IDEAS home Printed from https://ideas.repec.org/a/eee/jouret/v101y2025i2p227-240.html

The impact of assortment size and population density on product evaluation

Author

Listed:
  • Pham, Thuy
  • Mathmann, Frank
  • Septianto, Felix
  • Chylinski, Mathew

Abstract

E-commerce firms such as Amazon, eBay and JD.com extend large assortments across diverse geographical areas, operating under the assumption that online shopping behavior is unaffected by physical location. However, this assumption is increasingly questioned by two contrasting perspectives. One suggests that consumers in densely populated areas benefit less from large assortments, while another argues that large assortments help consumers regain a sense of control in densely populated environments, which can lead to more positive product evaluations. Analyzing a large-scale e-commerce dataset and conducting two follow-up experiments with incentive-compatible measures, we find strong support for the latter perspective. Consumers in densely (vs. sparsely) populated areas evaluate products chosen from large assortments more positively. These findings suggest that managers can tailor assortments to align with population density or use advertisements featuring densely populated areas to improve the evaluation of products chosen from a large assortment.

Suggested Citation

  • Pham, Thuy & Mathmann, Frank & Septianto, Felix & Chylinski, Mathew, 2025. "The impact of assortment size and population density on product evaluation," Journal of Retailing, Elsevier, vol. 101(2), pages 227-240.
  • Handle: RePEc:eee:jouret:v:101:y:2025:i:2:p:227-240
    DOI: 10.1016/j.jretai.2025.02.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0022435925000119
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jretai.2025.02.004?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Cameron,A. Colin & Trivedi,Pravin K., 2013. "Regression Analysis of Count Data," Cambridge Books, Cambridge University Press, number 9781107667273, January.
    2. Joseph P. Redden & Stephen J. Hoch, 2009. "The Presence of Variety Reduces Perceived Quantity," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(3), pages 406-417.
    3. William J. Baumol & Edward A. Ide, 1956. "Variety in Retailing," Management Science, INFORMS, vol. 3(1), pages 93-101, October.
    4. Kelvin Lancaster, 1990. "The Economics of Product Variety: A Survey," Marketing Science, INFORMS, vol. 9(3), pages 189-206.
    5. Simona Botti & Ann L. McGill, 2006. "When Choosing Is Not Deciding: The Effect of Perceived Responsibility on Satisfaction," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 33(2), pages 211-219, July.
    6. David Dubois & Ena Inesi & Simona Botti & Derek D. Rucker & Adam D. Galinsky, 2011. "Power and Choice: Their Dynamic Interplay in Quenching the Thirst for Personal Control," Post-Print hal-00696608, HAL.
    7. Gu, Yangjie & Wu, Yuechen, 2023. "Highlighting supply-abundance increases attraction to small-assortment retailers," Journal of Retailing, Elsevier, vol. 99(3), pages 420-439.
    8. Cassie Mogilner & Tamar Rudnick & Sheena Iyengar, 2008. "The Mere Categorization Effect: How the Presence of Categories Increases Choosers' Perceptions of Assortment Variety," Economics Working Papers 0070, Institute for Advanced Study, School of Social Science.
    9. Gauri, Dinesh K. & Jindal, Rupinder P. & Ratchford, Brian & Fox, Edward & Bhatnagar, Amit & Pandey, Aashish & Navallo, Jonathan R. & Fogarty, John & Carr, Stephen & Howerton, Eric, 2021. "Evolution of retail formats: Past, present, and future," Journal of Retailing, Elsevier, vol. 97(1), pages 42-61.
    10. Oliver J. Rutz & George F. Watson, 2019. "Endogeneity and marketing strategy research: an overview," Journal of the Academy of Marketing Science, Springer, vol. 47(3), pages 479-498, May.
    11. Folkes, Valerie S, 1988. "Recent Attribution Research in Consumer Behavior: A Review and New Directions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 14(4), pages 548-565, March.
    12. Niels Van de Ven & Marcel Zeelenberg & Rik Pieters, 2011. "The Envy Premium in Product Evaluation," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(6), pages 984-998.
