Linking Online Procrastination to Online Shopping Cart Abandonment : A Multi-Group Analysis from India and Ethiopia
DOI:
https://doi.org/10.17010/ijom/2023/v53/i10/170197Keywords:
online procrastination
, online shopping cart abandonment, structural equation modeling, multi-group analysisPaper Submission Date
, September 25, 2022, Paper sent back for Revision, May 18, 2023, Paper Acceptance Date, June 15, Paper Published Online, October 15, 2023Abstract
Purpose: The effect of shopping procrastination, defined as a deliberate and chronic delay in action, on shopping cart abandonment behavior remains unexplored. The primary objective of this study was to examine the relationship between online procrastination (OP) and shopping cart abandonment (OSCA).
Methodology: An online structured questionnaire was floated, and responses (n = 327) were collected from online shoppers of two countries (India and Ethiopia). Analysis of variance (ANOVA) using IBM SPSS 25.0 and structural equation modeling (SEM) using IBM AMOS 23.0 were carried out.
Findings: We observed mean level differences for OP and OSCA across annual income groups, number of sites used for online shopping, and frequency. The structural equation modeling results revealed a significant positive relationship (b = 0.57, Adjusted R-Square=0.33) between OP and OSCA. Also, the multi-group analysis revealed that monthly spending levels for online shopping moderated the relationship between OP and OSCA.
Practical Implications: By identifying the specific procrastination tendencies and their impact on cart abandonment, we contributed to understanding consumer behavior in online shopping contexts and provided actionable recommendations for reducing cart abandonment rates.
Originality: Although the previous studies covered a broader range of factors, a specific examination of the direct link between procrastination tendencies and cart abandonment was lacking in the existing literature. Therefore, the current study addressed this research gap by investigating the unique contribution of online shopping procrastination to cart abandonment, providing a more comprehensive understanding of this phenomenon.
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Agarwal, A., Chahar, B., & Bhati, N. S. (2021). Online impulse buying behaviour of Indian small town consumers : Scale development and validation. Indian Journal of Marketing, 51(5–7), 48–63. https://doi.org/10.17010/ijom/2021/v51/i5-7/161647
Aguinis, H., Gottfredson, R. K., & Joo, H. (2013). Best-practice recommendations for defining, identifying, and handling outliers. Organizational Research Methods, 16(2), 270–301. https://doi.org/10.1177/1094428112470848
Albrecht, C.-M., Hattula, S., & Lehmann, D. R. (2017). The relationship between consumer shopping stress and purchase abandonment in task-oriented and recreation-oriented consumers. Journal of the Academy of Marketing Science, 45(5), 720–740. https://doi.org/10.1007/s11747-016-0514-5
Armağan, C., & Ünal, S. (2022). Investigation of online shopping cart abandonment on the perspective of e-procrastination behavior. International Journal of Marketing, Communication and New Media, 10(19), 66–89. https://doi.org/10.54663/2182-9306.2022.v10.n19.66-89
Arora, N., Aggarwal, A., & Gupta, S. (2016). Purchase habits on the Internet by gender: A literature review. Pacific Business Review International, 8(10), 78–86.
Azimi, S., Milne, G. R., & Miller, E. G. (2020). Why do consumers procrastinate and what happens next? Journal of Consumer Marketing, 37(7), 795–805. https://doi.org/10.1108/JCM-07-2019-3329
Baymard Institute. (2019). 41 cart abandonment rate statistics. https://baymard.com/lists/cart-abandonment-rate
Benson, L. G., & Ndoro, T.T.R. (2022). An investigation into online shopping cart abandonment in South Africa. International Review of Management and Marketing, 12(3), 26–30. https://doi.org/10.32479/irmm.12985
Chincholkar, S., & Sonwaney, V. (2022). How demographic factors impact consumers' product choice during online shopping : An empirical study of Tier-III markets. Indian Journal of Marketing, 52(2), 34–52. https://doi.org/10.17010/ijom/2022/v52/i2/168153
Cho, C.-H., Kang, J., & Cheon, H. J. (2006). Online shopping hesitation. CyberPsychology & Behavior, 9(3), 261–274. https://doi.org/10.1089/cpb.2006.9.261
Cho, J. (2004). Likelihood to abort an online transaction: Influences from cognitive evaluations, attitudes, and behavioral variables. Information & Management, 41(7), 827–838. https://doi.org/10.1016/j.im.2003.08.013
Chun Chu, A. H., & Choi, J. N. (2005). Rethinking procrastination: Positive effects of “active†procrastination behavior on attitudes and performance. The Journal of Social Psychology, 145(3), 245–264. https://doi.org/10.3200/SOCP.145.3.245-264
Close, A. G., & Kukar-Kinney, M. (2010). Beyond buying: Motivations behind consumers' online shopping cart use. Journal of Business Research, 63(9–10), 986–992. https://doi.org/10.1016/j.jbusres.2009.01.022
Cook, R. D. (1977). Detection of influential observations in linear regression. Technometrics, 19(1), 15–18. https://doi.org/10.2307/1268249
Corkin, D. M., Yu, S. L., & Lindt, S. F. (2011). Comparing active delay and procrastination from a self-regulated learning perspective. Learning and Individual Differences, 21(5), 602–606. https://doi.org/10.1016/j.lindif.2011.07.005
Curran, P. G. (2016). Methods for the detection of carelessly invalid responses in survey data. Journal of Experimental Social Psychology, 66, 4–19. https://doi.org/10.1016/j.jesp.2015.07.006
Darpy, D. (2000). Consumer procrastination and purchase delay. In, 29th Annual Conference EMAC. https://hal.science/hal-01517108/document
Das, P., Kar, B., & Misra, S. N. (2022). Information processing style and e-commerce website design: A clusteringbased conjoint approach. Journal of Humanities and Social Sciences Research, 4(S), 63–74. https://doi.org/10.37534/bp.jhssr.2022.v4.nS.id1191.p63
De Silva, G. H. B. A., & Wijayanayake, W. M. J. I. (2015). E-cart abandonment behaviour : The moderating effect of trust. Sri Lanka Journal of Management, 20(3&4), 52–69.
