Korean Academic Society of Business Administration
[ Article ]
korean management review - Vol. 50, No. 2, pp.331-356
ISSN: 1226-1874 (Print)
Print publication date 30 Apr 2021
Received 21 Sep 2020 Revised 11 Nov 2020 Accepted 18 Nov 2020
DOI: https://doi.org/10.17287/kmr.2021.50.2.331

소셜미디어 브랜드 메시지의 언어적 특성이 고객인게이지먼트에 미치는 영향

Jungwon Lee ; Yunhye Lee ; Cheol Park
(First Author) Korea University d2ljw510@naver.com
(Co-Author) Korea University younhye@korea.ac.kr
(Corresponding Author) Korea University cpark@korea.ac.kr
Do the Linguistic Styles of Brand Messages Affect the Customer Engagement on Social Media?


Copyright 2011 THE KOREAN ACADEMIC SOCIETY OF BUSINESS ADMINISTRATION
This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0, which permits unrestricted, distribution, and reproduction in any medium, provided the original work is properly cited.

Abstract

Social media is regarded as a means to increase customer engagement, and the use of social media to induce customer engagement is expanding as a major marketing trend of companies in recent years. According to the speech act theory, it is highly likely that not only the content is trying to convey, but also the communication method affects customer engagement. In this context, this study classified the combinations of various linguistic styles contained in the Twitter messages of global brands into classes, and analyzed the relationship between these classes and customer engagement. For empirical analysis, 17,621 tweet messages from six representative global brands were collected. And after analyzing linguistic characteristics using LIWC 2015, an automated text analysis program, we classified the linguistic style combinations of global brand tweet messages through the Latent Class Analysis method. Using Zero-Inflated Negative Binomial regression analysis, the relationship between the class and customer engagement classified through linguistic style combination was analyzed. As results, the linguistic style combinations of global brand tweet messages were divided into 4 classes, and it was found that there was a difference in customer engagement performance according to each class.

Keywords:

Social Media, Brand Message, Customer Engagement, Linguistic Style

References

  • Akpinar, Ezgi, P. WJ. Verlegh, and A. Smidts(2018), “Sharing product harm information: The effects of self-construal and self-relevance,” International Journal of Research in Marketing, 35(2), pp.319-335. [https://doi.org/10.1016/j.ijresmar.2018.01.001]
  • Aleti, T., J. I. Pallant, A. Tuan, and T. Van Laer (2019), “Tweeting with the Stars: Automated Text Analysis of the Effect of Celebrity Social Media Communications on Consumer Word of Mouth,” Journal of Interactive Marketing, 48, pp.17-32. [https://doi.org/10.1016/j.intmar.2019.03.003]
  • Araujo, T., P. Neijens, and R. Vliegenthart(2015), “What Motivates Consumers To Re-Tweet Brand Content?,” Journal of Advertising Research, 55(3), pp.284-295. [https://doi.org/10.2501/JAR-2015-009]
  • Austin, J. L.(1962), How to do things with words, London: Oxford University Press.
  • Azagba, S. and M. F. Sharaf(2011), “Psychosocial working conditions and the utilization of health care services,” BMC Public Health, 11(1), pp.1-7. [https://doi.org/10.1186/1471-2458-11-642]
  • Baker, A. M., N. Donthu, and V. Kumar(2016), “Investigating how Word-of-Mouth Convertsations about Brands Influence Purchase and Retransmission Intentions,” Journal of Marketing Research, 53(2), pp.225-239. [https://doi.org/10.1509/jmr.14.0099]
  • Baldus, B. J., C. Voorhees, and R. Calantone(2015), “Online brand community engagement: Scale development and validation,” Journal of Business Research, 68(5), pp.978-985. [https://doi.org/10.1016/j.jbusres.2014.09.035]
  • Barasch, A., and J. Berger(2014), “Broadcasting and Narrowcasting: How Audience Size Affects What People Share,” Journal of Marketing Research, 51(3), pp.286-299. [https://doi.org/10.1509/jmr.13.0238]
  • Batra, R., and K. L. Keller(2016), “Integrating Marketing Communications: New Findings, New Lessons, and New Ideas,” Journal of Marketing, 80(6), pp.122-145. [https://doi.org/10.1509/jm.15.0419]
  • Berger, J. and K. L. Milkman(2012), “What Makes Online Content Viral?,” Journal of Marketing Research, 49(2), pp.192-205. [https://doi.org/10.1509/jmr.10.0353]
  • Biber, D., and E. Finegan(1988), “Adverbial stance types in English,” Discourse Processes, 11 (1), pp.1-34. [https://doi.org/10.1080/01638538809544689]
  • Blasco-Arcas, L., B. L. Hernandez-Ortega, and J. Jimenez-Martinez(2016), “Engagement platforms,” Journal of Service Theory and Practice, 26(5), pp.559-589. [https://doi.org/10.1108/JSTP-12-2014-0286]
  • Brodie, R. J., A. Ilic, B. Juric, and L. Hollebeek (2013), “Consumer engagement in a virtual brand community: An exploratory analysis,” Journal of Business Research, 66(1), pp. 105-114. [https://doi.org/10.1016/j.jbusres.2011.07.029]
  • Brodie, R. J., L. D. Hollebeek, B. Jurić, and A. Ilić (2011), “Customer Engagement,” Journal of Service Research, 14(3), pp.252-271. [https://doi.org/10.1177/1094670511411703]
  • Carlson, J., N. J. De Vries, M. M. Rahman, and A. Taylor(2017), “Go with the flow: engineering flow experiences for customer engagement value creation in branded social media environments,” Journal of Brand Management, 24(4), pp.334-348. [https://doi.org/10.1057/s41262-017-0054-4]
  • Castelló, L., M. Etter, and F. Å. Nielsen(2015), “Strategies of Legitimacy Through Social Media: The Networked Strategy,” Journal of Management Studies, 53(3), pp.402-432. [https://doi.org/10.1111/joms.12145]
  • Chapman, C.(2019), “Commentary: Mind Your Text in Marketing Practice,” Journal of Marketing, 84(1), pp.26-31. [https://doi.org/10.1177/0022242919886882]
  • Coelho, R. L. F., D. S. De Oliveira, and M. I. S. De Almeida(2016), “Does social media matter for post typology? Impact of post content on Facebook and Instagram metrics,” Online Information Review, 40(4), pp.458-471. [https://doi.org/10.1108/OIR-06-2015-0176]
  • Cohn, M. A., M. R. Mehl, and J. W. Pennebaker (2004), “Linguistic Markers of Psychological Change Surrounding September 11, 2001,” Psychological Science, 15(10), pp.687-693. [https://doi.org/10.1111/j.0956-7976.2004.00741.x]
  • Colicev, A., P. O’Connor, and Vi. E. Vinzi(2016), “Is Investing in Social Media Really Worth It? How Brand Actions and User Actions Influence Brand Value,” Service Science, 8 (2), pp.152-168. [https://doi.org/10.1287/serv.2016.0143]
  • Cox, D. R.(1983), “Some remarks on overdispersion,” Biometrika, 70(1), pp.269-274. [https://doi.org/10.1093/biomet/70.1.269]
  • Dessart, L.(2017), “Social media engagement: a model of antecedents and relational outcomes,” Journal of Marketing Management, pp.1-25. [https://doi.org/10.1080/0267257X.2017.1302975]
  • Dijck, J. V.(2013), “‘You have one identity’: performing the self on Facebook and LinkedIn,” Media, Culture &Society, 35(2), pp.199-215. [https://doi.org/10.1177/0163443712468605]
  • Doorn, J. V., K. N. Lemon, V. Mittal, S. Nass, D. Pick, P. Pirner, and P. C. Verhoef(2010), “Customer Engagement Behavior: Theoretical Foundations and Research Directions,” Journal of Service Research, 13(3), pp.253-266. [https://doi.org/10.1177/1094670510375599]
