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Omnichannel marketing: Are cross-channel effects symmetric?

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  • Shankar, Venkatesh
  • Kushwaha, Tarun

Abstract

The rapid growth in omnichannel (e.g., Web, call center, sales agent, store) shopping and the need to effectively allocate resources across channels are prompting managers and researchers to better understand cross-channel effects, that is, the effects of marketing efforts in one distribution channel on shopping outcomes in other channels. We develop a broad set of hypotheses about cross-channel effects based on channel richness and influence roles (informative, persuasive). To test the hypotheses, we model the effects (own and cross) of channel marketing efforts on shopping outcomes in different channels through a simultaneous equation system. We estimate these models using data from the auto insurance industry that comprises the exclusive agent, the independent agent, the Web, and the call center channels. Our results offer novel insights. They show that cross-channel effects and elasticities are significant and asymmetric. While the effect of marketing efforts in a channel on shopping outcomes in a dissimilar (with a different primary influence role) channel is positive (e.g., exclusive agent, the Web, and the call center channels are complementary), the magnitudes of the cross-channel effects are asymmetric. Similarly, while the effect of marketing efforts in a channel on shopping outcomes in a similar (with the same primary influence role) channel is negative (e.g., independent agent and exclusive agent channels are substitutional), they are also asymmetric. Exclusive agent efforts have a greater negative effect on the outcomes of independent agent efforts than vice versa. Based on the results, we develop a channel influence vs. influenceability analysis tool for managers to better plan their channel efforts. We also illustrate a resource allocation model that shows substantial incremental profits from the reallocation of marketing efforts based on our model with cross-channel effects relative to a model without cross-channel effects.