Egeln, L. S., & Joseph, J. A. (2012). Shopping cart abandonment in online shopping. Atlantic Marketing Journal, 1(1), 1–14. https://digitalcommons.kennesaw.edu/amj/vol1/iss1/1
Erdil, M. (2018). Factors affecting shopping cart abandonment: Pre-decisional conflict as a mediator. Journal of Management, Marketing and Logistic, 5(2), 140–152. https://doi.org/10.17261/pressacademia.2018.845
Ferrari, J. R. (1994). Dysfunctional procrastination and its relationship with self-esteem, interpersonal dependency, and self-defeating behaviors. Personality and Individual Differences, 17(5), 673–679. https://doi.org/10.1016/0191-8869(94)90140-6
Fox, S. (2023, June 6) Online shopping statistics & trends in 2023. https://www.cloudwards.net/online-shoppingstatistics/
Hair, J. F., Black, W., Babin, B. J., & Anderson, R. E. (2019). Structural equation modeling: An introduction. In, Multivariate data analysis (pp. 642–643). Cengage.
Harman, D. (1967). A single factor test of common method variance. Journal of Psychology, 35, 359–378.
Hooper, D., Coughlan, J., & Mullen, M. R. (2008). Structural equation modelling : Guidelines for determining model fit. Journal of Business Research Methods, 6(1), 53–60.
Huang, G.-H., Korfiatis, N., & Chang, C.-T. (2018). Mobile shopping cart abandonment: The roles of conflicts, ambivalence, and hesitation. Journal of Business Research, 85, 165–174. https://doi.org/10.1016/j.jbusres.2017.12.008
Irmak, C., Kramer, T., & Sen, S. (2017). Choice under incomplete information on incumbents: Why consumers with stronger preferences are more likely to abandon their prior choices. Journal of Consumer Psychology, 27(2), 264–269. https://doi.org/10.1016/j.jcps.2016.06.002
Jiang, D., Zhang, G., & Wang, L. (2021). Empty the shopping cart? The effect of shopping cart item sorting on online shopping cart abandonment behavior. Journal of Theoretical and Applied Electronic Commerce Research, 16(6), 1973–1996. https://doi.org/10.3390/jtaer16060111
Kar, B., & Das, P. P. (2022). Impact of sector and region on survival and closure. Indian Journal of Finance, 16(2), 8–23. https://doi.org/10.17010/ijf/2022/v16i2/160397
Kar, B., Tripathy, A., & Pathak, M. D. (2022). What causes product returns in online purchases? A review and research agenda. Prabandhan: Indian Journal of Management, 15(4), 46–62. https://doi.org/10.17010/pijom/2022/v15i4/162837
Kemp, S. (2019, January 31). Digital 2019: India. https://datareportal.com/reports/digital-2019-india
Kemp, S. (2020, February 17). Digital 2020: Ethiopia. https://datareportal.com/reports/digital-2020-ethiopia
Khan, A., Rezaei, S., & Valaei, N. (2022). Social commerce advertising avoidance and shopping cart abandonment: A fs/QCA analysis of German consumers. Journal of Retailing and Consumer Services, 67, 102976. https://doi.org/10.1016/j.jretconser.2022.102976
Kukar-Kinney, M., & Close, A. G. (2010). The determinants of consumers' online shopping cart abandonment. Journal of the Academy of Marketing Science, 38(2), 240–250. https://doi.org/10.1007/s11747-009- 0141-5
Kukar-Kinney, M., & Timothy, K. B. (2012). Toward a theory of consumer electronic shopping cart behavior: Motivations of e-cart use and abandonment. In, A. G. Close (ed.), Online consumer behavior: Theory and research in social media, advertising, and e-tail (pp. 323–344). Routledge.
