EXPLORING ONLINE COMPLAINT BEHAVIOR DIMENSIONS: A SCALE DEVELOPMENT AND VALIDATION STUDY

John John D. Imba, Sophremiano B. Antipolo

Abstract


The primary goal of this study is to develop and validate a measurement tool that assesses consumers' online complaint behavior. The study employed a mixed-methods approach, beginning with in-depth interviews of eight (8) e-commerce users, which resulted in the formulation of 36 item statements capturing the different motivations behind online complaints. Afterwards, Exploratory Factor Analysis (EFA) was conducted on a sufficiently large sample (n=250), revealing a three-factor structure: Emotionally Driven Complaining, Empowered and Advocacy-Based Complaining, and Complaint Resolution Expectations. In addition, the final model (Model 3), as confirmed by conducting Confirmatory Factor Analysis (CFA), shows strong fit indices, confirming the robustness of the three-factor structure and strong convergent validity. Overall, the results revealed that the scale created is psychometrically valid and effectively captures the complexities of online complaint behavior. The validated instrument is a valuable tool for educators, researchers, and practitioners who aim to understand the motivations behind online complaints. Moreover, this research contributes to achieving the United Nations Sustainable Development Goal 12 (Responsible Consumption and Production) by promoting consumer empowerment, accountability, and transparency in digital marketplaces. Future studies should investigate the reliability of the scale in measuring across various demographic groups and its ability to predict customer loyalty and brand perception.

 

Article visualizations:

Hit counter


Keywords


online complaint behavior, scale validation, sequential exploratory mixed-method, exploratory factor analysis, confirmatory factor analysis

Full Text:

PDF

References


Abdul Rahim, N.F., Ahmed, E.R., Sarkawi, M.N., Jaaffar, A.R. and Shamsuddin, J., 2019. Operational risk management and customer complaints: the role of product complexity as a moderator. Benchmarking: An International Journal, 26(8), pp.2486-2513. http://dx.doi.org/10.1108/BIJ-04-2018-0089

Agnihotri, D., Kulshreshtha, K., Tripathi, V. and Chaturvedi, P., 2022. “Actions speak louder than words”: an impact of service recovery antecedents on customer delight in quick-service restaurants. Asia-Pacific Journal of Business Administration, 14(4), pp.421-444. http://dx.doi.org/10.1108/APJBA-04-2021-0133

Ally, S., Karpinski, A.C. and Israeli, A.A., 2020. Customer behavioural analysis: The impact of internet addiction, interpersonal competencies and service orientation on customers’ online complaint behaviour. Research in Hospitality Management, 10(2), pp.97-105. http://dx.doi.org/10.1080/22243534.2020.1869468

Angelovska, N. (2021). Understanding customers complaint behavior for effective resolution. UTMS Journal of Economics, 12(1), 57-69. Retrieved from https://www.utmsjoe.mk/files/Vol.12.No.1/6.UNDERSTANDING_CUSTOMER_COMPLAINT_BEHAVIOR_FOR_EFFECTIVE_RESOLUTION.pdf

Armstrong, C., Kulczynski, A. and Brennan, S., 2021. Cue the complaint: the visual cues of Facebook business pages and their influence on consumer complaint behaviour. Journal of Marketing Management, 37(11-12), pp.1027-1057. https://doi.org/10.1080/0267257X.2021.1934085

Arruda Filho, E. J. M., and Barcelos, A. D. A. (2021). Negative online word-of-mouth: Consumers’ retaliation in the digital world. Journal of Global Marketing, 34(1), 19-37. https://doi.org/10.1080/08911762.2020.1775919

Ashfaq, M., Yun, J., Waheed, A., Khan, M.S. and Farrukh, M., 2019. Customers’ expectation, satisfaction, and repurchase intention of used products online: Empirical evidence from China. Sage Open, 9(2). https://doi.org/10.1177/2158244019846212

Auh, S., Menguc, B., Katsikeas, C. S., and Jung, Y. S. (2019). When does customer participation matter? An empirical investigation of the role of customer empowerment in the customer participation–performance link. Journal of Marketing Research, 56(6), 1012-1033. https://doi.org/10.1177/0022243719866408

