Antecedents of Purchase Intention on Instagram: A Study Among Gen-Z in Quetta-Pakistan
DOI:
https://doi.org/10.63544/jbii.v5i10.293Keywords:
Instagram, Purchase Intention, Generation-Z, Content Quality, Trustworthiness, Product Match-Up, PakistanAbstract
Instagram's rise has changed how Generation Z consumers discover promotional content, assess product suggestions, and make purchase decisions. This study explores the relationship between content quality, trustworthiness, product match-up, and Generation Z purchase intention on Instagram in Quetta, Pakistan. In particular, it examines how content quality affects trustworthiness, how trustworthiness influences purchase intention, the intervening role of trustworthiness, and the moderating effect of product match-up. The study uses a quantitative methodology based on "Source Credibility Theory" and the "Match-up Hypothesis," and it collects data through online surveys of 340 Generation Z respondents in Quetta. The proposed relationships are analysed using regression analysis. The results show that content quality has a significant and positive impact on trustworthiness, and trustworthiness has a significant positive effect on purchase intention. In addition, trustworthiness partially mediates the relationship between content quality and purchase intention, meaning high-quality Instagram content can boost purchase intention both directly and indirectly through the development of consumers' trust. The results also show a positive moderating role for product match-up, indicating that product match-up strengthens the trustworthiness–purchase intention link to a greater extent. This research makes a unique and significant addition to digital marketing literature by combining content quality, trustworthiness, and product match-up into a single model to understand Generation Z's purchase intentions on Instagram. In practical terms, it underscores the need for quality, informative, and relevant content, and for product–platform alignment, for successful Instagram marketing.
ReferencesAjzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T
Azhar, M., Ali, R., Hamid, S., Akhtar, M. J., & Rahman, M. N. (2022). Demystifying the effect of social media eWOM on revisit intention post-COVID-19: An extension of theory of planned behavior. Future Business Journal, 8(1), Article 49. https://doi.org/10.1186/s43093-022-00161-5
Balabanis, G., & Chatzopoulou, E. (2019). Under the influence of a blogger: The role of information-seeking goals and issue involvement. Psychology & Marketing, 36(4), 342–353. https://doi.org/10.1002/mar.21182
Belanche, D., Casaló, L. V., Flavián, M., & Ibáñez-Sánchez, S. (2021). Understanding influencer marketing: The role of congruence between influencers, products and consumers. Journal of Business Research, 132, 186–195. https://doi.org/10.1016/j.jbusres.2021.03.067
Burhan, N. A. S., Rosnon, M. R., Sabri, M. F., Hamsan, H. H., Kinainah, M. N. H., & Bustami, M. R. (2024). Happiness among low-income adults in Kuala Lumpur, Malaysia is linked to other social factors, not income level. Mankind Quarterly, 64(4).
Deepika, K., & Massand, A. (2025). A study on reflective factors of social media marketing activities and its influence on purchase intention of Gen Z. Acta Psychologica, 259, Article 105459.
Duffett, R., & Mxunyelwa, A. (2025). Instagram mega-influencers' effect on Generation Z's intention to purchase: A technology acceptance model and source credibility model perspective. Journal of Theoretical and Applied Electronic Commerce Research, 20(2), Article 94. https://doi.org/10.3390/jtaer20020094
Filieri, R. (2015). What makes online reviews helpful? A diagnosticity-adoption framework to explain informational and normative influences in e-WOM. Journal of Business Research, 68(6), 1261–1270. https://doi.org/10.1016/j.jbusres.2014.11.006
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
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
Hair, J., & Alamer, A. (2022). Partial least squares structural equation modeling (PLS-SEM) in second language and education research: Guidelines using an applied example. Research Methods in Applied Linguistics, 1(3), Article 100027. https://doi.org/10.1016/j.rmal.2022.100027
Haq, I. U., Mazhar, B., Maqsood, F., Pokharel, M., Tareen, H. K., & ul Hassan, M. M. (2026). Understanding algorithmic personalization in Instagram ads: The role of perceived creativity, authenticity & need for cognition in shaping Generation Z's purchase intentions. Telematics and Informatics Reports, 21, Article 100287.
Hayes, A. F. (2018). Partial, conditional, and moderated mediation: Quantification, inference, and interpretation. Communication Monographs, 85(1), 4–40. https://doi.org/10.1080/03637751.2017.1352100
Hovland, C. I., & Weiss, W. (1951). The influence of source credibility on communication effectiveness. Public Opinion Quarterly, 15(4), 635–650. https://doi.org/10.1086/266350
Johnson, R. B., & Onwuegbuzie, A. J. (2004). Mixed methods research: A research paradigm whose time has come. Educational Researcher, 33(7), 14–26. https://doi.org/10.3102/0013189X033007014
Kamins, M. A. (1990). An investigation into the "match-up" hypothesis in celebrity advertising: When beauty may be only skin deep. Journal of Advertising, 19(1), 4–13.