Kwon, K. W., Bock, G.-W., & Hwang, K. M. (2020). The effect of personalization on cross-buying and shopping cart abandonment based on the S-O-R framework. Asia Pacific Journal of Information Systems, 30(2), 252–283. https://doi.org/10.14329/apjis.2020.30.2.252
Mahadevan, K., & Joshi, S. (2022). Impact of e-service quality dimensions on customer satisfaction and loyalty in online apparel shopping in India. Indian Journal of Marketing, 52(12), 20–38. https://doi.org/10.17010/ijom/2022/v52/i12/172560
Malik, A., & Dangi, H. K. (2021). A qualitative inquiry on information search behaviour for services in India. Indian Journal of Marketing, 51(3), 8–20. https://doi.org/10.17010/ijom/2021/v51/i3/158059
Manne, S., Chin, B., & Reinhardt, S. K. (2017). If you build it, will they come? IEEE Micro, 37(6), 6–12. https://doi.org/10.1109/MM.2017.4241342
Matsunaga, M. (2010). How to factor-analyze your data right: Do's, don'ts, and how-to's. International Journal of Psychological Research, 3(1), 97–110. https://www.ders.es/Dialnet- HowToFactoranalyzeYourDataRight-3296455.pdf
Mishra, S., Malhotra, G., & Tiwari, S. R. (2021). Moderating effect of cognitive conflict on the relationship between value consciousness and online shopping cart abandonment. The International Review of Retail, Distribution and Consumer Research, 31(5), 511–530. https://doi.org/10.1080/09593969.2021.2002386
Mittal, B. (2022). Online shopping cart abandonment: A critique and guide to measuring its drivers. The International Review of Retail, Distribution and Consumer Research, 32(5), 568–588. https://doi.org/10.1080/09593969.2022.2126874
Negra, A., & Nabil Mzoughi, M. (2012). How wise are online procrastinators? A scale development. Internet Research, 22(4), 426–442. https://doi.org/10.1108/10662241211250971
Negra, A., Mzoughi, N., & Bouhlel, O. (2008). E-procrastination: A netnographic approach. Journal of Customer Behaviour, 7(2), 103–119. https://doi.org/10.1362/147539208x325894
Ogonowski, P. (2020, January 2). 10 ecommerce average order value statistics (Updated 2020). https://www.growcode.com/blog/average-order-value/
Ong, A. K. S., Dejucos, M. J. R., Rivera, M. A. F., Muñoz, J. V. D. J., Obed, M. S., & Robas, K. P. E. (2022). Utilizing SEM-RFC to predict factors affecting online shopping cart abandonment during the COVID-19 pandemic. Heliyon, 8(11), E11293. https://doi.org/10.1016/j.heliyon.2022.e11293
Pappas, I. O., Kourouthanassis, P. E., Giannakos, M. N., & Chrissikopoulos, V. (2016). Explaining online shopping behavior with fsQCA: The role of cognitive and affective perceptions. Journal of Business Research, 69(2), 794–803. https://doi.org/10.1016/j.jbusres.2015.07.010
Paul, G. A., Harsha, K., & Rejikumar, G. (2020). E-cart design for controlling cart abandonment in e-commerce: A conjoint experiment. International Journal of Recent Technology and Engineering (IJRTE), 8(6), 3698–3703. https://doi.org/10.35940/ijrte.f9137.038620
Rajamma, R. K., Paswan, A. K., & Hossain, M. M. (2009). Why do shoppers abandon shopping cart? Perceived waiting time, risk, and transaction inconvenience. Journal of Product & Brand Management, 18(3), 188–197. https://doi.org/10.1108/10610420910957816
Rausch, T. M., & Brand, B. M. (2022). Gotta buy 'em all? Online shopping cart abandonment among new and existing customers. International Journal of Electronic Business, 17(2), 109–134. https://doi.org/10.1504/ijeb.2022.121913
Rausch, T. M., Derra, N. D., & Wolf, L. (2022). Predicting online shopping cart abandonment with machine learning approaches. International Journal of Market Research, 64(1), 89–112. https://doi.org/10.1177/1470785320972526
Rejikumar, G., & Asokan-Ajitha, A. (2021). Role of impulsiveness in online purchase completion intentions: An empirical study among Indian customers. Journal of Indian Business Research, 13(2), 189–222. https://doi.org/10.1108/JIBR-04-2018-0132
Rochanapon, P., Stankovic, M., Barber, M., Sung, B., & Lee, S. (2021). Abandonment issues: Why consumers abandon online shopping carts. In, P. Thaichon & V. Ratten (Eds.), Developing digital marketing (pp. 19–39). Emerald Publishing Limited. https://doi.org/10.1108/978-1- 80071-348-220211002
