The Effect of Social Media Marketing on Purchase Intention with the Mediating Role of Brand Awareness and Consumer Motivation

Document Type : Research Paper

Authors

1 Department of Management and Accounting, Faculty of Humanities, University of Zanjan, Zanjan, Iran

2 Department of Corporate Entrepreneurship, Faculty of Entrepreneurship, University of Tehran, Tehran, Iran

10.22059/ijms.2024.364512.676155

Abstract

This study aims to examine the effects of social media marketing activities (SMMAs) on purchase intention (PI), with the mediating roles of brand awareness (BA) and consumer motivation (CM). Data from 379 participants who used social media were analyzed using structural equation modeling. Results revealed that SMMAs had a significant positive effect on BA, CM, and PI. The effect of CM on PI was also significant. However, the effect of BA on PI was not statistically significant. In addition, CM had a mediating role in the relationship between SMMAs and PI, but BA did not mediate the relationship between SMMAs and PI. This research indicates that marketing managers should acknowledge the main characteristics of online consumers and customize their content to meet customers’ specific needs. The results of this study may be utilized in the development of SMMA strategies.

Keywords

Main Subjects


Aggarwal, R., & Mittal, S. (2022). Impact of social media marketing activities on purchase intentions via customer equity drivers: An empirical case study on smartphone brands. International Journal of Online Marketing, 12(1), 1–19. https://doi.org/10.4018/IJOM.299402
Agnihotri, R. (2020). Social media, customer engagement, and sales organizations: a research agenda. Industrial Marketing Management, 90, 291-299. https://doi.org/10.1016/j.indmarman.2020.07.017
Agnihotri, R., Dingus, R., Hu, M.Y., & Krush, M. T. (2016). Social media: Influencing customer satisfaction in B2B sales. Industrial Marketing Management, 53, .172-180. https://doi.org/10.1016/j.indmarman.2015.09.003
Ahmed, K. A. A., & Sathish, A. S. (2015). Unleashing the utilitarian motivations of online shopping among Indian youth. Mediterranean Journal of Social Sciences, 6(2), 391-398. https://doi.org/10.5901/mjss.2015.v6n2p391
Alalwan, A. A. (2018). Investigating the impact of social media advertising features on customer purchase intention. International Journal of Information Management,  42, 65-77. https://doi.Org/10.1016/j.ijinfomgt.2018.06.001
Alhabash, S., & Ma, M. (2017). A tale of four platforms: Motivations and uses of Facebook, Twitter, Instagram, and Snapchat among college students? Social Media + Society, 3(1), 205630511769154. https://doi.org/10.1177/2056305117691544
Alnsour, M., & Tayeh, Z. A. (2019). Impact of social media use on brand awareness: An applied study on Jordanian banks that uses Facebook. International Journal of Electronic Banking, 1(4), 341-357. https://doi.org/10.1504/IJEBANK.2019.10022929
Anas, A. M., Abdou, A. H., Hassan, T. H., Alrefae, W. M. M., Daradkeh, F. M., El-Amin, M. A.M. M., Kegour, A. B. A., & Alboray, H. M. M. (2023). Satisfaction on the driving seat: Exploring the influence of social media marketing activities on followers’ purchase intention in the restaurant industry context. Sustainability, 15(9), 7207. https://doi.org/10.3390/su15097207
Anderson, K. C., Knight, D. K., Pookulangara, S., & Josiam, B. (2014). Influence of hedonic and utilitarian motivations on retailer loyalty and purchase intention: A Facebook perspective. Journal of Retailing and Consumer Services, 21(5), 773-779. https://doi.org/10.1016/j.jretconser.2014.05.007
Andriani, D., Ramadhani, I., Febriana, A.V. and Gunadi, W. (2021). Influences of E-WOM in social media on consumer’s purchase intention on online video streaming. In 2021 International Conference on Information Management and Technology (ICIMTech) (pp. 755-760). IEEE. https://doi.org/10.1109/ICIMTech53080.2021.9535073
Angelyn, A., & Kodrat, D. S. (2021). The effect of social media marketing on purchase decision with brand awareness as mediation on Haroo Table. International Journal of Review Management Business and Entrepreneurship, 1(1), 16-24. https://doi.org/10.37715/rmbe.v1i1.1946
Armawan, I., Sudarmiatin, S., Hermawan, A., & Rahayu, W. P. (2023). The effect of social media marketing, SerQual, eWOM on purchase intention mediated by brand image and brand trust: Evidence from black sweet coffee shop. International Journal of Data and Network Science, 7(1), 141–152. https://doi.org/10.5267/j.ijdns.2022.11.008
Ashraf, R. U., Hou, F., & Ahmad, W. (2019). Understanding continuance intention to use social media in China: The roles of personality drivers, hedonic value, and utilitarian value. International Journal of Human–Computer Interaction, 35(13), 1216–1228. https://doi.org/10.1080/10447318.2018.1519145
Azzari, V., & Pelissari, A. (2020). Does brand awareness influences purchase intention? The mediation role of brand equity dimensions. Brazilian Business Review, 17(6), 669-685. https://doi.org/10.15728/bbr.2020.17.6.4
Baines, P., Whitehouse, S., Rosengren, S., & Antonetti, P. (2021). Fundamentals of Marketing (2nd ed..). Oxford University Press.