Awa, H. O., Ikwor, N. K., and Ademe, D. G. (2021). Customer satisfaction with complaint responses under the moderation of involvement. Cogent Business & Management, 8(1). http://dx.doi.org/10.1080/23311975.2021.1905217

Azemi, Y., Ozuem, W. and Howell, K.E., 2020. The effects of online negative word‐of‐mouth on dissatisfied customers: A frustration–aggression perspective. Psychology & Marketing, 37(4), pp.564-577. http://dx.doi.org/10.1002/mar.21326

Azemi, Y., Ozuem, W., and Howell, K. E. (2020). The effects of online negative word‐of‐mouth on dissatisfied customers: A frustration–aggression perspective. Psychology & Marketing, 37(4), 564-577. http://dx.doi.org/10.1002/mar.21326

Azizah, S.N., Simanjuntak, M. and Muflikhati, I., 2022. Consumer complaint behaviour in Indonesia: Role of knowledge and self-confidence. Jurnal Ilmu Keluarga Dan Konsumen, 15(1), pp.90-101. http://dx.doi.org/10.24156/jikk.2022.15.1.90

Bacile, T. J. (2020). Digital customer service and customer-to-customer interactions: investigating the effect of online incivility on customer perceived service climate. Journal of Service Management, 31(3), 441-464. https://doi.org/10.1108/JOSM-11-2018-0363

Bacile, T.J., Krallman, A., Wolter, J.S. and Beachum, N.D., 2020. The value disruption of uncivil other customers during online service recovery. Journal of Services Marketing, 34(4), pp.483-498. https://doi.org/10.1108/JSM-05-2019-0209

Bain and Company., 2015. Are you experienced? Companies that offer a winning customer experience grow faster and develop loyal followings. Blog: https://www.bain.com/insights/are-you-experienced-infographic/

Barcelos, R. H., Dantas, D. C., and Sénécal, S., 2019. The tone of voice of tourism brands on social media: Does it matter?. Tourism management, 74, 173-189. https://doi.org/10.1016/j.tourman.2019.03.008

Bazzan, J., Echeveste, M.E., Formoso, C.T., Altenbernd, B. and Barbian, M.H., 2023. An information management model for addressing residents’ complaints through artificial intelligence techniques. Buildings, 13(3), p.737. https://doi.org/10.3390/buildings13030737

Beavers, A.S., Lounsbury, J.W., Richards, J.K., Huck, S.W., Skolits, G.J. and Esquivel, S.L., 2013. Practical considerations for using exploratory factor analysis in educational research. Practical assessment, research & evaluation, 18(6), p. 6. https://files.eric.ed.gov/fulltext/EJ1005139.pdf

Biswas, K.M., Nusari, M. and Ghosh, A., 2019. The influence of website service quality on customer satisfaction towards online shopping: The mediating role of confirmation of expectation. International Journal of Management Science and Business Administration, 5(6), pp.7-14. Retrieved from https://researchleap.com/wp-content/uploads/2019/10/1.The-Influence-of-Website-Service-Quality.pdf

Bozyiğit, F., Doğan, O. and Kılınç, D., 2022. Categorization of customer complaints in food industry using machine learning approaches. Journal of Intelligent Systems: Theory and Applications, 5(1), pp. 85-91. http://dx.doi.org/10.38016/jista.954098

Brown, T. A. (2015). Confirmatory factor analysis for applied research. Guilford publications. Retrieved from https://psycnet.apa.org/record/2015-10560-000

Cambra-Fierro, J., Gao, L.X. and Melero-Polo, I., 2021. The power of social influence and customer–firm interactions in predicting non-transactional behaviors, immediate customer profitability, and long-term customer value. Journal of Business Research, 125, pp.103-119. Retrieved from https://doi.org/10.1016/j.jbusres.2020.12.013

Cooper, T., Stavros, C. and Dobele, A.R., 2019. Domains of influence: exploring negative sentiment in social media. Journal of Product & Brand Management, 28(5), pp.684-699. Retrieved from http://dx.doi.org/10.1108/JPBM-03-2018-1820

