two clusters: conservative conscientious service providers and perfectionistic conscientious service providers. Further analyses indicated significant relationships between informational behavior, altruistic behavior, and personal interactions with both clusters. Additionally, significant differences were observed in altruistic behavior, personal interactions, and informational behavior between conservative and perfectionistic conscientious service providers.

Keywords


  1. Adegbola, O., Gearhart, S., & Skarda-Mitchell, J. (2018). Using Instagram to engage with (potential) consumers: A study of Forbes most valuable brands’ use of Instagram. Journal of Social Media in Society, 7(2), 1–17.
  2. Amorim, M., Rosa, M. J., & Santos, S. (2014). Managing customer participation and customer interactions in service delivery: The case of museums and educational services. Organizacija, 47(3), 166–175.  https://doi.org/10.2478/orga-2014-0015
  3. Bettencourt, L. A., & Brown, S. W. (1997). Contact employees: Relationships among workplace fairness, job satisfaction and prosocial service behaviors. Journal of Retailing, 73(1), 39–61. https://doi.org/10.1016/S0022-4359(97)90014-2
  4. Bove, L. L., Pervan, S. J., Beatty, S. E., & Shiu, E. M. (2009). Service worker role in encouraging customer organizational citizenship behaviors. Journal of Business Research, 62(7), 698–705. https://doi.org/10.1016/j.jbusres.2008.07.003
  5. Chen, X., & Zhou, Y. (2025). User behavior on value co-creation in human–computer interaction: A meta-analysis and research synthesis. Electronics, 14(6), 1071. https://doi.org/10.3390/electronics14061071
  6. Cheng, C.H., & Chen, Y.S. (2009). Classifying the segmentation of customer value via RFM model and RS theory. Expert Systems with Applications, 36(3), 4176–4184. https://doi.org/10.1016/j.eswa.2008.08.029
  7. Coleman, G., Furnham, A., & Treglown, L. (2022). Exploring the dark side of conscientiousness: The relationship between conscientiousness and its potential derailers: perfectionism and narcissism. Current Psychology, 42, 27744–27757. https://doi.org/10.1007/s12144-022-03828-y
  8. Cruce, S. E., Pashak, T. J., & Handal, P. J. (2012). Conscientious perfectionism, self-evaluative perfectionism, and the five-factor model of personality traits. Personality and Individual Differences, 53(3), 268–273. https://doi.org/10.1016/j.paid.2012.03.013
  9. Cuillierier, A. (2019). Customer engagement through social media (Master’s thesis, Metropolia University of Applied Sciences, Helsinki, Finland). Theseus. https://www.theseus.fi/handle/10024/115812
  10. De Bernardi, P., & Moggi, S. (2021). Digital Platforms and Collaborative Ecosystems: Best Practices and Emerging Issues. In Intellectual Capital, Smart Technologies and Digitalization (pp. 225–236). Springer. https://doi.org/10.1007/978-3-030-80737-5_17
  11. DeMers, J. (2017). Why Instagram is the top social platform for engagement (and how to use it). Forbes. Retrieved from. https://www.forbes.com/sites/jaysondemers/2017/03/28/why-instagram-is-the-top-social-platform-for-engagement-and-how-to-use-it
  12. Deng, S., Lin, Y., Liu, Y., Chen, X., & Li, H. (2017). How do personality traits shape information-sharing behaviour in social media? Exploring the mediating effect of generalized trust. Information Research: An International Electronic Journal, 22(3), Article 763. Retrieved from http://www.informationr.net/ir/22-3/paper763.html
  13. Gellatly, I. R. (1996). Conscientiousness and task performance: Test of a cognitive process model. Journal of Applied Psychology, 81(5), 474–482. https://doi.org/10.1037/0021-9010.81.5.474