    13. Erik Brynjolfsson & Yu (Jeffrey) Hu & Mohammad S. Rahman, 2009. "Battle of the Retail Channels: How Product Selection and Geography Drive Cross-Channel Competition," Management Science, INFORMS, vol. 55(11), pages 1755-1765, November.
    14. Melis, Kristina & Campo, Katia & Breugelmans, Els & Lamey, Lien, 2015. "The Impact of the Multi-channel Retail Mix on Online Store Choice: Does Online Experience Matter?," Journal of Retailing, Elsevier, vol. 91(2), pages 272-288.
    15. Sethuraman, Raj & Gázquez-Abad, Juan Carlos & Martínez-López, Francisco J., 2022. "The effect of retail assortment size on perceptions, choice, and sales: Review and research directions," Journal of Retailing, Elsevier, vol. 98(1), pages 24-45.
    16. Ratchford, Brian & Soysal, Gonca & Zentner, Alejandro & Gauri, Dinesh K., 2022. "Online and offline retailing: What we know and directions for future research," Journal of Retailing, Elsevier, vol. 98(1), pages 152-177.
    17. Chris Forman & Anindya Ghose & Avi Goldfarb, 2009. "Competition Between Local and Electronic Markets: How the Benefit of Buying Online Depends on Where You Live," Management Science, INFORMS, vol. 55(1), pages 47-57, January.
    18. Keisha M. Cutright, 2012. "The Beauty of Boundaries: When and Why We Seek Structure in Consumption," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 38(5), pages 775-790.
    19. Blut, Markus & Iyer, Gopalkrishnan R., 2020. "Consequences of Perceived Crowding: A Meta-Analytical Perspective," Journal of Retailing, Elsevier, vol. 96(3), pages 362-382.
    20. Cassie Mogilner & Tamar Rudnick & Sheena S. Iyengar, 2008. "The Mere Categorization Effect: How the Presence of Categories Increases Choosers' Perceptions of Assortment Variety and Outcome Satisfaction," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 35(2), pages 202-215, June.
    21. Hong, Sung-Tai & Wyer, Robert S, Jr, 1990. "Determinants of Product Evaluation: Effects of the Time Interval between Knowledge of a Product's Country of Origin and Information about Its Specific Attributes," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 17(3), pages 277-288, December.
    22. Bettman, James R & Park, C Whan, 1980. "Effects of Prior Knowledge and Experience and Phase of the Choice Process on Consumer Decision Processes: A Protocol Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 7(3), pages 234-248, December.
    23. Jonathan Levav & Rui (Juliet) Zhu, 2009. "Seeking Freedom through Variety," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(4), pages 600-610, December.
    24. Boyd, D. Eric & Bahn, Kenneth D., 2009. "When Do Large Product Assortments Benefit Consumers? An Information-Processing Perspective," Journal of Retailing, Elsevier, vol. 85(3), pages 288-297.
    25. Kanishka Misra & Vishal Singh & Qianyun (Poppy) Zhang, 2022. "Frontiers: Impact of Stay-at-Home-Orders and Cost-of-Living on Stimulus Response: Evidence from the CARES Act," Marketing Science, INFORMS, vol. 41(2), pages 211-229, March.
    26. Mathmann, Frank & Chylinski, Mathew & de Ruyter, Ko & Higgins, E. Tory, 2017. "When Plentiful Platforms Pay Off: Assessment Orientation Moderates the Effect of Assortment Size on Choice Engagement and Product Valuation," Journal of Retailing, Elsevier, vol. 93(2), pages 212-227.
    27. Decker, Reinhold & Trusov, Michael, 2010. "Estimating aggregate consumer preferences from online product reviews," International Journal of Research in Marketing, Elsevier, vol. 27(4), pages 293-307.
    28. Chernev, Alexander, 2003. "When More Is Less and Less Is More: The Role of Ideal Point Availability and Assortment in Consumer Choice," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(2), pages 170-183, September.
    29. Spassova, Gerri & Isen, Alice M., 2013. "Positive affect moderates the impact of assortment size on choice satisfaction," Journal of Retailing, Elsevier, vol. 89(4), pages 397-408.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Victor D. Mejía, 2025. "Assortment management strategies that people see: Insights from a meta-analysis of experimental research on perceived assortment variety," Journal of the Academy of Marketing Science, Springer, vol. 53(4), pages 1230-1259, July.