Creelman, V. (2022). “Thank you for reaching out:” Brand relationship management and the conversational human voice of customer care in online service encounters. Discourse, Context & Media, 46. Retrieved from https://doi.org/10.1016/j.dcm.2021.100572

Decock, S., De Clerck, B., Lybaert, C., and Plevoets, K. (2021). Testing the various guises of conversational human voice: the impact of formality and personalization on customer outcomes in online complaint management. Journal of Internet Commerce, 20(1), 1-24. https://doi.org/10.1080/15332861.2020.1848060

Dong, J., and Wu, D. D. (2019). Two-period pricing and quick response with strategic customers. International Journal of Production Economics, 215, 165-173. https://doi.org/10.1016/j.ijpe.2017.06.007

Ducange, P., Fazzolari, M., Petrocchi, M., and Vecchio, M. (2019). An effective Decision Support System for social media listening based on cross-source sentiment analysis models. Engineering Applications of Artificial Intelligence, 78, 71-85. https://doi.org/10.1016/j.engappai.2018.10.014

Dyussembayeva, S., Viglia, G., Nieto-Garcia, M., and Invernizzi, A. C. (2020). It makes me feel vulnerable! The impact of public self-disclosure on online complaint behavior. International Journal of Hospitality Management, 88. https://doi.org/10.1016/j.ijhm.2020.102512

Frasquet, M., Ieva, M., and Ziliani, C. (2019). Understanding complaint channel usage in multichannel retailing. Journal of Retailing and Consumer Services, 47, 94-103. https://doi.org/10.1016/j.jretconser.2018.11.007

Fuoli, M., Clarke, I., Wiegand, V., Ziezold, H., and Mahlberg, M. (2021). Responding effectively to customer feedback on Twitter: a mixed methods study of webcare styles. Applied Linguistics, 42(3), 569-595. https://doi.org/10.1093/applin/amaa046

Golmohammadi, A., Havakhor, T., Gauri, D. K., and Comprix, J. (2021). Complaint publicization in social media. Journal of Marketing, 85(6), 1-23. https://doi.org/10.1177/00222429211002183

Goodman, J. (2019). Strategic customer service: Managing the customer experience to increase positive word of mouth, build loyalty, and maximize profits. Amacom. Retrieved from https://books.google.ro/books/about/Strategic_Customer_Service.html?id=_R87tgEACAAJ&redir_esc=y

Guo, Y., Fan, D., and Zhang, X. (2020). Social media–based customer service and firm reputation. International Journal of Operations & Production Management, 40(5), 575-601. https://doi.org/10.1108/IJOPM-04-2019-0315

Hair, Joseph F., Jeffrey J. Risher, Marko Sarstedt, and Christian M. Ringle. When to use and how to report the results of PLS-SEM. European business review 31, no. 1 (2019): 2-24. https://doi.org/10.1108/EBR-11-2018-0203

Henson, R.K. and Roberts, J.K., 2006. Use of exploratory factor analysis in published research: Common errors and some comment on improved practice. Educational and Psychological measurement, 66(3), pp. 393-416. https://doi.org/10.1177/0013164405282485

Heriyanto, H., Oktavianda, M., and Suprihartini, L. (2022). Complaint Management System Analysis: Online Community Aspiration and Complaint Services. Publik (Jurnal Ilmu Administrasi), 11(2), 224-236. https://doi.org/10.31314/pjia.11.2.224-236.2022

Homans, G.C., 1958. Social behavior as exchange. American journal of sociology, 63(6), pp. 597-606. https://www.jstor.org/stable/2772990

Howe, S. (2025). Social Media Statistics in the Philippines. [online] Meltwater. Retrieved from https://www.meltwater.com/en/blog/social-media-statistics-philippines.

