Shopping mall foot trafficHip-hop/R&B share of U.S. music market
The hip-hop and R&B share of the US music market and US shopping mall foot traffic have, between 2002 and 2022, moved in near-perfect opposition at r=-0.957. The implication that hip-hop has emptied the malls is the kind of suburban anxiety that never quite survives contact with data. The malls emptied because the internet arrived. Hip-hop merely narrated the change.
Hip-hop and R&B's share of the US music market grew from around 11% in 2002 to over 28% by 2022, driven by streaming's transparent listening data and the genre's cultural centrality. US shopping mall foot traffic, meanwhile, declined steadily over twenty-one years as e-commerce, big-box consolidation, and the Great Recession's long tail collapsed anchor stores and flattened the department store model. The two trends share no mechanism but sit across the same two decades of retail reorganization, with one cultural product rising as one physical retail format retreated. Both are real. Neither caused the other.
Twenty-one years of inverse movement can describe two long-running American trends with no shared cause. The mall emptied for reasons of logistics. The genre filled for reasons of platform.
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Want to learn more about why correlations like “Shopping mall foot traffic” vs “Hip-hop/R&B share of U.S. music market” don't prove causation? Read our guide to statistical thinking.