Baird, C. H., & Parasnis, G. (2011). From social media to social customer relationship management. Strategy & leadership, 39(5), pp. 30-37.
Bajpai, N. (2011). Business Research Methods, Pearson, Delhi.
Barker, V. (2009). Older adolescents’ motivations for social network site use: The influence of gender, group identity, and collective self-esteem. CyberPsychology and Behavior, 12(2), 209–213. https://doi.org/10.1089/cpb.2008.0228
Barta, S., Flavian, C., & Gurrea, R. (2021). Managing consumer experience and online flow: Differences in handheld devices vs PCs. Technology in Society,  64, 101525. https://doi.org/10.1016/j.techsoc.2020.101525
Bazi, S., Filieri, R., & Gorton, M. (2020). Customers’ motivation to engage with luxury brands on social media. Journal of Business Research, 112, 223–235. https://doi.org/10.1016/j.jbusres.2020.02.032
Berthon, P. R., Pitt, L.F., Plangger, K., & Shapiro, D. (2012). Marketing meets Web 2.0, social media, and creative consumers: Implications for international marketing strategy. Business Horizons, 55(3), 261-271. https://doi.org/doi:10.1016/j.bushor.2012.01.007
Bi̇lgi̇n, Y. (2018). The effect of social media marketing activities on brand awareness brand image and brand loyalty. Business & Management Studies: An International Journal, 6(1). 128-148.  http://dx.doi.org/10.15295/bmij.v6i1.229
Brell, J., Calero Valdez, A., Schaar, A. K., & Ziefle, M. (2016). Gender differences in usage motivation for social networks at work. In P. Zaphiris & A. Ioannou (Eds.). Learning and collaboration technologies, 9753, 663–674. Springer. https://doi.org/10.1007/978-3-319-39483-1_60
Buil, I., de Chernatony, L., & Martínez, E. (2013). Examining the role of advertising and sales promotions in brand equity creation. Journal of Business Research, 66(1), 115-122. https://doi.org/10.1016/j.jbusres.2011.07.030
Campbell, M. C. and Kirmani, A. (2008). I know what you're doing and why you’re doing it: the use of the persuasion knowledge model in consumer research, Haugtvedt, C.P., Herr, P. and Kardes, F. R. (Eds), The Handbook of Consumer Psychology, Lawrence Erlbaum Associates, New York, pp. 549-571.
