For a top 10 apparel retailer, we correlated social media likes data for TV shows with store level performance data to evaluate media preference patterns within specific store segments (high/mid/low volume), to determine the degree of relevance of current advertising genre within those store segments. Our work contributed to evolving the advertising strategy to adjust to fragmented media preferences.