Kamins, M. A., & Gupta, K. (1994). Congruence between spokesperson and product type: A matchup hypothesis perspective. Psychology & Marketing, 11(6), 569–586. https://doi.org/10.1002/mar.4220110605
Kline, R. B. (2016). Principles and practice of structural equation modeling (4th ed.). Guilford Press.
Lakho, A., & Rashid, S. (2025). The trust factor: Influence of social media marketing on online purchase intentions of Generation Z in Pakistan. Journal of Business and Management Research, 4(1), 972–994.
Lou, C., & Yuan, S. (2019). Influencer marketing: How message value and credibility affect consumer trust of branded content on social media. Journal of Interactive Advertising, 19(1), 58–73. https://doi.org/10.1080/15252019.2018.1533501
Matić Šošić, M., Krželj, Z., & Vojvodic, K. (2026). Instagram content and Generation Z: What drives purchase behavior. In 11th International Scientific Conference ERAZ 2025: Knowledge-based sustainable development: Conference proceedings.
Munam, M., Nazir, J., Moon, M. A., Ahad, A., Rehmani, M. A., & Akbar, A. (2025). Influencer authenticity and its impact on Generation Z's purchase intentions: Evidence from micro-influencer marketing. Journal of Social Sciences Research & Policy, 3(4), 547–558.
Nisa, N. H., & Roostika, R. R. R. (2024). Analysis of social media interaction on purchase intention mediated by source credibility, homophily and content quality: (Empirical study of Scarlett Whitening products). Jurnal Manajemen Bisnis, 11(2), 1878–1893. https://doi.org/10.33096/jmb.v11i2.946
Ohanian, R. (1990). Construction and validation of a scale to measure celebrity endorsers' perceived expertise, trustworthiness, and attractiveness. Journal of Advertising, 19(3), 39–52. https://doi.org/10.1080/00913367.1990.10673191
Petty, R. E., & Cacioppo, J. T. (1986). The elaboration likelihood model of persuasion. In L. Berkowitz (Ed.), Advances in experimental social psychology (Vol. 19, pp. 123–205). Elsevier.
Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40(3), 879–891. https://doi.org/10.3758/BRM.40.3.879
Qadir, A., & Binda, J. (2025). Bridging professional identity and digital platforms: A comprehensive study of self-marketing and career development—Scientific Journal of Bielsko-Biala School of Finance and Law, 29(1).
Ramadani, A. B. J., Maknunah, L. L. U., & Fawazi, M. H. (2025). Influence of TikTok affiliate marketing and online customer reviews on purchase decisions in TikTok Shop. In International Conference on Multidisciplinary Studies Integrating Entrepreneurial Strategies and Digital Transformation (pp. 483–495).
Rizwan, S., & Qamar, A. (2023). A comparative study of the effect of Instagram influencers on millennial and Generation-Z purchase intentions. Pakistan Social Sciences Review, 7(3), 565–579. https://doi.org/10.35484/pssr.2023(7-III)46
Roy, S. K., Sarkar, U., Khan, M. R., Pervin, M. T., & Ahad, A. A. (2025). Generation Z's behavioral factors affecting purchase intention through social media portals: A hybrid PLS-SEM and ANN modeling approach. SAGE Open, 15(3), Article 21582440251363319. https://doi.org/10.1177/21582440251363319
Saima, & Khan, M. A. (2020). Effect of social media influencer marketing on consumers' purchase intention and the mediating role of credibility. Journal of Promotion Management, 27(4), 503–523. https://doi.org/10.1080/10496491.2020.1851847
Siddique, H., Nigar, M. A., Durrani, S. K., Imran, M., & Yaseen, M. B. (2025). The role of influencer marketing on Gen Z's consumer brand perception: A case of Instagram's effectiveness in Peshawar. The Critical Review of Social Sciences Studies, 3(3), 454–468.
Tamaharani, D., & Fatimah, S. E. (2026). Vlog quality, engagement level, and purchase intention: Analysis of information value mediation in digital marketing. Mabsya: Jurnal Manajemen Bisnis Syariah, 8(1), 73–86.
Till, B. D., & Busler, M. (2000). The match-up hypothesis: Physical attractiveness, expertise, and the role of fit on brand attitude, purchase intent and brand beliefs. Journal of Advertising, 29(3), 1–13. https://doi.org/10.1080/00913367.2000.10673613
Wang, S. W., & Scheinbaum, A. C. (2018). Enhancing brand credibility via celebrity endorsement: Trustworthiness trumps attractiveness and expertise. Journal of Advertising Research, 58(1), 16–32. https://doi.org/10.2501/JAR-2017-042
Weismueller, J., Harrigan, P., Wang, S., & Soutar, G. N. (2020). Influencer endorsements: How advertising disclosure and source credibility affect consumer purchase intention on social media. Australasian Marketing Journal, 28(4), 160–170. https://doi.org/10.1016/j.ausmj.2020.03.002
Zumitzavan, V. (2026). Research methodologies and designs. In Social science methodologies for management research: From philosophy to practice in the AI era (pp. 21–40). Springer. https://doi.org/10.1007/978-981-95-4318-2_3
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Sultan Bayazeed Yeldrem, Muhammad Danish Danish

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