Skip to main content
Erschienen in: Marketing Letters 1/2010

01.03.2010

I’ll have the ice cream soon and the vegetables later: A study of online grocery purchases and order lead time

verfasst von: Katherine L. Milkman, Todd Rogers, Max H. Bazerman

Erschienen in: Marketing Letters | Ausgabe 1/2010

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

How do decisions made for tomorrow or 2 days in the future differ from decisions made for several days in the future? We use data from an online grocer to address this question. In general, we find that as the delay between order completion and delivery increases, grocery customers spend less, order a higher percentage of “should” items (e.g., vegetables), and order a lower percentage of “want” items (e.g., ice cream), controlling for customer fixed effects. These field results replicate previous laboratory findings and are consistent with theories suggesting that people’s should selves exert more influence over their choices the further in the future outcomes will be experienced. However, orders placed for delivery tomorrow versus 2 days in the future do not show this want/should pattern, and we discuss a potential explanation.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Note that a considerable body of work has demonstrated that people behave more impulsively when making choices for now rather than for later (see Milkman et al. 2008 for a review).
 
2
Details about the number of unique customers, total number of grocery orders, and average number of orders per customer in our data set are not provided in order to preserve the anonymity of our data provider.
 
3
This allows us to control for how much time has elapsed since a customer’s last order in our analyses.
 
4
More details on the seasonality of order lead time are available upon request.
 
5
Lengthy concept definitions were provided to participants and they were also quizzed on their understanding of these concepts. Full materials are available upon request. The final summary of a “want” grocery read: “The ‘want’ score is intended to reflect the extent to which someone’s decision to consume this type of grocery would be indulgent and pleasure-based.” The final summary of a “should” grocery read: “The ‘should’ score ought to reflect the extent to which someone’s choice to consume the grocery would be made for virtuous, self-improving reasons, regardless of other potential factors.”
 
6
Wilks’ lambdas from multivariate analysis of variances run to examine potential ordering effects were all insignificant at the 5% level.
 
7
Because the choice to look at ten categories rather than some other number is somewhat arbitrary, we replicate all results examining the top five categories of should and want groceries as a robustness check.
 
8
Ibid.
 
9
Regressions examining the percent spending on the five grocery categories receiving the highest and lowest should minus want scores reveal the same patterns and are available upon request. These results also hold if grocery categories containing alcohol and/or cigarettes are removed.
 
10
Although it is possible that people only buy a healthier bundle of groceries when they order further in the future and do not actually eat healthier groceries, it seems likely that purchases are highly correlated with consumption.
 
