Consumers say they will spend an average of $1,007.24 during the holiday season this year, up 4.1 percent from the $967.13 they said they would spend last year, according to the annual survey released today by the National Retail Federation and Prosper Insights & Analytics.

The consumer survey comes on top of NRF’s annual holiday spending forecast, which takes into account a variety of economic factors to project overall spending rather than per-consumer spending. The forecast estimated that holiday retail sales in November and December will increase between 4.3 percent and 4.8 percent over last year for a total between $717.45 billion and $720.89 billion.

Consumers will spend in three main categories during the holidays—gifts, at $637.67; non-gift holiday items such as food, decorations, flowers and greeting cards, at $215.04; and other non-gift purchases that take advantage of the deals and promotions throughout the season, at $154.53.

Holiday shoppers are planning to spread their shopping across multiple channels and types of stores: An equal number (55 percent) will shop online and in department stores while 51 percent will go to discount stores, 44 percent to grocery stores, 33 percent to clothing stores, and 24 percent to electronics stores. The mix of channels was further evident with 50 percent of those shopping online saying they will pick up their purchases in-store. Of online shoppers who want the package to come to their home or office, 94 percent will take advantage of free shipping, 16 percent will choose expedited shipping, and 11 percent will use same-day delivery.

Most holiday shoppers (60 percent) are waiting until at least November to begin browsing and buying items for the season. However, 21 percent planned to start in October and 18 percent said they began in September or earlier. Of the early shoppers, 61 percent said they were trying to spread out their budgets while 47 percent wanted to avoid the crowds and stress of last-minute shopping.

While sales and discounts remained the largest factor in choosing a particular retailer, cited by 71 percent, quality and selection of merchandise were the next-largest factor (cited by 60 percent), followed by free shipping (47 percent), and convenient location (45 percent).

For the 12th year in a row, gift cards remain the most popular items on wish lists, requested by 60 percent of those surveyed, followed by clothing and accessories at 53 percent, books/movies/music (37 percent), electronics (29 percent), home décor (23 percent), jewelry (22 percent), personal care or beauty items (19 percent), sporting goods (18 percent), and home improvement items (17 percent).

The survey of 7,313 adult consumers was conducted from Oct. 1 to 11 and has a margin of error of plus or minus 1.2 percentage points.