Airlines for America said 2% more U.S. travelers will take to the skies over the Labor Day holiday as compared to last year. During the seven-day period ending on Labor Day, A4A predicts 14 million passengers will fly on U.S. airlines. A4A Presentation. Labor Day Forecast Infographic. It's a Great Time to Fly Infographic.