  • Escalas, J. E.(2007), “Self-Referencing and Persuasion : Narrative Transportation versus Analytical Elaboration,” Journal of Consumer Research, 33(4), pp.421-429. [https://doi.org/10.1086/510216]
  • Gerrig, R. J.(1993), Experiencing narrative worlds: on the psychological activities of reading, New Haven: Westview.
  • Goh, K. Y., C. S. Heng, and Z. Lin(2013), “Social Media Brand Community and Consumer Behavior: Quantifying the Relative Impact of User- and Marketer-Generated Content,” Information Systems Research, 24(1), pp. 88-107. [https://doi.org/10.1287/isre.1120.0469]
  • Gummerus, J., V. Liljander, E. Weman, and M. Pihlström(2012), “Customer engagement in a Facebook brand community,” Management Research Review, 35(9), pp.857-877. [https://doi.org/10.1108/01409171211256578]
  • Harmeling, C. M., J. W. Moffett, M. J. Arnold, and B. D. Carlson(2016), “Toward a theory of customer engagement marketing,” Journal of the Academy of Marketing Science, 45 (3), pp.312-335. [https://doi.org/10.1007/s11747-016-0509-2]
  • Harrigan, P., U. Evers, M. P. Miles, and T. Daly (2018), “Customer engagement and the relationship between involvement, engagement, self-brand connection and brand usage intent,” Journal of Business Research, 88, pp.388-396. [https://doi.org/10.1016/j.jbusres.2017.11.046]
  • Hollebeek, L. D., J. Conduit, and R. J. Brodie(2016), “Strategic drivers, anticipated and unanticipated outcomes of customer engagement,” Journal of Marketing Management, 32(5-6), pp.393-398. [https://doi.org/10.1080/0267257X.2016.1144360]
  • Hollebeek, L. D., M. S. Glynn, and R. J. Brodie(2014), “Consumer Brand Engagement in Social Media: Conceptualization, Scale Development and Validation,” Journal of Interactive Marketing, 28(2), pp.149-165. [https://doi.org/10.1016/j.intmar.2013.12.002]
  • Hopkins, D. J. and G. King(2010), “A Method of Automated Nonparametric Content Analysis for Social Science,” American Journal of Political Science, 54(1), pp.229-247. [https://doi.org/10.1111/j.1540-5907.2009.00428.x]
  • Hwong, Y. L., C. Oliver, M. V. Kranendonk, C. Sammut, and Y. Seroussi(2017), “What makes you tick? The psychology of social media engagement in space science communication,” Computers in Human Behavior, 68, pp.480-492. [https://doi.org/10.1016/j.chb.2016.11.068]
  • Islam, J. U. and Z. Rahman(2016), “Linking Customer Engagement to Trust and Word-of-Mouth on Facebook Brand Communities: An Empirical Study,” Journal of Internet Commerce, 15(1), 40-58. [https://doi.org/10.1080/15332861.2015.1124008]
  • Johnen, M. and O. Schnittka(2019), “When pushing back is good: the effectiveness of brand responses to social media complaints,” Journal of the Academy of Marketing Science, 47 (5), pp.858-878. [https://doi.org/10.1007/s11747-019-00661-x]
  • Kacewicz, E., J. W. Pennebaker, M. Davis, M. Jeon, and A. C. Graesser(2013), “Pronoun Use Reflects Standings in Social Hierarchies,” Journal of Language and Social Psychology, 33(2), pp.125-143. [https://doi.org/10.1177/0261927X13502654]
  • Kim, C. S. and S. U. Yang(2017), “Like, comment, and share on Facebook: How each behavior differs from the other,” Public Relations Review, 43(2), pp.441-449. [https://doi.org/10.1016/j.pubrev.2017.02.006]
  • Laer, T. V. and K. D. Ruyter(2010), “In stories we trust: How narrative apologies provide cover for competitive vulnerability after integrity-violating blog posts,” International Journal of Research in Marketing, 27(2), pp.164-174. [https://doi.org/10.1016/j.ijresmar.2009.12.010]
  • Langley, D. J., M. C. Hoeve, J. R. Ortt, N. Pals, and B. Van Der Vecht(2014), “Patterns of Herding and their Occurrence in an Online Setting,” Journal of Interactive Marketing, 28(1), pp.16-25. [https://doi.org/10.1016/j.intmar.2013.06.005]
  • Lee. J. W. and C. Park.(2021), “An Analysis on the Relationship Between Content Topics of Social Media and Customer Engagement Using Machine Learning Methodology,” Korea Management Review, 50(1), 115-142. [https://doi.org/10.17287/kmr.2021.50.1.115]
  • Li, Y. and Ying X.(2019), “Is a Picture Worth a Thousand Words? An Empirical Study of Image Content and Social Media Engagement,” Journal of Marketing Research, 57(1), pp. 1-19. [https://doi.org/10.1177/0022243719881113]
  • Liu, A. X., Y. Xie, and J. Zhang(2019), “It's Not Just What You Say, But How You Say It: The Effect of Language Style Matching on Perceived Quality of Consumer Reviews,” Journal of Interactive Marketing, 46, pp. 70-86. [https://doi.org/10.1016/j.intmar.2018.11.001]
  • Liu, Y.(2006), “Word of Mouth for Movies: Its Dynamics and Impact on Box Office Revenue,” Journal of Marketing, 70 (3), pp.74-89. [https://doi.org/10.1509/jmkg.70.3.74]
  • Ludwig, S., K. D. Ruyter, M. Friedman, E. C. Brüggen, M. Wetzels, and G. Pfann(2013), “More than Words: The Influence of Affective Content and Linguistic Style Matches in Online Reviews on Conversion Rates,” Journal of Marketing, 77(1), pp.87-103. [https://doi.org/10.1509/jm.11.0560]
