 Thomas McMillan heads the Center for Retailing Studies at Texas A&M. He predicts other big box stores will follow Home Depot's lead, so expect to see lots of Halloween decorations popping up in July. A study by the National Retail Federation found Americans spend more than $12 billion on Halloween decor.