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The effect of time-varying factors on promotional activity in the German milk market

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  • Holzer, Patrick Sebastian

Abstract

Promotional sales are an essential pricing tool in the marketing mix of food retailers, which induced numerous studies on the topic. However, few studies have considered time-varying factors of promotional activity in retailing. This study analyzes the effect of time-varying factors on promotional activity in German food retailing using an extensive scanner data set of weekly milk prices. I used a zero-truncated negative binomial model to estimate the time that elapsed between promotional sales. The study shows that promotional activity is high in times of peak demand, when recent unit sales are low, and when the regular price has recently been changed. The results provide compelling evidence that time-varying factors influence the retailer's pricing behavior.

Suggested Citation

  • Holzer, Patrick Sebastian, 2020. "The effect of time-varying factors on promotional activity in the German milk market," Journal of Retailing and Consumer Services, Elsevier, vol. 55(C).
  • Handle: RePEc:eee:joreco:v:55:y:2020:i:c:s096969891931505x
    DOI: 10.1016/j.jretconser.2020.102090
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    as
    1. Daniel Hosken & David Reiffen, 2004. "Patterns of Retail Price Variation," RAND Journal of Economics, The RAND Corporation, vol. 35(1), pages 128-146, Spring.
    2. Patrick J. Kehoe & Virgiliu Midrigan, 2007. "Sales and the real effects of monetary policy," Working Papers 652, Federal Reserve Bank of Minneapolis.
    3. Robert C. Blattberg & Richard Briesch & Edward J. Fox, 1995. "How Promotions Work," Marketing Science, INFORMS, vol. 14(3_supplem), pages 122-132.
    4. Varian, Hal R, 1980. "A Model of Sales," American Economic Review, American Economic Association, vol. 70(4), pages 651-659, September.
    5. Kehoe, Patrick & Midrigan, Virgiliu, 2015. "Prices are sticky after all," Journal of Monetary Economics, Elsevier, vol. 75(C), pages 35-53.
    6. Allender, William J. & Richards, Timothy J., 2012. "Brand Loyalty and Price Promotion Strategies: An Empirical Analysis," Journal of Retailing, Elsevier, vol. 88(3), pages 323-342.
    7. repec:wly:soecon:v:81:1:y:2014:p:168-192 is not listed on IDEAS
    8. Shankar, Venkatesh & Inman, J. Jeffrey & Mantrala, Murali & Kelley, Eileen & Rizley, Ross, 2011. "Innovations in Shopper Marketing: Current Insights and Future Research Issues," Journal of Retailing, Elsevier, vol. 87(S1), pages 29-42.
    9. Victor Aguirregabiria, 1999. "The Dynamics of Markups and Inventories in Retailing Firms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(2), pages 275-308.
    10. Abril, Carmen & Sanchez, Joaquin, 2016. "Will they return? Getting private label consumers to come back: Price, promotion, and new product effects," Journal of Retailing and Consumer Services, Elsevier, vol. 31(C), pages 109-116.
    11. Berck, Peter & Brown, Jennifer & Perloff, Jeffrey M. & Villas-Boas, Sofia Berto, 2008. "Sales: Tests of theories on causality and timing," International Journal of Industrial Organization, Elsevier, vol. 26(6), pages 1257-1273, November.
    12. Grewal, Dhruv & Ailawadi, Kusum L. & Gauri, Dinesh & Hall, Kevin & Kopalle, Praveen & Robertson, Jane R., 2011. "Innovations in Retail Pricing and Promotions," Journal of Retailing, Elsevier, vol. 87(S1), pages 43-52.
    13. Deepak Agrawal, 1996. "Effect of Brand Loyalty on Advertising and Trade Promotions: A Game Theoretic Analysis with Empirical Evidence," Marketing Science, INFORMS, vol. 15(1), pages 86-108.
    14. Jens-Peter Loy & Thore Holm & Carsten Steinhagen & Thomas Glauben, 2015. "Cost pass-through in differentiated product markets: a disaggregated study for milk and butter," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 42(3), pages 441-471.
