While it’s been a tough few years for the restaurant industry as consumers cut back on discretionary spending, it seems that smaller, independent restaurants have taken a bigger hit than chain restaurants.

That’s according to a report from The NPD Group, a consumer and retail research firm, which found independent restaurants accounted for 87 percent of restaurant visit losses during the past three years.