Huang, R., and Ha, S. (2020). The effects of warmth-oriented and competence-oriented service recovery messages on observers on online platforms. Journal of Business Research, 121, 616-627. https://doi.org/10.1016/j.jbusres.2020.04.034

Hutzinger, C., and Weitzl, W. J. (2021). Co-creation of online service recoveries and its effects on complaint bystanders. Journal of Business Research, 130, 525-538. https://doi.org/10.1016/j.jbusres.2019.10.022

Hwang, Y., and Mattila, A. S. (2020). The impact of customer compassion on face-to-face and online complaints. Journal of Hospitality Marketing & Management, 29(7), 848-868. https://doi.org/10.1080/19368623.2020.1711546

Ilyas, G. B., Munir, A. R., Tamsah, H., Mustafa, H., and Yusriadi, Y. (2021). The influence of digital marketing and customer perceived value through customer satisfaction on customer loyalty. Pt. 2 J. Legal Ethical & Regul. Isses, 24, 1. Retrieved from https://www.researchgate.net/publication/363798517_The_Influence_Of_Digital_Marketing_And_Customer_Perceived_Value_Through_Customer_Satisfaction_On_Customer_Loyalty

Istanbulluoglu, D., 2017. Complaint handling on social media: The impact of multiple response times on consumer satisfaction. Computers in Human Behavior, 74, pp. 72-82. https://doi.org/10.1016/j.chb.2017.04.016

Jeldres, M.R., Costa, E.D. and Faouzi, T. (2023). A review of Lawshe’s method for calculating content validity in the social sciences. Frontiers in Education, 8. https://doi.org/10.3389/feduc.2023.1271335.

Jiang, Y., Xu, L., Cui, N., Zhang, H., and Yang, Z. (2019). How does customer participation in service influence customer satisfaction? The mediating effects of role stressors. International Journal of Bank Marketing, 37(3), 691-710. https://doi.org/10.1108/IJBM-12-2017-0261

Jin, M., and Aletras, N. (2021). Modeling the severity of complaints in social media. arXiv preprint arXiv:2103.12428. https://doi.org/10.18653/v1/2021.naacl-main.180

Joe, S., and Choi, C. (2019). The effect of fellow customer on complaining behaviors: the moderating role of gender. International Journal of Contemporary Hospitality Management, 31(8), 3116-3133. https://doi.org/10.1108/IJCHM-09-2018-0717

Johnen, M., and Schnittka, O. (2019). When pushing back is good: The effectiveness of brand responses to social media complaints. Journal of the Academy of Marketing Science, 47, 858-878. Retrieved from https://ideas.repec.org/a/spr/joamsc/v47y2019i5d10.1007_s11747-019-00661-x.html

Kaiser, H.F., 1974. An index of factorial simplicity. psychometrika, 39(1), pp. 31-36. https://doi.org/10.1007/BF02291575

Kaviyani-Charati, M., Ghodsypour, S. H., and Hajiaghaei-Keshteli, M. (2022). Impact of adopting quick response and agility on supply chain competition with strategic customer behavior. Scientia Iranica, 29(1), 387-411. https://doi.org/10.24200/sci.2020.53691.3366

Kemp, S. (2024). Digital 2024: Global Overview Report. [online] DataReportal. Available at: https://datareportal.com/reports/digital-2024-global-overview-report.

Khedkar, S., and Shinde, S. (2020). Deep learning and ensemble approach for praise or complaint classification. Procedia Computer Science, 167, 449-458. https://doi.org/10.1016/j.procs.2020.03.254

Khoros (2024). Must-know customer service statistics of 2024. Retrieved from https://khoros.com/blog/must-know-customer-service-statistics

Kline, R.B., 2023. Principles and practice of structural equation modeling. Guilford publications. Retrieved from https://www.guilford.com/books/Principles-and-Practice-of-Structural-Equation-Modeling/Rex-Kline/9781462551910?srsltid=AfmBOopSxjOhs_J68a6_1wGVpn3UMPqGQa-3Xy8O3IWk9NCou7EP1JIJ

Koc, E., Hatipoglu, S., Kivrak, O., Celik, C., and Koc, K. (2023). Houston, we have a problem!: The use of ChatGPT in responding to customer complaints. Technology in Society, 74. https://doi.org/10.1016/j.techsoc.2023.102333

Kozinets, R. V., Ferreira, D. A., and Chimenti, P. (2021). How do platforms empower consumers? Insights from the affordances and constraints of reclame aqui. Journal of Consumer Research, 48(3), 428-455. Retrieved from https://doi.org/10.1093/jcr/ucab014

