Author Abstract
We assess the effect of opening physical retail stores on direct channel sales. Our data come from a leading U.S. retailer which opened four new stores; two openings occurred in retail trading areas which had been previously served by direct channels alone and two openings occurred in retail trading areas which had been served by both direct channels and existing physical stores. We hypothesize two effects, cannibalization and complementarity, and conjecture that the magnitude of these effects may change over time. We find that retail store openings cannibalize direct channel sales in the short term if physical stores do not already exist in the retail trading area, but produce complementary effects which overcome the losses from cannibalization in the long run. Our results are based on both interrupted time series analysis and difference-in-differences analysis of six years of proprietary sales data and we use a novel zip code matching method to better isolate the effects of channel expansion. We argue for advantages to using zip code level data for methodological and consumer data privacy reasons.
Paper Information
- Full Working Paper Text
- Working Paper Publication Date: February 2007
- HBS Working Paper Number: 07-043
- Faculty Unit(s): Marketing