New IJM now accepts submissions exclusively via the Editorial Scholar portal — a dedicated submission & review system.
Go to Editorial Scholar →
Associated Management Consultants Pvt. Ltd. | COPE Member · ID: JM07589
Scopus Q3 UGC-CARE ABDC: C |
Indian Journal of Marketing logo

Indian Journal of Marketing

ISSN: 0973-8703 Frequency: Monthly Peer Review: Double-blind Published since: 1968 Language: English
A publication of AMCPL
amcon.co.in
New Delhi, India
Indexed in: Scopus Q3 UGC-CARE Group II ABDC: C Google Scholar J-Gate NAAS NISCAIR Crossref

Original Article

Open Access Original Article

Sentiment Analysis of Social Welfare Tweets for Supervised Learning About Brand Loyalty

Anand Jaiswal1Vinaytosh Mishra2Swati Bhatnagar3Nirmalya Bandyopadhyay4

1 Associate Professor , Department of Operations and Supply Chain Management, New Delhi Institute of Management, New Delhi - 110 062

2 Associate Professor, College of Healthcare Management and Economics, Gulf Medical University, Ajman

3 Assistant Professor, Department of Marketing, New Delhi Institute of Management, New Delhi - 110 062

4 Professor, Department of Marketing, FORE School of Management, New Delhi - 110 016

Volume 54
Issue 2
Pages 8–26
Year 2024
Received: May 20, 2023 Accepted: Dec. 30, 2023 Published: Feb. 1, 2024
Abstract

Purpose: This study aimed to investigate the impact of social welfare tweets (SWTs) on brand promotion and loyalty, examining their role as a strategic tool in digital and social marketing efforts.Design/Methodology/Approach : This study investigated SWTs from 18 companies in six industries using text analysis, regression analysis, and content analysis. Deriving immediate strategic insights and evaluating the impact of these tweets on brand promotion and loyalty were the goals.

Findings: The investigation demonstrated how crucial a role SWTs play in boosting brand marketing and loyalty. This highlighted how essential social media platforms are to a business's social marketing strategy, especially Twitter (Now “X”).Practical

Implications: The results provided academicians, digital marketing consultants, and business practitioners with practical insights. In addition to outlining how social and digital marketing initiatives could be integrated, the report also emphasized why this convergence is essential for optimizing benefits in the modern digital era.Originality/

Value: By bridging the knowledge gap between SWTs and their effects on brand promotion and loyalty, this research made a valuable contribution. In order to improve performance advantages in the contemporary business environment, it underlined the need to incorporate SWTs into social marketing plans and the necessity of coordinating digital and social marketing initiatives.

Keywords Brand Loyalty Marketing Strategies Promotion Social Welfare Tweets Sentiment Analysis
How to Cite

Anand Jaiswal, Vinaytosh Mishra, Swati Bhatnagar, Nirmalya Bandyopadhyay (2024). Sentiment Analysis of Social Welfare Tweets for Supervised Learning About Brand Loyalty. Indian Journal of Marketing, 54(2), 8–26. https://doi.org/10.17010/ijom/2024/v54/i2/173473