Krishna, G. J., Ravi, V., Reddy, B. V., Zaheeruddin, M., Jaiswal, H., Teja, P. S. R., and Gavval, R. (2019, October). Sentiment classification of Indian banks' customer complaints. In TENCON 2019-2019 IEEE Region 10 Conference (TENCON) (pp. 429-434). IEEE. Retrieved from https://ieeexplore.ieee.org/document/8929703/

Ku, H. H., Shang, R. A., and Fu, Y. F. (2021). Social learning effects of complaint handling on social media: Self-construal as a moderator. Journal of Retailing and Consumer Services, 59. https://doi.org/10.1016/j.jretconser.2020.102343

Kumar, A., and Kaur, A. (2020). Complaint management-review and additional insights. International journal of scientific & technology research, 9(02), 1501-1509. Retrieved from https://www.researchgate.net/publication/352643322_Complaint_Management-Review_And_Additional_Insights

Labrecque, L. I., Markos, E., Yuksel, M., and Khan, T. A. (2022). Value creation (vs value destruction) as an unintended consequence of negative comments on [innocuous] brand social media posts. Journal of Interactive Marketing, 57(1), 115-140. https://doi.org/10.1177/10949968221075820

Lawshe, C.H. (1975). A quantitative approach to content validity. Personnel Psycholology, pp.563–575. https://doi.org/10.1111/j.1744-6570.1975.tb01393.x

Lee, C. H., Chen, C. H., Lin, C., Li, F., and Zhao, X. (2019). Developing a quick response product configuration system under industry 4.0 based on customer requirement modelling and optimization method. Applied Sciences, 9(23). https://doi.org/10.3390/app9235004

Lee, C., and Hur, Y. (2019). Service quality and complaint management influence fan satisfaction and team identification. Social Behavior and Personality: an international journal, 47(2), 1-15. https://doi.org/10.2224/sbp.7566

Marshall, C. and Rossman, G.B., 2014. Designing qualitative research. Sage publications. Retrieved from https://books.google.ro/books/about/Designing_Qualitative_Research.html?id=qTByBgAAQBAJ&redir_esc=y

Mei, X. Y., Bagaas, I. K., and Relling, E. K. (2019). Customer complaint behaviour (CCB) in the retail sector: why do customers voice their complaints on Facebook?. The International Review of Retail, Distribution and Consumer Research, 29(1), 63-78. https://doi.org/10.1080/09593969.2018.1556179

Mishra, M. (2022). Customer experience: Extracting topics from tweets. International Journal of Market Research, 64(3), 334-353. https://doi.org/10.1177/14707853211047515

Mohammad, A. A. (2020). The effect of customer empowerment and customer engagement on marketing performance: the mediating effect of brand community membership. Verslas: teorija ir praktika, 21(1), 30-38. https://doi.org/10.3846/btp.2020.11617

Monzon, A. M. (2023). Consumer complaints ballooned in 2022, says DTI. Philippine Daily Inquirer, April 03, 2023. Retrieved from https://business.inquirer.net/394345/consumer-complaints-ballooned-in-2022-says-dti

Morgeson III, F. V., Hult, G. T. M., Mithas, S., Keiningham, T., and Fornell, C. (2020). Turning complaining customers into loyal customers: Moderators of the complaint handling–Customer loyalty relationship. Journal of Marketing, 84(5), 79-99. https://doi.org/10.1177/0022242920929029

Mousavi, R., Johar, M., and Mookerjee, V. S. (2020). The voice of the customer: Managing customer care in Twitter. Information Systems Research, 31(2), 340-360. Retrieved from https://ideas.repec.org/a/inm/orisre/v31y2020i2p340-360.html

Narayan, G.V., Srinivasulu, Y. and Suhail, P., 2021. Importance of customer complaint handling satisfaction for MSMEs in B2B context. SEDME (Small Enterprises Development, Management & Extension Journal), 48(1), pp.57-65. https://doi.org/10.1177/09708464211054884

Nazifi, A., El-Manstrly, D., Tregear, A., and Auxtova, K. (2021). The impact of termination severity on customers' emotional, attitudinal and behavioral reactions. Journal of Service Theory and Practice, 31(1), 65-81. https://doi.org/10.1108/JSTP-10-2019-0224