  • Malthouse, E. and C. Hofacker(2010), “Looking Back and Looking Forward with Interactive Marketing,” Journal of Interactive Marketing, 24 (3), pp.181-184. [https://doi.org/10.1016/j.intmar.2010.04.005]
  • Malthouse, E. C., B. J. Calder, S. J. Kim, and M. Vandenbosch(2016), “Evidence that usergenerated content that produces engagement increases purchase behaviours,” Journal of Marketing Management, 32(5-6), pp.427-444. [https://doi.org/10.1080/0267257X.2016.1148066]
  • Marbach, J., C. R. Lages, and D. Nunan(2016), “Who are you and what do you value? Investigating the role of personality traits and customer-perceived value in online customer engagement,” Journal of Marketing Management, 32(5-6), pp.502-525. [https://doi.org/10.1080/0267257X.2015.1128472]
  • Martínez-López, F. J., R. Anaya-Sánchez, S. Molinillo, R. Aguilar-Illescas, and I. Esteban-Millat (2017), “Consumer engagement in an online brand community,” Electronic Commerce Research and Applications, 23, pp.24-37. [https://doi.org/10.1016/j.elerap.2017.04.002]
  • De Mooij, M.(2018), Global marketing and advertising : understanding cultural paradoxes, Los Angeles: SAGE.
  • Muntinga, D. G., M. Moorman, and E. G. Smit(2011), “Introducing COBRAs,” International Journal of Advertising, 30(1), pp.13-46. [https://doi.org/10.2501/IJA-30-1-013-046]
  • Namkoong, J. E., J. H. Ro, and M. D. Henderson (2019), “Responding to Causal Uncertainty in the Twitterverse: When Abstract Language and Social Prominence Increase Message Engagement,” Journal of Interactive Marketing, 45, pp.81-98. [https://doi.org/10.1016/j.intmar.2018.11.002]
  • Ordenes, F. V., D. Grewal, S. Ludwig, K. D. Ruyter, D. Mahr, and M. Wetzels(2018), “Cutting through Content Clutter: How Speech and Image Acts Drive Consumer Sharing of Social Media Brand Messages,” Journal of Consumer Research, 45(5), pp.988-1012. [https://doi.org/10.1093/jcr/ucy032]
  • Pansari, A. and V. Kumar(2016), “Customer engagement: the construct, antecedents, and consequences,” Journal of the Academy of Marketing Science, 45(3), pp.294-311. [https://doi.org/10.1007/s11747-016-0485-6]
  • Pennebaker, J. W., C. K. Chung, J. Frazee, G. M. Lavergne, and D. I. Beaver(2014), “When Small Words Foretell Academic Success: The Case of College Admissions Essays,” PLoS ONE, 9(12). [https://doi.org/10.1371/journal.pone.0115844]
  • Pennebaker, J. W., R. L. Boyd, K. Jordan, and K. Blackburn(2015), “The Development and Psychometric Properties of LIWC2015,” TexasScholarWorks, (accessed September 12, 2020), [available at https://repositories.lib.utexas.edu/handle/2152/31333, ].
  • Purnawirawan, N., M. Eisend, P. D. Pelsmacker, and N. Dens(2015), “A Meta-analytic Investigation of the Role of Valence in Online Reviews,” Journal of Interactive Marketing, 31, pp.17-27. [https://doi.org/10.1016/j.intmar.2015.05.001]
  • Rapp, A., L. S. Beitelspacher, D. Grewal, and D. E. Hughes(2013), “Understanding social media effects across seller, retailer, and consumer interactions,” Journal of the Academy of Marketing Science, 41(5), pp.547-566. [https://doi.org/10.1007/s11747-013-0326-9]
  • Sabate, F., J. Berbegal-Mirabent, A. Cañabate, and P. R. Lebherz(2014), “Factors influencing popularity of branded content in Facebook fan pages,” European Management Journal, 32(6), pp.1001-1011. [https://doi.org/10.1016/j.emj.2014.05.001]
  • Searle, J. R.(1970), Speech acts an essay in the philosophy of language, Cambridge: Univ. Press. [https://doi.org/10.1017/CBO9781139173438]
  • Seo, Y. R., X. Li, Y. K. Choi, and S. K. Yoon(2018), “Narrative Transportation and Paratextual Features of Social Media in Viral Advertising,” Journal of Advertising, 47(1), pp.83-95. [https://doi.org/10.1080/00913367.2017.1405752]
  • Sprott, D., S. Czellar, and E. Spangenberg(2009), “The Importance of a General Measure of Brand Engagement on Market Behavior: Development and Validation of a Scale,” Journal of Marketing Research, 46(1), pp. 92-104. [https://doi.org/10.1509/jmkr.46.1.92]
  • Sundstrom, B. and A. B. Levenshus(2017), “The art of engagement: dialogic strategies on Twitter,” Journal of Communication Management, 21(1), pp.17-33. [https://doi.org/10.1108/JCOM-07-2015-0057]
  • Swani, K., G. R. Milne, and E. G. Miller(2019), “Social media services branding: The use of corporate brand names,” Journal of Business Research.
  • Tao, W. and C. Wilson(2015), “Fortune1000 communication strategies on Facebook and Twitter,” Journal of Communication Management, 19(3), pp.208-23. [https://doi.org/10.1108/JCOM-01-2013-0004]
  • Tausczik, Y. R. and J. W. Pennebaker(2009), “The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods,” Journal of Language and Social Psychology, 29(1), pp.24-54. [https://doi.org/10.1177/0261927X09351676]
  • Vries, L. D., S. Gensler, and P. S. H. Leeflang(2012), “Popularity of Brand Posts on Brand Fan Pages: An Investigation of the Effects of Social Media Marketing,” Journal of Interactive Marketing, 26(2), pp.83-91. [https://doi.org/10.1016/j.intmar.2012.01.003]