References
  1. Alalwan, A. A., Rana, N. P., Dwivedi, Y. K., & Algharabat, R. (2017). Social media in marketing: A review and analysis of the existing literature. Telematics and Informatics, 34(7), 1177–1190. https://doi.org/10.1016/j.tele.2017.05.008
  2. Allcott, H., Braghieri, L., Eichmeyer, S., & Gentzkow, M. (2020). The welfare effects of social media. American Economic Review, 110(3), 629–676. https://doi.org/10.1257/aer.20190658
  3. Amin, F., & Nika, F. A. (2022). Relationship between online experience and customer engagement. Abhigyan, 40(2), 20–29. https://doi.org/10.56401/Abhigyan/40.2.2022.20-29
  4. Araujo, T., & Kollat, J. (2018). Communicating effectively about CSR on Twitter: The power of engaging strategies and storytelling elements. Internet Research, 28(2), 419–431. https://doi.org/10.1108/IntR-04-2017-0172
  5. Arthur, R., Boulton, C. A., Shotton, H., & Williams, H. T. P. (2018). Social sensing of floods in the UK. PLoS ONE, 13(1), e0189327. https://doi.org/10.1371/journal.pone.0189327
  6. Benitez, J., Ruiz, L., Castillo, A., & Llorens, J. (2020). How corporate social responsibility activities influence employer reputation: The role of social media capability. Decision Support Systems, 129, 113223. https://doi.org/10.1016/j.dss.2019.113223
  7. Bilgin, 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. https://doi.org/10.15295/bmij.v6i1.229
  8. Capriotti, P. (2017). The world wide web and the social media as tools of CSR communication. In S. Diehl, M. Karmasin, B. Mueller, R. Terlutter, & F. Weder (eds.), Handbook of integrated CSR communication (pp. 193–210). CSR, sustainability, ethics & governance. Springer. https://doi.org/10.1007/978-3-319-44700-1_11
  9. Chae, B., & Park, E. (2018). Corporate social responsibility (CSR): A survey of topics and trends using Twitter data and topic modeling. Sustainability, 10(7), 2231. https://doi.org/10.3390/su10072231
  10. Cheung, M. L., Pires, G. D., & Rosenberger III, P. J. (2019). Developing a conceptual model for examining social media marketing effects on brand awareness and brand image. International Journal of Economics and Business Research, 17(3), 243–261. https://doi.org/10.1504/IJEBR.2019.098874
  11. Chu, S.-C., & Chen, H.-T. (2019). Impact of consumers' corporate social responsibility-related activities in social media on brand attitude, electronic word-of-mouth intention, and purchase intention: A study of Chinese consumer behavior. Journal of Consumer Behaviour, 18(6), 453–462. https://doi.org/10.1002/cb.1784
  12. DataReportal. (n.d.). Digital around the world – Global digital insights. https://datareportal.com/global-digital-overview
  13. de Vries, L., Gensler, S., & Leeflang, P. S. H. (2012). Popularity of brand posts on brand fan pages: An investigation of the effects of social media marketing. Journal of Interactive Marketing, 26(2), 83–91. https://doi.org/10.1016/j.intmar.2012.01.003
  14. Dubey, A. D. (2020). Twitter sentiment analysis during COVID-19 outbreak. Available at SSRN. https://dx.doi.org/10.2139/ssrn.3572023
  15. 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, 102168. https://doi.org/10.1016/j.ijinfomgt.2020.102168
  16. Farhan, M., & Yousaf, A. (2016). Exploring factors affecting the effectiveness of web-advertising. Indian Journal of Marketing, 46(8), 51–57. https://doi.org/10.17010/ijom/2016/v46/i8/99295
  17. Farzin, M., & Fattahi, M. (2018). eWOM through social networking sites and impact on purchase intention and brand image in Iran. Journal of Advances in Management Research, 15(2), 161–183. https://doi.org/10.1108/JAMR-05-2017-0062
  18. Fatma, M., Ruiz, A. P., Khan, I., & Rahman, Z. (2020). The effect of CSR engagement on eWOM on social media. International Journal of Organizational Analysis, 28(4), 941–956. https://doi.org/10.1108/IJOA-10-2019-1895
  19. 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.org/10.1016/j.jbusres.2016.04.181
  20. Gómez-Carrasco, P., Guillamón-Saorín, E., & García Osma, B. (2021). Stakeholders versus firm communication in social media: The case of Twitter and corporate social responsibility information. European Accounting Review, 30(1), 31–62. https://doi.org/10.1080/09638180.2019.1708428