Ndiege, J. R. A. (2019). Social media technology for the strategic positioning of small and medium‐sized enterprises: Empirical evidence from Kenya. The Electronic Journal of Information Systems in Developing Countries, 85(2). https://doi.org/10.1002/isd2.12069

Nguyen, Q., Ngo, A., and Mai, V. (2021). Factors impacting online complaint intention and service recovery expectation: The case of e-banking service in Vietnam. International Journal of Data and Network Science, 5(4), 659-666. https://doi.org/10.5267/j.ijdns.2021.8.001

Nur, Y. (2021). The influence of customer relationship management on customer satisfaction. Jurnal Economic Resource, 4(2). https://doi.org/10.57178/jer.v4i1.367

Odoom, R., Agbemabiese, G.C. and Hinson, R.E., 2020. Service recovery satisfaction in offline and online experiences. Marketing Intelligence & Planning, 38(1), pp.1-14. https://doi.org/10.1108/MIP-09-2018-0422

Oliver, R.L., 1977. Effect of expectation and disconfirmation on postexposure product evaluations: An alternative interpretation. Journal of applied psychology, 62(4), p.480. https://doi.org/10.1037/0021-9010.62.4.480

Pol, H., Galetzka, M., and Pruyn, A. (2020). The Personal Touch in Customer Contact: The Influence of a Personal Approach on Customer Relationships and Customer Experience. International Journal of Business Marketing and Management, 5(11), 93-102. Retrieved from https://research.utwente.nl/en/publications/the-personal-touch-in-customer-contact-the-influence-of-a-persona#:~:text=Both%20studies%20show%20that%20a,between%20service%20provider%20and%20customers.

Preuss, M., Santini, F.O. and Marconatto, D.A., 2022. Complaint management: The impact of post-complaint satisfaction on organizational behavior. RAM. Revista de Administração Mackenzie, 23(2). https://doi.org/10.1590/1678-6971/eRAMG220145.en

Prodanova, J., and Van Looy, A. (2019). How beneficial is social media for business process management? A systematic literature review. IEEE Access, 7, 39583-39599.

Quesenberry, K. A. (2020). Social media strategy: Marketing, advertising, and public relations in the consumer revolution. Rowman & Littlefield. Retrieved from https://ieeexplore.ieee.org/document/8663288

Ravichandran, T., and Deng, C. (2023). Effects of managerial response to negative reviews on future review valence and complaints. Information Systems Research, 34(1), 319-341. https://doi.org/10.1287/isre.2022.1122

Reichheld, F. (2001). Prescription for cutting costs. Bain & Company. Harvard Business School Publishing. Retrieved from https://media.bain.com/Images/BB_Prescription_cutting_costs.pdf

Rita, P., Ramos, R., Borges-Tiago, M. T., and Rodrigues, D. (2022). Impact of the rating system on sentiment and tone of voice: A Booking.com and TripAdvisor comparison study. International Journal of Hospitality Management, 104. https://doi.org/10.1016/j.ijhm.2022.103245

Saleh, K. (2024). Customer acquisition vs. retention costs: statistics & trends you should know. Invesp. Retrieved from https://www.invespcro.com/blog/customer-acquisition-retention/

Sanchez-Casado, N., Artal-Tur, A., and Tomaseti-Solano, E. (2019). Social media, customers' experience, and hotel loyalty programs. Tourism Analysis, 24(1), 27-41. http://dx.doi.org/10.3727/108354219X15458295631918

Sangpikul, A. (2022). Understanding resort service quality through customer complaints. Anatolia, 33(1), 143-156. https://doi.org/10.1080/13032917.2021.1925937

Sann, R., Lai, P.C., Liaw, S.Y. and Chen, C.T., 2022. Predicting online complaining behavior in the hospitality industry: Application of big data analytics to online reviews. Sustainability, 14(3), p.1800. https://doi.org/10.3390/su14031800

Sengupta, S., Ray, D., Trendel, O. and Vaerenbergh, Y.V., 2018. The effects of apologies for service failures in the global online retail. International Journal of Electronic Commerce, 22(3), pp.419-445. https://doi.org/10.1080/10864415.2018.1462951