Literatur
Zurück zum Zitat Ainslie, G. (1975). Specious reward: A behavioral theory of impulsiveness and impulse control. Psychological Bulletin, 82, 463–496.CrossRef Ainslie, G. (1975). Specious reward: A behavioral theory of impulsiveness and impulse control. Psychological Bulletin, 82, 463–496.CrossRef
Zurück zum Zitat Ashraf, N., Karlan, D., & Yin, W. (2006). Tying Odysseus to the mast: Evidence from a commitment savings product in the Philippines. Quarterly Journal of Economics, 121(2), 635–672.CrossRef Ashraf, N., Karlan, D., & Yin, W. (2006). Tying Odysseus to the mast: Evidence from a commitment savings product in the Philippines. Quarterly Journal of Economics, 121(2), 635–672.CrossRef
Zurück zum Zitat Bazerman, M. H., Tenbrunsel, A. E., & Wade-Benzoni, K. (1998). Negotiating with yourself and losing: Making decisions with competing internal preferences. Academy of Management Review, 23(2), 225–241.CrossRef Bazerman, M. H., Tenbrunsel, A. E., & Wade-Benzoni, K. (1998). Negotiating with yourself and losing: Making decisions with competing internal preferences. Academy of Management Review, 23(2), 225–241.CrossRef
Zurück zum Zitat Benzion, U., Rapopport, A., & Yagil, Y. (1989). Discount rates inferred from decisions: An experimental study. Management Science, 35(3), 270–284.CrossRef Benzion, U., Rapopport, A., & Yagil, Y. (1989). Discount rates inferred from decisions: An experimental study. Management Science, 35(3), 270–284.CrossRef
Zurück zum Zitat Drewnowski, A., & Barratt-Fornell, A. (2004). Do healthier diets cost more? Nutrition Today, 39(4), 161–168.CrossRef Drewnowski, A., & Barratt-Fornell, A. (2004). Do healthier diets cost more? Nutrition Today, 39(4), 161–168.CrossRef
Zurück zum Zitat Heilman, C. M., Nakamoto, K., & Rao, A. G. (2002). Pleasant surprises: Consumer response to unexpected in-store coupons. Journal of Marketing Research, 39(2), 242–252.CrossRef Heilman, C. M., Nakamoto, K., & Rao, A. G. (2002). Pleasant surprises: Consumer response to unexpected in-store coupons. Journal of Marketing Research, 39(2), 242–252.CrossRef
Zurück zum Zitat Khan, U., Dhar, R., & Wertenbroch, K. (2005). A behavioral decision theory perspective on hedonic and utilitarian choice. In S. Ratneshwar & D. G. Mick (Eds.), Inside consumption: Frontiers of research on consumer motives, goals, and desires (pp. 144–165). London: Routledge. Khan, U., Dhar, R., & Wertenbroch, K. (2005). A behavioral decision theory perspective on hedonic and utilitarian choice. In S. Ratneshwar & D. G. Mick (Eds.), Inside consumption: Frontiers of research on consumer motives, goals, and desires (pp. 144–165). London: Routledge.
Zurück zum Zitat Loewenstein, G. F. (1996). Out of control: Visceral influences on behavior. Organizational Behavior and Human Decision Processes, 65(3), 272–292.CrossRef Loewenstein, G. F. (1996). Out of control: Visceral influences on behavior. Organizational Behavior and Human Decision Processes, 65(3), 272–292.CrossRef
Zurück zum Zitat Loewenstein, G. F., & Prelec, D. (1992). Anomalies in intertemporal choice: Evidence and an interpretation. Quarterly Journal of Economics, 107, 573–597.CrossRef Loewenstein, G. F., & Prelec, D. (1992). Anomalies in intertemporal choice: Evidence and an interpretation. Quarterly Journal of Economics, 107, 573–597.CrossRef
Zurück zum Zitat Malmendier, U., & Della Vigna, S. (2006). Paying not to go to the gym. American Economic Review, 96(3), 694–719.CrossRef Malmendier, U., & Della Vigna, S. (2006). Paying not to go to the gym. American Economic Review, 96(3), 694–719.CrossRef
Zurück zum Zitat Martin, J. M., Beshears, J., Milkman, K. L., Bazerman, M. H., & Sutherland, L. (2009). Modeling expert opinions on food healthiness: A nutrition metric. Journal of the American Dietetic Association, 109(6), 1088–1091.CrossRef Martin, J. M., Beshears, J., Milkman, K. L., Bazerman, M. H., & Sutherland, L. (2009). Modeling expert opinions on food healthiness: A nutrition metric. Journal of the American Dietetic Association, 109(6), 1088–1091.CrossRef
Zurück zum Zitat Milkman, K. L., & Beshears, J. (2009). Mental accounting and small windfalls: Evidence from an online grocer. Journal of Economic Behavior and Organization, 71(2), 384–394.CrossRef Milkman, K. L., & Beshears, J. (2009). Mental accounting and small windfalls: Evidence from an online grocer. Journal of Economic Behavior and Organization, 71(2), 384–394.CrossRef
Zurück zum Zitat Milkman, K. L., Rogers, T., & Bazerman, M. H. (2008). Harnessing our inner angels and demons: What we have learned about want/should conflicts and how that knowledge can help us reduce short-sighted decision making. Perspectives on Psychological Science, 3, 324–338.CrossRef Milkman, K. L., Rogers, T., & Bazerman, M. H. (2008). Harnessing our inner angels and demons: What we have learned about want/should conflicts and how that knowledge can help us reduce short-sighted decision making. Perspectives on Psychological Science, 3, 324–338.CrossRef