Chi, H.-H. (2011). Interactive digital advertising vs. Virtual brand community: Exploratory study of user motivation and social media marketing responses in Taiwan. Journal of Interactive Advertising, 12(1), 44–61. https://doi.org/10.1080/15252019.2011.10722190
Chuang, S-H. (2020). Co-creating social media agility to build strong customer-firm relationships. Industrial Marketing Management, 84, 202-211. https://doi.org/10.1016/j.indmarman.2019.06.012
Cleo, C., & Sopiah, S. (2021). The influence of social media marketing activities on purchase intention through brand awareness. KnE Social Sciences, 5(8), 220-238. https://doi.org/10.18502/kss.v5i8.9361
Colicev, A., Malshe, A., Pauwels, K., & O’Connor, P. (2018). Improving consumer mindset metrics and shareholder value through social media: The different roles of owned and earned media. Journal of Marketing, 82(1), 37-56. https://doi.org/10.1509/jm.16.0055
Dabbous, A. & Barakat, K. A. (2020). Bridging the online offline gap: Assessing the impact of brands’ social network content quality on brand awareness and purchase intention. Journal of Retailing and Consumer Services, 53, 101966. https://doi.org/10.1016/j.jretconser.2019.101966
Dann, S. (2010). Redefining social marketing with contemporary commercial marketing definitions. Journal of Business Research, 63(2), 147-153. https://doi.org/10.1016/j.jbusres.2009.02.013
de Vries, L., Peluso, A. M., Romani, S., Leeflang, P. S. H., & Marcati, A. (2017). Explaining consumer brand-related activities on social media: An investigation of the different roles of self-expression and socializing motivations. Computers in Human Behavior, 75, 272–282. https://doi.org/10.1016/j.chb.2017.05.016
Dixon, S. (2022). Distribution of Instagram users worldwide as of April 2022, by age group. Statista. https://www.statista.com/statistics/325587/instagram-global-age-group/
Dülek, B. and Aydin, İ (2020). Effect of social media marketing on e-WOM, brand loyalty, and purchase intent, Bingöl University Journal of Social Sciences Institute, Vol. 20, pp. 271-288. https://doi.org/10.29029/busbed.734350
Dwivedi, Y. K., Ismagilova, E., Hughes, D. L., Carlson, J., Filieri, R., Jacobson, J., Jain, V., Karjaluoto, H., Kefi, H. Krishen, A. S., Kumar, V., Rahman, M. M., Raman, R., Rauschnabel, P. A., Rowley, J., Salo, J., Tran, G. A, & Wang,Y. (2021). Setting the future of digital and social media marketing research: Perspectives and research propositions. International Journal of Information Management, 59(1), 1-37. https://doi.org/10.1016/j.ijinfomgt.2020.102168
Ebrahim, R. S. (2019). The role of trust in understanding the impact of social media marketing on brand equity and brand loyalty. Journal of Relationship Marketing, 19(4), 287-308. https://doi.Org/10.1080/15332667.2019.1705742
Ebrahimi, P., Hajmohammadi, A., & Khajeheian, D. (2020). Place branding and moderating role of social media. Current Issues in Tourism, 23(14), 1723-1731. https://doi.org/10.1080/13683500.2019.1658725
Ehsan Malik, M., Mudasar Ghafoor, M., Kashif Iqbal, H., Riaz, U., ul Hassan, N., Mustafa, M., & Shahbaz, S. (2013). Importance of brand awareness and brand loyalty in assessing purchase intentions of the consumer. International Journal of Business and Social Science, 4(5), 165-170.
Ellitan, L., Harvina, L. G. D., & Lukito, R. S. H. (2022). The effect of social media marketing on brand image, brand trust, and purchase intention of Somethinc skincare products in Surabaya. Journal of Entrepreneurship and Business, 3(2), 104–114. https://doi.org/10.24123/jeb.v3i2.4801
Emini, A. & Zeqiri, J. (2021). The impact of social media marketing on purchase intention in a transition economy: The mediating role of brand awareness and brand engagement, ENTRENOVA - ENTerprise REsearch InNOVAtion, 7(1), 262-272. https://doi.org/10.54820/FDOR9238