Shin, H. and Larson, L.R., 2020. The bright and dark sides of humorous response to online customer complaint. European Journal of Marketing, 54(8), pp.2013-2047. https://doi.org/10.1108/EJM-08-2018-0522

Simanjuntak, M. (2019). Generation Y’s complaint behavior toward online shopping. Independent Journal of Management & Production, 10(1), 101-116. https://doi.org/10.14807/ijmp.v10i1.839

Singh, A., Bhatia, R., and Saha, S. (2023). Complaint and severity identification from online financial content. IEEE Transactions on Computational Social Systems, 11(1), 660-670. Retrieved from https://ieeexplore.ieee.org/document/10047986

Singh, A., Saha, S., Hasanuzzaman, M., and Dey, K. (2022). Multitask learning for complaint identification and sentiment analysis. Cognitive Computation, 14(1), 212-227. https://doi.org/10.1007/s12559-021-09844-7

Statistics Solutions (2022). Exploratory factor analysis. [online] Statistics Solutions. Retrieved from https://www.statisticssolutions.com/free-resources/directory-of-statistical-analyses/exploratory-factor-analysis/.

Suri, R. (2020). Quick response manufacturing: a companywide approach to reducing lead times. Productivity Press. Retrieved from https://www.routledge.com/Quick-Response-Manufacturing-A-Companywide-Approach-to-Reducing-Lead-Times/Suri/p/book/9781563272011?srsltid=AfmBOorWsOqf1FqCf5mB9tPciTAcIFh9sTPItn8c9ILnuSYi04JsSFum

Thackeray, R. and Hunter, M., 2010. Empowering youth: Use of technology in advocacy to affect social change. Journal of Computer-Mediated Communication, 15(4), pp.575-591. https://doi.org/10.1111/j.1083-6101.2009.01503.x

Tien, D. H., Rivas, A. A. A., and Liao, Y. K. (2019). Examining the influence of customer-to-customer electronic word-of-mouth on purchase intention in social networking sites. Asia Pacific Management Review, 24(3), 238-249. https://doi.org/10.1016/j.apmrv.2018.06.003

Tronvoll, B., 2011. Negative emotions and their effect on customer complaint behaviour. Journal of Service Management, 22(1), pp.111-134. https://doi.org/10.1108/09564231111106947

Tucker, C. E., Wang, Y., and Yu, S. (2023). Does it lead to more equal treatment? an empirical study of the effect of smartphone use on customer complaint resolution. An Empirical Study of the Effect of Smartphone Use on Customer Complaint Resolution (July 4, 2023). Retrieved from https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4499402

Van Dael, J., Reader, T. W., Gillespie, A., Neves, A. L., Darzi, A., and Mayer, E. K. (2020). Learning from complaints in healthcare: a realist review of academic literature, policy evidence and front-line insights. BMJ quality & safety, 29(8), 684-695. Retrieved from https://doi.org/10.1136/bmjqs-2019-009704

Van Herck, R., Dobbenie, B., and Decock, S. (2021). Person-versus content-oriented approaches in English and German email responses to customer complaints: a cross-cultural analysis of moves and first-person pronouns. Intercultural Pragmatics, 18(2), 203-243. Retrieved from https://www.degruyterbrill.com/document/doi/10.1515/ip-2021-2003/html?lang=en&srsltid=AfmBOoo1HCoxBt1AvIPyjs0KVRhL4-WkT-OhNIEwlDg7iOXAGMBHtKuV

Van Mulken, M. (2024). What verbal de-escalation techniques are used in complaint handling?. Journal of Pragmatics, 220, 116-131. https://doi.org/10.1016/j.pragma.2023.12.008

Von Janda, S., Polthier, A., and Kuester, S. (2021). Do they see the signs? Organizational response behavior to customer complaint messages. Journal of Business Research, 137, 116-127. Retrieved from https://doi.org/10.1016/j.jbusres.2021.08.017

