We identify anthropogenic contributions to atmospheric CO 2 measured at Mauna Loa using a statistical automatic model selection algorithm (Autometrics). We find that vegetation, temperature and other natural factors alone cannot explain the trend or the variation in CO 2 growth. Industrial production components, driven by business cycles and economic shocks, are highly significant contributors.