Suggested Citation

  • Shankar, Venkatesh & Kushwaha, Tarun, 2021. "Omnichannel marketing: Are cross-channel effects symmetric?," International Journal of Research in Marketing, Elsevier, vol. 38(2), pages 290-310.
    • Handle: RePEc:eee:ijrema:v:38:y:2021:i:2:p:290-310
    DOI: 10.1016/j.ijresmar.2020.09.001
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    as
    1. Ivan Guitart & Guillaume Hervet, 2017. "The impact of contextual television ads on online conversions : An application in the insurance industry," Post-Print hal-02312174, HAL.
    2. Kannan, P.K. & Li, Hongshuang “Alice”, 2017. "Digital marketing: A framework, review and research agenda," International Journal of Research in Marketing, Elsevier, vol. 34(1), pages 22-45.
    3. Thorsten Wiesel & Koen Pauwels & Joep Arts, 2011. "Practice Prize Paper --Marketing's Profit Impact: Quantifying Online and Off-line Funnel Progression," Marketing Science, INFORMS, vol. 30(4), pages 604-611, July.
    4. Eric Overby & Sandy Jap, 2009. "Electronic and Physical Market Channels: A Multiyear Investigation in a Market for Products of Uncertain Quality," Management Science, INFORMS, vol. 55(6), pages 940-957, June.
    5. 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.
    6. Gauri, Dinesh K., 2013. "Benchmarking Retail Productivity Considering Retail Pricing and Format Strategy," Journal of Retailing, Elsevier, vol. 89(1), pages 1-14.
    7. Nelson, Phillip, 1970. "Information and Consumer Behavior," Journal of Political Economy, University of Chicago Press, vol. 78(2), pages 311-329, March-Apr.
    8. David R. Bell & Santiago Gallino & Antonio Moreno, 2018. "Offline Showrooms in Omnichannel Retail: Demand and Operational Benefits," Management Science, INFORMS, vol. 64(4), pages 1629-1651, April.
    9. Richard L. Daft & Robert H. Lengel, 1986. "Organizational Information Requirements, Media Richness and Structural Design," Management Science, INFORMS, vol. 32(5), pages 554-571, May.
    10. Dennis Campbell & Frances Frei, 2010. "Cost Structure, Customer Profitability, and Retention Implications of Self-Service Distribution Channels: Evidence from Customer Behavior in an Online Banking Channel," Management Science, INFORMS, vol. 56(1), pages 4-24, January.
    11. Neslin, Scott A. & Shankar, Venkatesh, 2009. "Key Issues in Multichannel Customer Management: Current Knowledge and Future Directions," Journal of Interactive Marketing, Elsevier, vol. 23(1), pages 70-81.
    12. Hailiang Chen & Yu Jeffrey Hu & Michael D. Smith, 2019. "The Impact of E-book Distribution on Print Sales: Analysis of a Natural Experiment," Management Science, INFORMS, vol. 65(1), pages 19-31, January.
    13. Guitart, Ivan A. & Hervet, Guillaume, 2017. "The impact of contextual television ads on online conversions: An application in the insurance industry," International Journal of Research in Marketing, Elsevier, vol. 34(2), pages 480-498.
    14. Liu, Huan & Lobschat, Lara & Verhoef, Peter C., 2018. "Multichannel Retailing: A Review and Research Agenda," Foundations and Trends(R) in Marketing, now publishers, vol. 12(1), pages 1-79, December.
    15. John Mullahy, 1997. "Instrumental-Variable Estimation Of Count Data Models: Applications To Models Of Cigarette Smoking Behavior," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 586-593, November.
    16. Nelson, Philip, 1974. "Advertising as Information," Journal of Political Economy, University of Chicago Press, vol. 82(4), pages 729-754, July/Aug..
    17. Elisa Montaguti & Scott A. Neslin & Sara Valentini, 2016. "Can Marketing Campaigns Induce Multichannel Buying and More Profitable Customers? A Field Experiment," Marketing Science, INFORMS, vol. 35(2), pages 201-217, March.
    18. Cao, Lanlan & Li, Li, 2015. "The Impact of Cross-Channel Integration on Retailers’ Sales Growth," Journal of Retailing, Elsevier, vol. 91(2), pages 198-216.
    19. Stigler, George J., 2011. "Economics of Information," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 5, pages 35-49.
    20. Lichter, Andreas & Peichl, Andreas & Siegloch, Sebastian, 2015. "The own-wage elasticity of labor demand: A meta-regression analysis," European Economic Review, Elsevier, vol. 80(C), pages 94-119.
    21. Gong, Jing & Smith, Michael D. & Telang, Rahul, 2015. "Substitution or Promotion? The Impact of Price Discounts on Cross-Channel Sales of Digital Movies," Journal of Retailing, Elsevier, vol. 91(2), pages 343-357.
    22. Watson, George F. & Worm, Stefan & Palmatier, Robert W. & Ganesan, Shankar, 2015. "The Evolution of Marketing Channels: Trends and Research Directions," Journal of Retailing, Elsevier, vol. 91(4), pages 546-568.
    23. Mark, Tanya & Bulla, Jan & Niraj, Rakesh & Bulla, Ingo & Schwarzwäller, Wolfgang, 2019. "Catalogue as a tool for reinforcing habits: Empirical evidence from a multichannel retailer," International Journal of Research in Marketing, Elsevier, vol. 36(4), pages 528-541.
    24. Verhoef, Peter C. & Kannan, P.K. & Inman, J. Jeffrey, 2015. "From Multi-Channel Retailing to Omni-Channel Retailing," Journal of Retailing, Elsevier, vol. 91(2), pages 174-181.
    25. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    26. Lanlan Cao & Li Li, 2015. "The Impact of Cross-Channel Integration on Retailers’ Sales Growth," Post-Print hal-02009466, HAL.
    27. Nicholas Kaldor, 1950. "The Economic Aspects of Advertising," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 18(1), pages 1-27.
    28. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    29. Naik, Prasad A. & Peters, Kay, 2009. "A Hierarchical Marketing Communications Model of Online and Offline Media Synergies," Journal of Interactive Marketing, Elsevier, vol. 23(4), pages 288-299.
    30. Kumar, V. & George, Morris & Pancras, Joseph, 2008. "Cross-buying in retailing: Drivers and consequences," Journal of Retailing, Elsevier, vol. 84(1), pages 15-27.
    31. Pauwels, Koen & Neslin, Scott A., 2015. "Building With Bricks and Mortar: The Revenue Impact of Opening Physical Stores in a Multichannel Environment," Journal of Retailing, Elsevier, vol. 91(2), pages 182-197.
    32. Verhoef, Peter C. & Venkatesan, Rajkumar & McAlister, Leigh & Malthouse, Edward C. & Krafft, Manfred & Ganesan, Shankar, 2010. "CRM in Data-Rich Multichannel Retailing Environments: A Review and Future Research Directions," Journal of Interactive Marketing, Elsevier, vol. 24(2), pages 121-137.
    33. Andrea Pozzi, 2013. "The effect of Internet distribution on brick-and-mortar sales," RAND Journal of Economics, RAND Corporation, vol. 44(3), pages 569-583, September.
    34. Peter Zweifel & Peter Ghermi, 1990. "Exclusive vs. Independent Agencies: A Comparison of Performance*," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 15(2), pages 171-192, September.
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