Rodrigues, M. A., Proença, J., & Soares, I. (2022). The influence of perceived risk on mobile shopping cart abandonment. Journal of Strategic Marketing, 1–18. https://doi.org/10.1080/0965254X.2022.2160480
Roy, S., & Mandal, K. (2021). Economic price searching, quality seeking, value deriving behavior of women and their relationship with demographics and loyalty : An empirical study. Indian Journal of Marketing, 51(5–7), 32–47. https://doi.org/10.17010/ijom/2021/v51/i5- 7/161645
Rubin, D., Martins, C., Ilyuk, V., & Hildebrand, D. (2020). Online shopping cart abandonment: A consumer mindset perspective. Journal of Consumer Marketing, 37(5), 487–499. https://doi.org/10.1108/JCM-01-2018-2510
Serrano, S. (2020). Complete list of cart abandonment statistics: 2006–2020. https://www.barilliance.com/cart-abandonment-rate-statistics/#tab-con-8
Sharma, S., Mukherjee, S., Kumar, A., & Dillon, W. R. (2005). A simulation study to investigate the use of cutoff values for assessing model fit in covariance structure models. Journal of Business Research, 58(7), 935–943. https://doi.org/10.1016/j.jbusres.2003.10.007
Sondhi, N. (2017). Segmenting & profiling the deflecting customer: Understanding shopping cart abandonment. Procedia Computer Science, 122, 392–399. https://doi.org/10.1016/j.procs.2017.11.385
Song, J.-D. (2019). A study on online shopping cart abandonment: A product category perspective. Journal of Internet Commerce, 18(4), 337–368. https://doi.org/10.1080/15332861.2019.1641782
Steel, P. (2007). The nature of procrastination. Psychological Bulletin, 133(1), 65–94. https://doi.org/10.11575/PRISM/34061
Svartdal, F., Pfuhl, G., Nordby, K., Foschi, G., Klingsieck, K. B., Rozental, A., Carlbring, P., Lindblom-Ylänne, S., & Rebkowska, K. (2016). On the measurement of procrastination: Comparing two scales in six European countries. Frontiers in Psychology, 7, 1307. https://doi.org/10.3389/fpsyg.2016.01307
Taheer, F. (2023, January 18). Online shopping statistics you need to know in 2023. OptionMonster. https://optinmonster.com/online-shopping-statistics/#:~:text=So
Upadhye, B., Sivakumaran, B., Pradhan, D., & Lyngdoh, T. (2021). Can planning prompt be a boon for impulsive customers? Moderating roles of product category and decisional procrastination. Psychology & Marketing, 38(8), 1197–1219. https://doi.org/10.1002/mar.21490
Wang, S., Cheah, J.-H., & Lim, X.-J. (2023). Online shopping cart abandonment: A review and research agenda. International Journal of Consumer Studies, 47(2), 453–473. https://doi.org/10.1111/ijcs.12876
Wang, S., Ye, Y., Ning, B., Cheah, J.-H., & Lim, X.-J. (2022). Why do some consumers still prefer in-store shopping? An exploration of online shopping cart abandonment behavior. Frontiers in Psychology, 12, 1–14. https://doi.org/10.3389/fpsyg.2021.829696
Xu, Y., & Huang, J.-S. (2015). Factors influencing cart abandonment in the online shopping process. Social Behavior and Personality: An International Journal, 43(10), 1617–1627. https://doi.org/10.2224/sbp.2015.43.10.1617
Yeh, H., & Kuo, F. (2019). Effects of online advocacy banners on customers after abandoning products in online shopping carts. Interdisciplinary Journal of Information, Knowledge, and Management, 14, 165–181. https://doi.org/10.28945/4310
Zanjani, S. H. A., Milne, G. R., & Miller, E. G. (2016). Procrastinators' online experience and purchase behavior. Journal of the Academy of Marketing Science, 44(5), 568–585. https://doi.org/10.1007/s11747-015-0458-1
Zhao, H., Wang, X., & Jiang, L. (2021). To purchase or to remove? Online shopping cart warning pop-up messages can polarize liking and purchase intention. Journal of Business Research, 132, 813–836. https://doi.org/10.1016/j.jbusres.2020.10.067
Zhou, H. B., & Gao, J. T. (2014). Automatic method for determining cluster number based on silhouette coefficient. Advanced Materials Research, 951, 227–230. https://doi.org/10.4028/www.scientific.net/AMR.951.227
Zhou, M. (2020). Gender differences in procrastination: The role of personality traits. Current Psychology, 39(4), 1445–1453. https://doi.org/10.1007/s12144-018-9851-5