US pet food total market salesJapan total population
Between 2014 and 2022, Japan's population declined while US pet food sales increased, producing an inverse correlation of -0.9632 across nine data points. The theory that Japan's population is being converted into American pet food is horrifying, impossible, and exactly the kind of thing that a correlation coefficient cannot rule out. What the data actually describes is two independent demographic phenomena: a country that is shrinking because its people aren't having children, and a country that is spending more on animals because it is treating them like children. Both trends are about the same thing, in a way: what happens when advanced societies redirect their nurturing instincts.
Japan's population declined from 127 million to under 125 million due to sub-replacement fertility and limited immigration. US pet food sales grew from $24 billion to over $42 billion, driven by pet humanization and premium products. Both are demographic-adjacent trends moving in opposite directions—one measuring population contraction, the other measuring the economic consequences of pet-as-family-member culture.
A declining population in one country and growing pet spending in another will produce an inverse correlation when they share a time window. The data accidentally describes two developed nations' different responses to the same underlying phenomenon: changing family structures.
As an Amazon Associate, getspurious.com earns from qualifying purchases. Learn more.
Want to learn more about why correlations like “US pet food total market sales” vs “Japan total population” don't prove causation? Read our guide to statistical thinking.