Enginkaya, E., & Yılmaz, H. (2014). What drives consumers to interact with brands through social media? A motivation scale development study. Procedia - Social and Behavioral Sciences, 148, 219–226. https://doi.org/10.1016/j.sbspro.2014.07.037
Febriyantoro, M. T. (2020). Exploring YouTube marketing communication: Brand awareness, brand image and purchase intention in the millennial generation. Cogent Business & Management, 7, 1787733. https://doi.org/10.1080/23311975.2020.1787733
Fernandes, E., Semuel, H., & Adiwijaya, M. (2020). The influence of social media advertising on purchase intention through utilitarian and hedonic shopping motivation: A study at beauty care and anti-aging clinic service in Surabaya. Petra International Journal of Business Studies, 3(1), 23-36. https://doi.org/10.9744/ijbs.3.1.23-36
Florenthal, B. (2019). Young consumers’ motivational drivers of brand engagement behavior on social media sites: A synthesized U and G and TAM framework. Journal of Research in Interactive Marketing, 13(3), 351–391. https://doi.org/10.1108/JRIM-05-2018-0064
Fornell, C. & Larcker, D.F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39-50. https://doi.org/10.1177/002224378101800104
Gan, C., & Wang, W. (2017). The influence of perceived value on purchase intention in social commerce context. Internet Research, 27(4), 772-785. https://doi.org/10.1108/intr-06-2016-0164
Ganesh, K. (2018). Portea: Social media applications. In G. Heggde, G. & G. Shainesh (Eds.), Social Media Marketing (pp. 195–207). Springer.https://doi.org/10.1007/978-981-10-5323-8_14
Godey, B., Manthiou, A., Pederzoli, D., Rokka, J., Aiello, G., Donvito, R., & Singh, R. (2016). Social media marketing efforts of luxury brands: Influence on brand equity and consumer behavior. Journal of Business Research, 69(12), 5833-5841. https://doi:10.1016/j.jbusres.2016.04.181
Guenzi, P., & Nijssen, E. J. (2020). Studying the antecedents and outcome of social media use by salespeople using a MOA framework. Industrial Marketing Management, 90, 346-359. https://doi.org/10.1016/j.indmarman.2020.08.005
Guido, G. (2006). Shopping motives, big five factors, and the hedonic / utilitarian shopping values: An integration and factorial study. Innovative Marketing, 2(2), 57-67.
Haferkamp, N., Eimler, S. C., Papadakis, A.-M., & Kruck, J. V. (2012). Men are from Mars; women are from Venus? Examining gender differences in self-presentation on social networking sites. Cyberpsychology, Behavior, and Social Networking, 15(2), 91–98. https://doi.org/10.1089/cyber.2011.0151
Hair, J.F., Jr., Hult, G.T.M., Ringle, C., & Sarstedt, M. (2016). A primer on partial least squares structural equation modeling (PLS-SEM). Sage.
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139-151, https://doi.org/10.2753/MTP1069-6679190202.
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2-24. https://doi.org/10.1108/EBR-11-2018-0203
Hamidah, D. F. N., & Maulani, T. S. (2023). The influence of social media marketing and brand trust to purchase intention. Marketing Management Studies, 3(1), 31-40. https://doi.org/10.24036/mms.v3i1.359
Heinonen, K. (2011). Consumer activity in social media: Managerial approaches to consumers’ social media behavior. Journal of Consumer Behaviour, 10(6), 356–364. https://doi.org/10.1002/cb.376
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115-135. https://doi.org/10.1007/s11747-014-0403-8
Henseler, J., Ringle, C.M. and Sinkovics, R.R. (2009). The use of partial least squares path modeling in international marketing, Sinkovics, R.R. and Ghauri, P.N. (Eds.), New Challenges to International Marketing (Advances in International Marketing, Vol. 20), Emerald Group Publishing Limited, Bingley, UK Advances in International Marketing, 20, pp. 277-319. https://doi.org/10.1108/S1474-7979(2009)0000020014
Hoyer, W. D., MacInnis, D. J., & Pieters, R. (2023). Consumer Behavior (8th ed). Cengage Learning.