∙The author Jungwon Lee is a Ph.D. Candidate of Corporate Management at Korea University and an Instructor at Hankuk University of Foreign Studies and Dankook University. He received his B.B.A in International Business from Chungbuk National University and M.S in e-business from Korea University. His research interests include digital marketing, social media, and he has published papers in Korean Management Review, Korean Marketing Review, Journal of IT Service, and Information Systems Research.

∙The author Yunhye Lee is a Ph.D. Candidate of Corporate Management at Korea University. She received her B.B.A in Tourism Management from Cheongju University and M.B.A in Management information from Korea University. Her research interests include social media marketing, service marketing, consumer behavior, and she has published papers in Journal of Tourism Management Research, The Academy of Customer Satisfaction Management, and The Journal of Internet Electronic Commerce Research.

∙The author Cheol Park is a Professor at College of Global Business, Korea University. He received his B.A. in Economics, M.B.A. and Ph.D. in Business Administration from Seoul National University. He had worked for Samsung before joining academic area. He has been a visiting scholar at Vanderbilt University, University of Hawaii, Mongolia International University, and University of Jinan in China. His research interests include marketing and consumer behaviors in digital environment. He has published papers in influential journals such as International Journal of Information Management, Journal of Interactive Marketing, International Marketing Review, and Journal of Business Research.