    15. Gadi Fibich & Arieh Gavious & Oded Lowengart, 2007. "Optimal price promotion in the presence of asymmetric reference-price effects," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 28(6), pages 569-577.
    16. Sascha A. Weber & Sven M. Anders, 2007. "Price rigidity and market power in German retailing," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 28(7), pages 737-749.
    17. John Conlisk & Eitan Gerstner & Joel Sobel, 1984. "Cyclic Pricing by a Durable Goods Monopolist," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 99(3), pages 489-505.
    18. Ailawadi, Kusum L. & Beauchamp, J.P. & Donthu, Naveen & Gauri, Dinesh K. & Shankar, Venkatesh, 2009. "Communication and Promotion Decisions in Retailing: A Review and Directions for Future Research," Journal of Retailing, Elsevier, vol. 85(1), pages 42-55.
    19. Joel Sobel, 1984. "The Timing of Sales," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 353-368.
    20. Anderson, Eric & Malin, Benjamin A. & Nakamura, Emi & Simester, Duncan & Steinsson, Jón, 2017. "Informational rigidities and the stickiness of temporary Sales," Journal of Monetary Economics, Elsevier, vol. 90(C), pages 64-83.
    21. Martin Berka & Michael B. Devereux & Thomas Rudolph, 2011. "Price setting in a leading Swiss online supermarket," CAMA Working Papers 2011-19, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    22. Igal Hendel & Aviv Nevo, 2013. "Intertemporal Price Discrimination in Storable Goods Markets," American Economic Review, American Economic Association, vol. 103(7), pages 2722-2751, December.
    23. Shuba Srinivasan & Koen Pauwels & Dominique M. Hanssens & Marnik G. Dekimpe, 2004. "Do Promotions Benefit Manufacturers, Retailers, or Both?," Management Science, INFORMS, vol. 50(5), pages 617-629, May.
    24. Elizabeth J. Warner & Robert B. Barsky, 1995. "The Timing and Magnitude of Retail Store Markdowns: Evidence from Weekends and Holidays," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 321-352.
    25. Jagmohan S. Raju & V. Srinivasan & Rajiv Lal, 1990. "The Effects of Brand Loyalty on Competitive Price Promotional Strategies," Management Science, INFORMS, vol. 36(3), pages 276-304, March.
    26. Martin Pesendorfer, 2002. "Retail Sales: A Study of Pricing Behavior in Supermarkets," The Journal of Business, University of Chicago Press, vol. 75(1), pages 33-66, January.
    27. Emmanuel Dhyne & Luis J. Alvarez & Herve Le Bihan & Giovanni Veronese & Daniel Dias & Johannes Hoffmann & Nicole Jonker & Patrick Lunnemann & Fabio Rumler & Jouko Vilmunen, 2006. "Price Changes in the Euro Area and the United States: Some Facts from Individual Consumer Price Data," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 171-192, Spring.
    28. Ram C. Rao, 1991. "Pricing and Promotions in Asymmetric Duopolies," Marketing Science, INFORMS, vol. 10(2), pages 131-144.
    29. Narasimhan, Chakravarthi, 1988. "Competitive Promotional Strategies," The Journal of Business, University of Chicago Press, vol. 61(4), pages 427-449, October.
    30. Olbrich, Rainer & Grewe, Gundula, 2013. "Proliferation of private labels in the groceries sector: The impact on category performance," Journal of Retailing and Consumer Services, Elsevier, vol. 20(2), pages 147-153.
    31. Elena Lopez & Rigoberto A. Lopez, 2009. "Demand for differentiated milk products: implications for price competition," Agribusiness, John Wiley & Sons, Ltd., vol. 25(4), pages 453-465.
    32. Rotemberg, Julio J & Saloner, Garth, 1986. "A Supergame-Theoretic Model of Price Wars during Booms," American Economic Review, American Economic Association, vol. 76(3), pages 390-407, June.
    33. James M. MacDonald, 2000. "Demand, Information, and Competition: Why Do Food Prices Fall at Seasonal Demand Peaks?," Journal of Industrial Economics, Wiley Blackwell, vol. 48(1), pages 27-45, March.
    34. Margaret E. Slade & G.R.E.Q.A.M., 1998. "Optimal Pricing with Costly Adjustment: Evidence from Retail-Grocery Prices," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(1), pages 87-107.
    35. Lloyd, T.A. & McCorriston, S. & Morgan, C.W. & Poen, E. & Zgovu, E., 2014. "Retail price dynamics and retailer heterogeneity: UK evidence," Economics Letters, Elsevier, vol. 124(3), pages 434-438.