Hu, S., & Zhu, Z. (2022). Effects of social media usage on consumers’ purchase intention in social commerce: A cross-cultural empirical analysis. Frontiers in Psychology, = 13, 837752. https://doi.org/10.3389/fpsyg.2022.837752
Huang, R., & Sarigöllü, E. (2012). How brand awareness relates to market outcome, brand equity, and the marketing mix. Journal of Business Research, 65(1), 92-99. https://doi.org/10.1016/j.jbusres.2011.02.003
Hutter, K., Hautz, J., Dennhardt, S., & Füller, J. (2013). The impact of user interactions in social media on brand awareness and purchase intention: The case of MINI on Facebook. Journal of Product & Brand Management, 22(5/6), 342-351. https://doi.org/10.1108/JPBM-05-2013-0299
Hwang, H. S., & Choi, E. K. (2016). Exploring gender differences in motivations for using Sina Weibo. KSII Transactions on Internet and Information Systems, 10(3), 1429–1441. https://itiis.org/digital-library/manuscript/1300
Indrawati, I., Ramantoko, G., Widarmanti, T., Aziz, I. A., & Khan, F. U. (2022). Utilitarian, hedonic, and self-esteem motives in online shopping. Spanish Journal of Marketing - ESIC, 26(2), 231-246. https://doi.org/10.1108/SJME-06-2021-0113
Irshad, M., & Ahmad, M. S. (2019). Impact of consumers’ online motivations on the online purchase intentions: Mediating role of consumers’ attitudes towards social media marketing. Business & Economic Review, 11(3), 89–112. https://doi.org/10.22547/BER/11.3.4
Itani, O.S., Agnihotri, R., & Dingus, R. (2017). Social media use in B2B sales and its impact on competitive intelligence collection and adaptive selling: Examining the role of learning orientation as an enabler. Industrial Marketing Management, 66, 64-79. https://doi.org/10.1016/j.indmarman.2017.06.012
Jasin, M. (2022). The Role of social media marketing and electronic word of mouth on brand image and purchase intention of SMEs product. Journal of Information Systems and Management (JISMA), 1(4), 54–62. https://doi.org/10.4444/jisma.v1i4.258
Keller, K. L. (2008). Strategic branding management: Building, measuring, and managing brand Equity (3rd ed.). Prentice Hall.
Keller, K. L., Parameswaran, M. G., & Jacob, I. (2011). Strategic brand management: Building, measuring, and managing brand equity. Pearson Education, India.
Keller, K. L. (2013). Strategic brand management: building, measuring and managing brand equity (4th ed.). Pearson Education, Boston.
Kim, A. J. & Ko, E. (2012). Do social media marketing activities enhance customer equity? An empirical study of luxury fashion brand. Journal of Business Research, 65(10), 1480-1486. https://doi.org/10.1016/j.jbusres.2011.10.014
Kim, E., & Drumwright, M. (2016). Engaging consumers and building relationships in social media: How social relatedness influences intrinsic vs. extrinsic consumer motivation. Computers in Human Behavior, 63, 970-979. https://doi.org/10.1016/j.chb.2016.06.025
Kim, H-S. (2006). Using hedonic and utilitarian shopping motivations to profile inner city consumers. Journal of Shopping Center Research, 13(1), 57-79.
Kırcova, İ., Yaman, Y., & Köse, Ş. G. (2018). Instagram, Facebook or Twitter: Which engages best? A comparative study of consumer brand engagement and social commerce purchase intention. European Journal of Economics and Business Studies, 10(1) N, 279-289. https://doi.org/10.26417/ejes.v10i1.p279-289
Koivulehto, E. I. (2017). Do social media marketing activities enhance customer equity? A case study of fast-fashion brand Zara [Bachelor’s thesis]. Aalto University, Finland.
Kotler, P. (2003). Marketing Insights from A to Z: 80 Concepts Every Manager Needs to Know. John Wiley & Sons.
Krasnova, H., Veltri, N. F., Eling, N., & Buxmann, P. (2017). Why men and women continue to use social networking sites: The role of gender differences. The Journal of Strategic Information Systems, 26(4), 261–284. https://doi.org/10.1016/j.jsis.2017.01.004
Lau, W. W. F. (2016). Individual differences in motivations for using social media among university students, In S. Barker, S. Dawson, A. Pardo, & C. Colvin (Eds.), Show me the learning: Proceedings ASCILITE 2016 Adelaide (pp. 354–358). https://2016conference.ascilite.org/wp-content/uploads/ascilite2016_lau_concise.pdf
Le, H. B. H., Ngo, C. T., Trinh, T. T. H., & Nguyen, T. T. P. (2020). Factor affecting customers’ decision to use mobile banking service: A case of Thanh Hoa Province, Vietnam. Journal of Asian Finance, Economics and Business, 7(2), 205-212. https://doi.org/10.13106/jafeb.2020.vol7.no2.205.