    2. Spassova, Gerri & Isen, Alice M., 2013. "Positive affect moderates the impact of assortment size on choice satisfaction," Journal of Retailing, Elsevier, vol. 89(4), pages 397-408.
    3. Lee, Ha Kyung & Choo, Ho Jung, 2019. "Birds of a feather flocked together look abundant: The visual gestalt effect of an assortment presentation," Journal of Business Research, Elsevier, vol. 104(C), pages 170-182.
    4. Claire Heeryung Kim & Joonkyung Kim, 2021. "The Role of Cause Involvement and Assortment Size on Decision Difficulty via Communal Relationships," Sustainability, MDPI, vol. 13(23), pages 1-16, December.
    5. Dass, Mayukh & Kumar, Piyush & Acharya, Manaswini, 2024. "An approach to brand planning under high competitor set variation," Journal of Business Research, Elsevier, vol. 182(C).
    6. Gu, Yangjie & Wu, Yuechen, 2023. "Highlighting supply-abundance increases attraction to small-assortment retailers," Journal of Retailing, Elsevier, vol. 99(3), pages 420-439.
    7. Thai, Nguyen T. & Yuksel, Ulku, 2017. "Too many destinations to visit: Tourists’ dilemma?," Annals of Tourism Research, Elsevier, vol. 62(C), pages 38-53.
    8. Yan, Huan & Chang, En-Chung & Chou, Ting-Jui & Tang, Xiaofei, 2015. "The over-categorization effect: How the number of categorizations influences shoppers' perceptions of variety and satisfaction," Journal of Business Research, Elsevier, vol. 68(3), pages 631-638.
    9. Pizzi, Gabriele & Scarpi, Daniele, 2016. "The effect of shelf layout on satisfaction and perceived assortment size: An empirical assessment," Journal of Retailing and Consumer Services, Elsevier, vol. 28(C), pages 67-77.
    10. Chang, Chingching, 2011. "The Effect of the Number of Product Subcategories on Perceived Variety and Shopping Experience in an Online Store," Journal of Interactive Marketing, Elsevier, vol. 25(3), pages 159-168.
    11. Sadowski, Sebastian & Fennis, Bob M. & van Ittersum, Koert, 2025. "All the cues we cannot see: How reward-driven distractors render consumers insensitive to assortment complexity," Journal of Business Research, Elsevier, vol. 190(C).
    12. Qian Tang & Mei Lin & Youngsoo Kim, 2021. "Inter‐Retailer Channel Competition: Empirical Analyses of Store Entry Effects on Online Purchases," Production and Operations Management, Production and Operations Management Society, vol. 30(8), pages 2547-2563, August.
    13. Wen, Na & Lurie, Nicholas H., 2019. "More Than Aesthetic: Visual Boundaries and Perceived Variety," Journal of Retailing, Elsevier, vol. 95(3), pages 86-98.
    14. Liane Nagengast & Christina Heidemann & Thomas Rudolph, 2013. "Der kombinierte Einsatz von Sortimentsreduktion und Regalkategorisierung zur Sortimentsoptimierung–," Schmalenbach Journal of Business Research, Springer, vol. 65(7), pages 666-687, December.
    15. Mukherjee, Atmadeep & Burton, Scot & Smith, Ronn J. & Iyer, Pramod, 2024. "Can I choose my offer? How choice of a promotional offer impacts consumer evaluations and decisions," Journal of Retailing, Elsevier, vol. 100(4), pages 549-564.
    16. Dekimpe, Marnik & Gijsbrechts, Els & Gielens, Katrijn, 2023. "Proximity-store introductions: A new route to big-box retailer success?," Other publications TiSEM 14dc6958-ab6b-4d70-995d-f, Tilburg University, School of Economics and Management.
    17. Giarlotta, Alfio & Petralia, Angelo & Watson, Stephen, 2023. "Context-sensitive rationality: Choice by salience," Journal of Mathematical Economics, Elsevier, vol. 109(C).
    18. Angelo Enrico Petralia, 2024. "Harmful Random Utility Models," Papers 2408.01317, arXiv.org, revised Dec 2025.
    19. Qin, Dan, 2024. "A simple model of two-stage choice," Journal of Mathematical Economics, Elsevier, vol. 112(C).
    20. Yang Wang & Xueming Luo & Zhijie Lin, 2023. "Estimating assortment size effects on platforms: Leveraging imperfect geographic targeting for causal inference," Production and Operations Management, Production and Operations Management Society, vol. 32(11), pages 3394-3412, November.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jouret:v:101:y:2025:i:2:p:227-240. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-retailing .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.