 Thomas McMillan heads the Center for Retail 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. A study by the National Retail Federation found Americans spent over $12 billion on Halloween decor.