Retail sales are expected to increase year over year this holiday season, according to recent research from the National Retail Federation (NRF).

The report was based on retailer data collected by NRF as well as data from a survey conducted in October 2016 of consumers in the United States.

Total retail sales for November and December are expected to increase 3.6% year over year in 2016.

That forecast is above the average of 3.4% over the seven years since the US economic recovery began in 2009.

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image of Ayaz Nanji

Ayaz Nanji is a digital strategist and a co-founder of ICW Media, a marketing agency specializing in content and social media services for tech firms. He is also a research writer for MarketingProfs. He has worked for Google/YouTube, the Travel Channel, AOL, and the New York Times.

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Twitter: @ayaznanji