Leftheriotis, I., & Giannakos, M. N. (2014). Using social media for work: Losing your time or improving your work? Computers in Human Behavior, 31, 134–142. https://doi.org/10.1016/j.chb.2013.10.016
Li, J., Abbasi, A., Cheema, A., & Abraham, L. B. (2020). Path to purpose? How online customer journeys differ for hedonic versus utilitarian purchases. Journal of Marketing, 84(4), 127–146. https://doi.org/10.1177/0022242920911628
Lin, H.-C., Bruning, P. F., & Swarna, H. (2018). Using online opinion leaders to promote the hedonic and utilitarian value of products and services. Business Horizons, 61(3), 431–442. https://doi.org/10.1016/j.bushor.2018.01.010
Lin, K.-Y., & Lu, H.-P. (2011). Why people use social networking sites: An empirical study integrating network externalities and motivation theory, Computers in Human Behavior, 27(3), 1152–1161. https://doi.org/10.1016/j.chb.2010.12.009
 Liu, Y., Jiang, C., & Zhao, H. (2019). Assessing product competitive advantages from the perspective of customers by mining user-generated content on social media. Decision Support Systems, 123, 113079. https://doi.org/10.1016/j.dss.2019.113079
Lutfie, H., & Marcelino, D. (2020). Purchase intention of OMG-Event-ASIA’s: how social media promotions effect through brand awareness. Dinasti International Journal of Digital Business Management, 2(1), 55-68. https://doi.org/10.31933/dijdbm.v2i1
Majeed, M., Owusu-Ansah, M., & Ashmond, A. A. (2021). The influence of social media on purchase intention: The mediating role of brand equity. Cogent Business and Management, 8(1), 1944008. https://doi.org/10.1080/23311975.2021.1944008
Mallalieu, L., & Nakamoto, K. (2008). Understanding the role of consumer motivation and salesperson behavior in inducing positive cognitive and emotional responses during a sales encounter. Journal of Marketing Theory and Practice, 16(3), 183-198. https://doi.org/10.2753/MTP1069-6679160301
Martinez-Lopez, F. J., Luna-Huertas, P., & Martinez, F. J. (2006). Motivations for consumption behaviours on the web: A conceptual model based on a holistic approach. International Journal of Electronic Marketing and Retailing, 1(1), 3-20. https://doi.org/10.1504/IJEMR.2006.010092
Meliawati, T., Gerald, S. C., & Aruman, A. E. (2023). The effect of social media marketing TikTok and product quality towards purchase intention: The effect of social media marketing TikTok and product quality towards purchase intention. Journal of Consumer Sciences, 8(1), 77–92. https://doi.org/10.29244/jcs.8.1.77-92
Mihaela, O.O.E. (2015). The influence of the integrated marketing communication on the consumer buying behaviour, Procedia Economics and Finance, Vol. 23, pp. 1446-1450. ttps://doi.org/10.1016/S2212-5671(15)00446-3
Moslehpour, M., Ismail, T., Purba, B., & Wong, W.-K. (2021). What makes Go-Jek go in Indonesia? The influences of social media marketing activities on purchase intention. Journal of Theoretical and Applied Electronic Commerce Research, 17(1), 89–103. https://doi.org/10.3390/jtaer17010005
Najafipour Moghadam, F. N., Masoudi Asl, I., Hessam, S. & Farahani, M. M. (2021). In search a medical tourism marketing pattern in Iran: The case of cultural sensitivities. International Journal of Healthcare Management, 14(4), 1081-1086. https://doi.org/10.1080/20479700.2020.1732647
Nam, J. C., Cho, S. R., & Lee, H. W. (2016). Customers’ satisfaction and loyalty with motivations to dine out and selected attributes in Korean traditional restaurant. Journal of Distribution Science, 14(8), 9-21. https://doi.org/10.15722/jds.14.8.201608.9
Nunnally, J.C. and Bernstein, I. H. (1994). Psychological theory. McGraw-Hill.