Wang, W., Zhang, Y., Wu, H. and Zhao, J., 2022. Expectation and complaint: online consumer complaint behavior in COVID-19 isolation. Psychology Research and Behavior Management, pp.2879-2896. Retrieved from https://doi.org/10.2147/PRBM.S384021

Weitzl, W. J., and Einwiller, S. A. (2020). Profiling (un-) committed online complainants: Their characteristics and post-webcare reactions. Journal of Business Research, 117, 740-753. https://doi.org/10.1016/j.jbusres.2019.05.035

Whiting, A., Williams, D. L., and Hair, J. (2019). Praise or revenge: why do consumers post about organizations on social media. Qualitative Market Research: An International Journal, 22(2), 133-160. https://doi.org/10.1108/QMR-06-2017-0101

Xie, L., Li, D., and Keh, H. T. (2020). Customer participation and well-being: the roles of service experience, customer empowerment and social support. Journal of Service Theory and Practice, 30(6), 557-584. https://doi.org/10.1108/JSTP-11-2019-0228

Yan, N., Xu, X., Tong, T., and Huang, L. (2021). Examining consumer complaints from an on-demand service platform. International Journal of Production Economics, 237. https://doi.org/10.1016/j.ijpe.2021.108153

Yang, M., Ren, Y., and Adomavicius, G. (2019). Understanding user-generated content and customer engagement on Facebook business pages. Information Systems Research, 30(3), 839-855. https://doi.org/10.1287/isre.2019.0834

Yesiloglu, S., Memery, J., and Chapleo, C. (2021). To post or not to post? Exploring the motivations behind brand-related engagement types on social networking sites. Internet research, 31(5), 1849-1873. Retrieved from https://ualresearchonline.arts.ac.uk/id/eprint/16814/1/To%20post%20or%20not%20to%20post%20Exploring%20the%20motivations%20behind%20brand-related%20engagement%20types%20on%20social%20networking%20sites.pdf

Yuliati, L.N. and Simanjuntak, M., 2024. Indonesian consumer complaint behavior: The role of information seeking, knowledge, purchase behavior, and tendency to talk. Global Business & Finance Review (GBFR), 29(1), pp.57-71. Retrieved from https://www.econstor.eu/bitstream/10419/305949/1/id585.pdf

Zhao, Y., Wen, L., Feng, X., Li, R., & Lin, X. (2020). How managerial responses to online reviews affect customer satisfaction: An empirical study based on additional reviews. Journal of Retailing and Consumer Services, 57. https://doi.org/10.1016/j.jretconser.2020.102205

Zheng, S. (2024). Managing Online Business Complaints: Current Insights and Future Directions. Business and Management Studies, 10(1), p.13. https://doi.org/10.11114/bms.v10i1.6813.




DOI: http://dx.doi.org/10.46827/ejmms.v10i2.2047

Refbacks

  • There are currently no refbacks.


Copyright (c) 2025 John John D. Imba, Sophremiano B. Antipolo

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.

The research works published in this journal are free to be accessed. They can be shared (copied and redistributed in any medium or format) and\or adapted (remixed, transformed, and built upon the material for any purpose, commercially and\or not commercially) under the following terms: attribution (appropriate credit must be given indicating original authors, research work name and publication name mentioning if changes were made) and without adding additional restrictions (without restricting others from doing anything the actual license permits). Authors retain the full copyright of their published research works and cannot revoke these freedoms as long as the license terms are followed.

Copyright © 2017-2026. European Journal of Management and Marketing Studies (ISSN 2501 - 9988) is a registered trademark of Open Access Publishing GroupAll rights reserved.

This journal is a serial publication uniquely identified by an International Standard Serial Number (ISSN) serial number certificate issued by Romanian National Library. All the research works are uniquely identified by a CrossRef DOI digital object identifier supplied by indexing and repository platforms. All the research works published on this journal are meeting the Open Access Publishing requirements and standards formulated by Budapest Open Access Initiative (2002), the Bethesda Statement on Open Access Publishing (2003) and  Berlin Declaration on Open Access to Knowledge in the Sciences and Humanities (2003) and can be freely accessed, shared, modified, distributed and used in educational, commercial and non-commercial purposes under a Creative Commons Attribution 4.0 International License. Copyrights of the published research works are retained by authors.