  21. Grygiel, J., & Brown, N. (2019). Are social media companies motivated to be good corporate citizens? Examination of the connection between corporate social responsibility and social media safety. Telecommunications Policy, 43(5), 445–460. https://doi.org/10.1016/j.telpol.2018.12.003
  22. Heggde, G., & Shainesh, G. (2018). Social media marketing: Emerging concepts and applications. Palgrave Macmillan. https://doi.org/10.1007/978-981-10-5323-8
  23. Hu, J., Du, Y., & Liu, J. (2020). Detecting and evolving microblog community based on structure and gravity cohesion. IEEE Access, 8, 176624–176639. https://doi.org/10.1109/ACCESS.2020.3022836
  24. Hu, L., & Kearney, M. W. (2021). Gendered tweets: Computational text analysis of gender differences in political discussion on Twitter. Journal of Language and Social Psychology, 40(4), 482–503. https://doi.org/10.1177/0261927X20969752
  25. Huotari, L., Ulkuniemi, P., Saraniemi, S., & Mäläskä, M. (2015). Analysis of content creation in social media by B2B companies. Journal of Business & Industrial Marketing, 30(6), 761–770. https://doi.org/10.1108/JBIM-05-2013-0118
  26. Icha, O., & Agwu, E. (2015). Effectiveness of social media networks as a strategic tool for organizational marketing management. Journal of Internet Banking and Commerce, S2. https://doi.org/10.4172/1204-5357.S2-006
  27. Ismail, A. R. (2017). The influence of perceived social media marketing activities on brand loyalty: The mediation effect of brand and value consciousness. Asia Pacific Journal of Marketing and Logistics, 29(1), 129–144. https://doi.org/10.1108/APJML-10-2015-0154
  28. Jaartsveld, J. (2018). How do 'big birds' tweet about CSR? Exploring the corporate social responsibility communication characteristics and strategies of four large IT companies on Twitter [MBA Dissertation, Radboud University]. RU Campus Repository. https://theses.ubn.ru.nl/handle/123456789/5793
  29. Kim, S., & Ferguson, M. A. T. (2018). Dimensions of effective CSR communication based on public expectations. Journal of Marketing Communications, 24(6), 549–567. https://doi.org/10.1080/13527266.2015.1118143
  30. Kwon, K., & Lee, J. (2021). Corporate social responsibility advertising in social media: A content analysis of the fashion industry's CSR advertising on Instagram. Corporate Communications: An International Journal, 26(4), 700–715. https://doi.org/10.1108/CCIJ-01-2021-0016
  31. Laroche, M., Habibi, M. R., & Richard, M.-O. (2013). To be or not to be in social media: How brand loyalty is affected by social media? International Journal of Information Management, 33(1), 76–82. https://doi.org/10.1016/j.ijinfomgt.2012.07.003
  32. Lee, K., Oh, W.-Y., & Kim, N. (2013). Social media for socially responsible firms: Analysis of Fortune 500's Twitter profiles and their CSR/CSIR ratings. Journal of Business Ethics, 118, 791–806. https://doi.org/10.1007/s10551-013-1961-2
  33. Lipsman, A., Mudd, G., Rich, M., & Bruich, S. (2012). The power of “like”: How brands reach (and influence) fans through social-media marketing. Journal of Advertising Research, 52(1), 40–52. https://doi.org/10.2501/JAR-52-1-040-052
  34. Liu, X., Burns, A. C., & Hou, Y. (2017). An investigation of brand-related user-generated content on Twitter. Journal of Advertising, 46(2), 236–247. https://doi.org/10.1080/00913367.2017.1297273
  35. Maderer, D., Parganas, P., & Anagnostopoulos, C. (2018). Brand-image communication through social media: The case of European professional football clubs. International Journal of Sport Communication, 11(3), 319–338. https://doi.org/10.1123/ijsc.2018-0086
  36. Maisam, S., & Mahsa, R.-d. (2016). Positive word of mouth marketing: Explaining the roles of value congruity and brand love. Journal of Competitiveness, 8(1), 19–37. https://doi.org/10.7441/joc.2016.01.02
  37. Naeem, M. (2019). Role of social networking platforms as tool for enhancing the service quality and purchase intention of customers in Islamic country. Journal of Islamic Marketing, 10(3), 811–826. https://doi.org/10.1108/JIMA-11-2018-0214
  38. Ramnarain, Y., & Govender, K. K. (2013). Social media browsing and consumer behaviour: Exploring the youth market. African Journal of Business Management, 7(18), 1885–1893. https://doi.org/10.5897/AJBM12.1195
  39. Sarangi, S., & Pattnaik, S. (2018). Targeting emerging and untapped markets: Rethinking market intelligence decision framework. Prabandhan: Indian Journal of Management, 11(1), 39–51. https://doi.org/10.17010/pijom/2018/v11i1/120822