O’Brien, H. L. (2010). The influence of hedonic and utilitarian motivations on user engagement: The case of online shopping experiences. Interacting with Computers, 22(5), 344-352. https://doi.org/10.1016/j.intcom.2010.04.001
Ogilvie, J., Agnihotri, R., Rapp, A., & Trainor, K. (2018). Social media technology use and salesperson performance: A two study examination of the role of salesperson behaviors, characteristics, and training. Industrial Marketing Management, 75, 55-65. https://doi.org/10.1016/j.indmarman.2018.03.007
Pandey, A., Sahu, R., & Dash, M. K. (2018). Social media marketing impact on the purchase intention of millennials. International Journal of Business Information Systems,  28(2), 147-162. https://doi.org/10.1504/IJBIS.2018.091861
Parayil Iqbal, U., Hamza, V. K., & Sainudheen, Sh. (2023). The intervening impact of social media marketing on brand loyalty: A multi group analysis in customer demographics. Iranian Journal of Management Studies (IJMS), 16(4), 889-903. http//doi.org/10.22059/ijms.2022.342872.675097
Peña-García, N., Gil-Saura, I., Rodríguez-Orejuela, A., & Siqueira-Junior, J. R. (2020). Purchase intention and purchase behavior online: A cross-cultural approach. Heliyon, 6(6), E04284. https://doi.org/10.1016/j.heliyon.2020.e04284
Raees, M., Khan, S., & Zaheer, K. (2023). Impact of social media marketing on consumer purchase intention: A SEM based study of attitude towards information. International Journal of Social Science and Entrepreneurship, 3(2), 523–544. https://doi.org/10.58661/ijsse.v3i2.153
Rahbari, M., & Safari, H. (2022). Which social media has a higher penetration rate? Shargh newspaper. https://www.sharghdaily.com/fa/tiny/news-844450
Rehman, S. U., Bhatti, A., Mohamed, R., & Ayoup, H. (2019). The moderating role of trust and commitment between consumer purchase intention and online shopping behavior in the context of Pakistan. Journal of Global Entrepreneurship Research, 9(1), 43. https://doi.org/10.1186/s40497-019-0166-2
Ringle, C.M., Wende, S., & Becker, J.-M. (2015). SmartPLS 3. Boenningstedt: SmartPLS GmbH. http://www.smartpls.com.
Rubio, N., Oubiña, J., & Villaseñor, N. (2014). Brand awareness–brand quality inference and consumer’s risk perception in store brands of food products. Food Quality and Preference, 32(C), 289-298. https://doi.org/10.1016/j.foodqual.2013.09.006
Sağtaş, S. (2022). The effect of social media marketing on brand equity and consumer purchasing intention. Journal of Life Economics, 9(1), 21–31.
Sano, K. (2015). An empirical study of the effect of social media marketing activities upon customer satisfaction, positive word-of-mouth and commitment in indemnity insurance service. In Proceedings International Marketing Trends Conference (pp. 21-32). Wakayama.. http://archives.marketing-trends-congress.com/2015/pages/PDF/141.pdf
Sasmita, J., & Suki, N. M. (2015). Young consumers’ insights on brand equity. International Journal of Retail & Distribution Management, 43(3), 276-292. https://doi.org/10.1108/IJRDM-02-2014-0024
Schiffman, L., & Kanuk, L. (2009). Consumer Behaviour (10th ed.). Pearson Prentice Hall Publishing.
Seo, E-J., & Park, J-W. (2018). A study on the effects of social media marketing activities on brand equity and customer response in the airline industry. Journal of Air Transport Management, 66, 36-41. https://doi.org/10.1016/j.jairtraman.2017.09.014
Shareef, M. A., Mukerji, B., Dwivedi, Y. K., Rana, N. P., & Islam, R. (2019). Social media marketing: Comparative effect of advertisement sources. Journal of Retailing and Consumer Services, 46, pp. 58-69. https://doi.org/10.1016/j.jretconser.2017.11.001
Sharma, A., Fadahunsi, A., Abbas, H., & Pathak, V. K. (2022). A multi-analytic approach to predict social media marketing influence on consumer purchase intention. Journal of Indian Business Research, 14(2), 125–149. https://doi.org/10.1108/JIBR-08-2021-0313
Sharma, S. & Verma, H. V. (2018). Social media marketing: Evolution and change. In G. Heggde, & G. Shainesh (Eds.), Social media marketing (pp. 19-36). Springer.https://doi.org/10.1007/978-981-10-5323-8_2
Sheth, J. N. (2018). How social media will impact marketing media. In G. Heggde, & G. Shainesh (Eds.), Social Media Marketing (pp. 3-18). Springer . https://doi.org/10.1007/978-981-10-5323-8_1
Shi, S., Chen, Y., & Chow, W. S. (2016). Key values driving continued interaction on brand pages in social media: An examination across genders. Computers in Human Behavior, 62, 578–589. https://doi.org/10.1016/j.chb.2016.04.017
Soebandhi, S. & Sukoco, A. (2018). Role of utilitarian motivation on social media shopping behavior in global trade era. preprint, INA-Rxiv. https://doi.org/10.31227/osf.io/59s8d
Sook Kwon, E., Kim, E., Sung, Y., & Yun Yoo, C. (2014). Brand followers: Consumer motivation and attitude towards brand communications on Twitter. International Journal of Advertising, 33(4), 657–680. https://doi.org/10.2501/IJA-33-4-657-680
Stephens, D. L. (2017). Essentials of Consumer Behavior. Routledge/Taylor & Francis Group.