  14. Hajli, N., Shanmugam, M., Papagiannidis, S., Zahay, D., & Richard, M. O. (2017). Branding co-creation with members of online brand communities. Journal of Business Research, 70, 136–144. https://doi.org/10.1016/j.jbusres.2016.08.026
  15. Hänninen, M., Smedlund, A., & Mitronen, L. (2018). Digitalization in retailing: Multi-sided platforms as drivers of industry transformation. Baltic Journal of Management, 13(2), 152–168. https://doi.org/10.1108/BJM-04-2017-0109
  16. He, T., Liu, W., Shao, X., & Tian, R. G. (2023). Exploring the digital innovation process and outcome in retail platform ecosystems: Disruptive transformation or incremental change. Electronic Commerce Research, 25(1), 465–494. https://doi.org/10.1007/s10660-023-09699-0
  17. Huang, Y., & Yu, D. (2024). Consumer personality, online social interaction, and deep online consumption behavior. Scientific Reports, 14, 29357. https://doi.org/10.1038/s41598-024-80667-w
  18. Huynh, T. T. G., Luu, T. D., Huynh, T. T., & Chung, T. B. N. (2024). Customer empowerment and engagement on sharing platform in the retailing sector: Testing the mediating effects of service innovation and platform trust. Journal of Innovation and Entrepreneurship, 13(1), 68. https://doi.org/10.1186/s13731-024-00431-2
  19. Kellogg, D. L., Youngdahl, W. E., & Bowen, D. E. (1997). On the relationship between customer participation and satisfaction: Two frameworks. International Journal of Service Industry Management, 8(3), 206–219. https://doi.org/10.1108/09564239710185406
  20. Kelly, W. E., Johnson, J. L., & Miller, M. J. (2003). Conscientiousness and the prediction of task duration. North American Journal of Psychology, 5, 443–450.
  21. Kim, E., & Tang, L. R. (2020). The role of customer behavior in forming perceived value at restaurants: A multidimensional approach. International Journal of Hospitality Management, 87, 102511. https://doi.org/10.1016/j.ijhm.2020.102511
  22. Lim, B. H., Lu, D., Chen, T., & Kan, M.-Y. (2015). #mytweet via Instagram: Exploring user behaviour across multiple social networks. arXiv. https://arxiv.org/abs/1507.03510
  23. Liu, Z., Li, Z., Zhang, Y., Mutukumira, A. N., Feng, Y., Cui, Y., Wang, S., Wang, J., & Wang, S. (2024). Comparing Business, Innovation, and Platform Ecosystems: A Systematic Review of the Literature. Biomimetics, 9(4), 216. https://doi.org/10.3390/biomimetics9040216
  24. Lou, L., Li, L., Yang, S.-B., & Koh, J. (2021). Promoting user participation of shared mobility in the sharing economy: Evidence from Chinese bike sharing services. Sustainability, 13(3), Article 1533. https://doi.org/10.3390/su13031533
  25. Mukhopadhyay, S., & Bouwman, H. (2018). Multi-actor collaboration in platform-based ecosystem: opportunities and challenges. Journal of Information Technology Case and Application Research, 20(10), 1–8. https://doi.org/10.1080/15228053.2018.1479160
  26. Parker, G. G., Van Alstyne, M. W., & Choudary, S. P. (2016). Platform revolution: How networked markets are transforming the economy and how to make them work for you. W. W. Norton & Company.
  27. Samfira, E. M., & Paloș, R. (2021). Teachers’ personality, perfectionism, and self-efficacy as predictors for coping strategies based on personal resources. Frontiers in Psychology, 12, Article 751930. https://doi.org/10.3389/fpsyg.2021.751930
  28. Sampat, B., & Raj, S. (2022). Fake or real news? Understanding the gratifications and personality traits of individuals sharing fake news on social media platforms. Aslib Journal of Information Management, 74(5), 840–876. https://doi.org/10.1108/AJIM-08-2021-0232
  29. Smith M.M, Sherry S.B, Vidovic V, Saklofske DH, Stoeber J, Benoit A. (2019). Perfectionism and the Five-Factor Model of Personality: A Meta-Analytic Review. Pers Soc Psychol Rev. 2019 Sep/Oct;23(4):367-390. https://doi.org/10.1177/1088868318814973.