    36. Jens-Peter Loy & Fabian Schaper, 2014. "Preisrigidität bei Lebensmitteln," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 134(1), pages 25-60.
    37. Rajiv Lal, 1990. "Price Promotions: Limiting Competitive Encroachment," Marketing Science, INFORMS, vol. 9(3), pages 247-262.
    38. Grogger, J T & Carson, Richard T, 1991. "Models for Truncated Counts," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 6(3), pages 225-238, July-Sept.
    39. Venkatesh Shankar & Ruth N. Bolton, 2004. "An Empirical Analysis of Determinants of Retailer Pricing Strategy," Marketing Science, INFORMS, vol. 23(1), pages 28-49, May.
    40. McColl, Rod & Macgilchrist, Renaud & Rafiq, Shuddhasattwa, 2020. "Estimating cannibalizing effects of sales promotions: The impact of price cuts and store type," Journal of Retailing and Consumer Services, Elsevier, vol. 53(C).
    41. Lal, Rajiv & Matutes, Carmen, 1994. "Retail Pricing and Advertising Strategies," The Journal of Business, University of Chicago Press, vol. 67(3), pages 345-370, July.
    42. Klenow, Peter J. & Malin, Benjamin A., 2010. "Microeconomic Evidence on Price-Setting," Handbook of Monetary Economics, in: Benjamin M. Friedman & Michael Woodford (ed.), Handbook of Monetary Economics, edition 1, volume 3, chapter 6, pages 231-284, Elsevier.
    43. Hao Lan & Tim Lloyd & C. Wyn Morgan, 2015. "Supermarket Promotions and Food Prices: A Note," Journal of Agricultural Economics, Wiley Blackwell, vol. 66(2), pages 555-562, June.
    44. Judith A. Chevalier & Anil K. Kashyap & Peter E. Rossi, 2003. "Why Don't Prices Rise During Periods of Peak Demand? Evidence from Scanner Data," American Economic Review, American Economic Association, vol. 93(1), pages 15-37, March.
    45. Chahrour, Ryan A., 2011. "Sales and price spikes in retail scanner data," Economics Letters, Elsevier, vol. 110(2), pages 143-146, February.
    46. repec:wly:soecon:v:81:3:y:2015:p:679-696 is not listed on IDEAS
    47. Bogomolova, Svetlana & Dunn, Steven & Trinh, Giang & Taylor, Jennifer & Volpe, Richard J., 2015. "Price promotion landscape in the US and UK: Depicting retail practice to inform future research agenda," Journal of Retailing and Consumer Services, Elsevier, vol. 25(C), pages 1-11.
    48. Abdulbaki Bilgic & Wojciech Florkowski & Cuma Akbay, 2010. "Demand for cigarettes in Turkey: an application of count data models," Empirical Economics, Springer, vol. 39(3), pages 733-765, December.
    49. Richard Volpe, 2013. "Promotional Competition Between Supermarket Chains," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 42(1), pages 45-61, February.
    50. Olbrich, Rainer & Jansen, Hans Christian & Hundt, Michael, 2017. "Effects of pricing strategies and product quality on private label and national brand performance," Journal of Retailing and Consumer Services, Elsevier, vol. 34(C), pages 294-301.
    51. Daniel Hosken & David Reiffen, 2004. "How Retailers Determine Which Products Should Go on Sale: Evidence From Store-Level Data," Journal of Consumer Policy, Springer, vol. 27(2), pages 141-177, June.
    52. Martin Eichenbaum & Nir Jaimovich & Sergio Rebelo, 2011. "Reference Prices, Costs, and Nominal Rigidities," American Economic Review, American Economic Association, vol. 101(1), pages 234-262, February.
    53. Jeffrey R. Campbell & Benjamin Eden, 2014. "Rigid Prices: Evidence From U.S. Scanner Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55, pages 423-442, May.
    54. Shankar, Venkatesh & Kleijnen, Mirella & Ramanathan, Suresh & Rizley, Ross & Holland, Steve & Morrissey, Shawn, 2016. "Mobile Shopper Marketing: Key Issues, Current Insights, and Future Research Avenues," Journal of Interactive Marketing, Elsevier, vol. 34(C), pages 37-48.
    55. Martin Berka & Michael B. Devereux & Thomas Rudolph, 2011. "Price setting in a leading Swiss online supermarket," CAMA Working Papers 2011-19, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
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