Tajeddini, K., Gamage, T. C., Hameed, W. U., Qumsieh-Mussalam, G., Chaijani, M. H., Rasoolimanesh, S. M., & Kallmuenzer, A. (2022). How self-gratification and social values shape revisit intention and customer loyalty of Airbnb customers. International Journal of Hospitality Management, 100, 103093. https://doi.org/10.1016/j.ijhm.2021.103093
To, P.-L., Liao, C., & Lin, T.-H. (2007). Shopping motivations on Internet: A study based on utilitarian and hedonic value. Technovation, 27(12), 774-787. https://doi.org/10.1016/j.technovation.2007.01.001
Tritama, H. B., & Tarigan, R. E. (2016). The effect of social media to the brand awareness of a product of a company. CommIT (Communication and Information Technology) Journal, 10(1), 9-14. https://doi.org/10.21512/commit.v10i1.1667
Venkatesh, V., Thong, J. Y. L., & Xu, X. (2012). Consumer acceptance and use of information technology:  Extending the unified theory of acceptance and use of technology. MIS Quarterly, 36(1), 157–178.  https://doi.org/10.2307/41410412
Wang, X., Yu, C. and Wei, Y. (2012). Social media peer communication and impacts on purchase intentions: a consumer socialization framework, Journal of Interactive Marketing, Vol. 26 No. 4, pp. 198-208. https://doi.org/10.1016/j.intmar.2011.11.004
Winarno, K. O., & Indrawati, I. (2022). Impact of social media marketing and electronic word of mouth (E-wom) on purchase intention. Jurnal Aplikasi Manajemen, 20(3), 668–683. https://doi.org/10.21776/ub.jam.2022.020.03.15  
Won, J., & Kim, B.-Y. (2020). The effect of consumer motivations on purchase intention of online fashion-sharing platform. The Journal of Asian Finance, Economics and Business, 7(6), 197-207. https://doi.org/10.13106/jafeb.2020.vol7.no6.197
Yasa, N., Giantari, I., Setini, M., & Rahmayanti, P. (2020). The role of competitive advantage in mediating the effect of promotional strategy on marketing performance. Management Science Letters, 10(12), 2845-2848. https://doi.org/10.5267/j.msl.2020.4.024
Yen, Y.-S. (2013). Exploring perceived value in social networking sites: The mediation of customer satisfaction. International Journal of Computer and Information Technology, 2(3), 386–391.
Zhang, D., Feng, X., & Chen, P. (2018). Examining microbloggers’ individual differences in motivation for social media use. Social Behavior and Personality: An International Journal, 46(4), 667–681. https://doi.org/10.2224/sbp.6539
Zhang, Y., Trusov, M., Stephen, A. T., & Jamal, Z. (2017). Online shopping and social media: friends or foes? Journal of Marketing, 81(6), 24-41. https://doi.org/10.1509/jm.14.0344
Zomorodian, S., & Lu, Y. (2019). How social media increase selling trend in clothes industry? (Case study: selling brand clothes named Cotton in Iran via Instagram). Revista Gestão & Tecnologia, 19(1), 57-72. https://doi.org/10.20397/2177-6652/2019.v19i1.1537.