  30. Smith, W. R. (1956). Product differentiation and market segmentation as alternative marketing strategies. Journal of Marketing, 21(1), 3–8. https://doi.org/10.1177/002224295602100102
  31. Steinemann, S. T., Geelan, B. J., Zaehringer, S., Mutuura, K., Wolkow, E., Frasseck, L., & Opwis, K. (2020). Potentials and pitfalls of increasing prosocial behavior and self-efficacy over time using an online personalized platform. PLOS ONE, 15(6), e0234422. https://doi.org/10.1371/journal.pone.0234422
  32. Stoeber, J., & Damian, L. (2016). Perfectionism in employees: Work engagement, workaholism, and burnout. In F. Sirois & D. Molnar (Eds.), Perfectionism, Health, and Well-Being (pp. 265–283). Springer. https://doi.org/10.1007/978-3-319-18582-8_12
  33. Stoian, C. A., & Tohanean, D. (2021). Platform business models – A case study of the technology industry. Journal of Economics and Management Sciences, 4(1), 18. https://doi.org/10.30560/jems.v4n1p18
  34. Sussan, F., & Acs, Z. J. (2017). The digital entrepreneurial ecosystem. Small Business Economics, 49(1), 55–73. https://doi.org/10.1007/s11187-017-9867-5
  35. Tang, F., & Qian, Z. (2020). Leveraging interdependencies among platform and complementors in innovation ecosystem. PLOS ONE. https://doi.org/10.1371/journal.pone.0239972
  36. Tuan, L., Rajendran, D., Rowley, C., & Khai, D. (2019). Customer value co-creation in the business-to-business tourism context: The roles of corporate social responsibility and customer empowering behaviors. Journal of Hospitality and Tourism Management, 39, 137–149. https://doi.org/10.1016/j.jhtm.2019.02.002
  37. Wang, C., Zhao, X., & Hong, J. (2024). A Meta-Analysis of the Effects of Interaction on Value Co-Creation in Online Collaborative Innovation Communities Based on the Service Ecosystem Framework. Behavioral Sciences, 14(12), 1177. https://doi.org/10.3390/bs14121177
  38. Wang, Y. J., & Lee, H. S. (2008). A clustering method to identify representative financial ratios. Information Sciences, 178(4), 1087–1097. https://doi.org/10.1016/j.ins.2007.09.016
  39. Wang, Y., & Chen, L. (2022). Conscientiousness, perfectionism, and prosocial collaboration in platform businesses. Journal of Business Research, 148, 456–465. https://doi.org/10.1016/j.jbusres.2022.06.020
  40. Wang, Y.-C., Xu, S., & Ma, E. (2021). Serve perfectly, being happier: A perfectionistic perspective on customer-driven hotel employee citizenship behavior and well-being. International Journal of Hospitality Management, 96, 102984. https://doi.org/10.1016/j.ijhm.2021.102984
  41. Wegner, D., Borba da Silveira, A., Marconatto, D., & Mitrega, M. (2023). A systematic review of collaborative digital platforms: Structuring the domain and research agenda. Review of Managerial Science, 17(4), 1235–1272. https://doi.org/10.1007/s11846-023-00695-0
  42. William, K.E., & Johnson, J.L. (2005). Time use efficiency and the five-factor model of personality. Education, 125(3), 511–516.
  43. Wirtz, J., So, K.K.F., Mody, M.A., Liu, S.Q., & Chun, H.H. (2019). Platforms in the peer-to-peer sharing economy. Journal of Service Management, 30(4), 452–483. https://doi.org/10.1108/JOSM-11-2018-0369
  44. Yagil, D. (2008). Service provider attributes. In B. Schneider & D. E. Bowen (Eds.), Handbook of service marketing and management (pp. 173–194). SAGE Publications.
  45. Yang, C., Guo, L., & Zhou, S. X. (2022). Customer satisfaction, advertising competition, and platform performance. Production and Operations Management, 31(4), 1576–1594.
    https://doi.org/10.1111/poms.13632
  46. Zhao, L., & Huang, M. (2021). Personality traits and social interaction differences in platform businesses. Information & Management, 58(7), 103530. https://doi.org/10.1016/j.im.2021.103530