Zurück zum Zitat Milkman, K. L., Rogers, T., & Bazerman, M. H. (2009). Highbrow films gather dust: Time-inconsistent preferences and online DVD rentals. Management Science, 55(6), 1047–1059.CrossRef Milkman, K. L., Rogers, T., & Bazerman, M. H. (2009). Highbrow films gather dust: Time-inconsistent preferences and online DVD rentals. Management Science, 55(6), 1047–1059.CrossRef
Zurück zum Zitat Oster, S., & Scott Morton, F. M. (2005). Behavioral biases meet the market: The case of magazine subscription prices. BE Journals Economic Analysis and Policy—Advances, 5(1), 1323. Oster, S., & Scott Morton, F. M. (2005). Behavioral biases meet the market: The case of magazine subscription prices. BE Journals Economic Analysis and Policy—Advances, 5(1), 1323.
Zurück zum Zitat Read, D. (2001). Intrapersonal dilemmas. Human Relations, 54(8), 1093–1117.CrossRef Read, D. (2001). Intrapersonal dilemmas. Human Relations, 54(8), 1093–1117.CrossRef
Zurück zum Zitat Rogers, T., & Bazerman, M. H. (2008). Future lock-in: Future implementation increases selection of should choices. Organizational Behavior and Human Decision Processes, 106(1), 1–20.CrossRef Rogers, T., & Bazerman, M. H. (2008). Future lock-in: Future implementation increases selection of should choices. Organizational Behavior and Human Decision Processes, 106(1), 1–20.CrossRef
Zurück zum Zitat Schelling, T. C. (1984). Choice and consequence: Perspectives of an errant economist. Cambridge: Harvard University Press. Schelling, T. C. (1984). Choice and consequence: Perspectives of an errant economist. Cambridge: Harvard University Press.
Zurück zum Zitat Shefrin, H., & Thaler, R. H. (1988). The behavioral life-cycle hypothesis. Economic Inquiry, 26(4), 609–643.CrossRef Shefrin, H., & Thaler, R. H. (1988). The behavioral life-cycle hypothesis. Economic Inquiry, 26(4), 609–643.CrossRef
Zurück zum Zitat Shrout, P. E., & Fleiss, J. L. (1979). Intraclass correlations: Uses in assessing rater reliability. Psychological Bulletin, 86(2), 420–428.CrossRef Shrout, P. E., & Fleiss, J. L. (1979). Intraclass correlations: Uses in assessing rater reliability. Psychological Bulletin, 86(2), 420–428.CrossRef
Zurück zum Zitat Sunstein, C. R., & Thaler, R. H. (2003). Libertarian paternalism is not an oxymoron. University of Chicago Law Review, 70, 1159–1199.CrossRef Sunstein, C. R., & Thaler, R. H. (2003). Libertarian paternalism is not an oxymoron. University of Chicago Law Review, 70, 1159–1199.CrossRef
Zurück zum Zitat Trope, Y., & Liberman, N. (2003). Temporal construal. Psychological Review, 110, 403–421.CrossRef Trope, Y., & Liberman, N. (2003). Temporal construal. Psychological Review, 110, 403–421.CrossRef
Zurück zum Zitat Van Duyn, M. A. S., & Pivonka, E. (2000). Overview of the health benefits of fruit and vegetable consumption for the dietetics profession: Selected literature. Journal of the American Dietetic Association, 100(12), 1511–1521.CrossRef Van Duyn, M. A. S., & Pivonka, E. (2000). Overview of the health benefits of fruit and vegetable consumption for the dietetics profession: Selected literature. Journal of the American Dietetic Association, 100(12), 1511–1521.CrossRef
Zurück zum Zitat Willet, W. C. (1994). Diet and health: What should we eat? Science, 264(5158), 532–537.CrossRef Willet, W. C. (1994). Diet and health: What should we eat? Science, 264(5158), 532–537.CrossRef
Zurück zum Zitat Wooldridge, J. M. (2002). Econometric analysis of cross section and panel data. Cambridge: MIT. Wooldridge, J. M. (2002). Econometric analysis of cross section and panel data. Cambridge: MIT.
Zurück zum Zitat Zauberman, G., & Lynch, J. G. (2005). Resource slack and propensity to discount delayed investments of time versus money. Journal of Experimental Psychology: General, 134(1), 23–37.CrossRef Zauberman, G., & Lynch, J. G. (2005). Resource slack and propensity to discount delayed investments of time versus money. Journal of Experimental Psychology: General, 134(1), 23–37.CrossRef
Metadaten
Titel
I’ll have the ice cream soon and the vegetables later: A study of online grocery purchases and order lead time
verfasst von
Katherine L. Milkman
Todd Rogers
Max H. Bazerman
Publikationsdatum
01.03.2010
Verlag
Springer US
Erschienen in
Marketing Letters / Ausgabe 1/2010
Print ISSN: 0923-0645
Elektronische ISSN: 1573-059X
DOI
https://doi.org/10.1007/s11002-009-9087-0

Weitere Artikel der Ausgabe 1/2010

Marketing Letters 1/2010 Zur Ausgabe