  40. Sharma, A., Adhikary, A., & Borah, S. B. (2020). Covid-19′s impact on supply chain decisions: Strategic insights from NASDAQ 100 firms using Twitter data. Journal of Business Research, 117, 443–449. https://doi.org/10.1016/j.jbusres.2020.05.035
  41. Sharma, S., Singh, G., & Aiyub, A. S. (2020). Use of social networking sites by SMEs to engage with their customers: A developing country perspective. Journal of Internet Commerce, 19(1), 62–81. https://doi.org/10.1080/15332861.2019.1695180
  42. Shawky, S., Kubacki, K., Dietrich, T., & Weaven, S. (2020). A dynamic framework for managing customer engagement on social media. Journal of Business Research, 121, 567–577. https://doi.org/10.1016/j.jbusres.2020.03.030
  43. Shimpi, S. S. (2018). Social media as an effective marketing tool: An empirical study. Indian Journal of Marketing, 48(7), 36–50. https://doi.org/10.17010/ijom/2018/v48/i7/129725
  44. Siji, S. (2021). Social commerce of Indian customers: Role of social media usage. Indian Journal of Marketing, 51(8), 26–38. https://doi.org/10.17010/ijom/2021/v51/i8/165760
  45. Silva, M. J., Farias, S. A., Grigg, M. K., & Barbosa, M. d. (2020). Online engagement and the role of digital influencers in product endorsement on Instagram. Journal of Relationship Marketing, 19(2), 133–163. https://doi.org/10.1080/15332667.2019.1664872
  46. Singh, A., & Verma, P. (2016). Consumer psychology towards corporate social initiatives: An empirical investigation. Prabandhan: Indian Journal of Management, 9(3), 32–42. https://doi.org/10.17010/pijom/2016/v9i3/89179
  47. Smaliukiene, R., & Monni, S. (2020). Social responsibility, social marketing role, and societal attitudes. In, M. Tvaronavičienė, & B. Ślusarczyk (Eds.), Energy transformation towards sustainability (pp. 289–308). Elsevier. https://doi.org/10.1016/B978-0-12-817688-7.00014-8
  48. Smith, B. G., & Gallicano, T. D. (2015). Terms of engagement: Analyzing public engagement with organizations through social media. Computers in Human Behavior, 53, 82–90. https://doi.org/10.1016/j.chb.2015.05.060
  49. Smoląg, K., Ślusarczyk, B., & Kot, S. (2016). The role of social media in management of relational capital in universities. Prabandhan: Indian Journal of Management, 9(10), 34–41. https://doi.org/10.17010/pijom/2016/v9i10/103072
  50. Soboleva, A., Burton, S., Mallik, G., & Khan, A. (2017). 'Retweet for a Chance to…': An analysis of what triggers consumers to engage in seeded eWOM on Twitter. Journal of Marketing Management, 33(13–14), 1120–1148. https://doi.org/10.1080/0267257X.2017.1369142
  51. Solem, B. A., & Pedersen, P. E. (2016). The effects of regulatory fit on customer brand engagement: An experimental study of service brand activities in social media. Journal of Marketing Management, 32(5–6), 445–468. https://doi.org/10.1080/0267257X.2016.1145723
  52. Statista. (2021). Global social networks ranked by number of users 2021. https://www.statista.com/statistics/272014/global-social-networks-ranked-by-number-of-users/
  53. Tenkale Pallavi, S., & Jagannatha, S. (2020). Computing opinions for Twitter review data. Journal of Computational and Theoretical Nanoscience, 17(9–10), 4360–4363. https://doi.org/10.1166/jctn.2020.9077
  54. Yadav, M. (2017). Social media as a marketing tool: Opportunities and challenges. Indian Journal of Marketing, 47(3), 16–28. https://doi.org/10.17010/ijom/2017/v47/i3/111420
  55. Yang, J., Basile, K., & Letourneau, O. (2020). The impact of social media platform selection on effectively communicating about corporate social responsibility. Journal of Marketing Communications, 26(1), 65–87. https://doi.org/10.1080/13527266.2018.1500932
  56. Yigitcanlar, T., Kankanamge, N., & Vella, K. (2021). How are smart city concepts and technologies perceived and utilized? A systematic Geo-Twitter analysis of smart cities in Australia. In, L. Mora, M. Deakin, X. Zhang, M. Batty, M. Jong, P. Santi, & F. P. Appio (eds.), Sustainable smart city transitions (pp. 133–152). Routledge.
  57. Zainuddin, N., & Gordon, R. (2020). Value creation and destruction in social marketing services: A review and research agenda. Journal of Services Marketing, 34(3), 347–361. https://doi.org/10.1108/JSM-01-2019-0046
Editorial Scholar

Submit your Research to IJM

Submit your Manuscript → Author Guidelines