Erik ten Hag's side scored many memorable goals across the campaign, not least Alejandro Garnacho's gravity-defying overhead kick at Goodison Park in November.
The Argentinian's acrobatic effort must surely be favourite to come out on top of this season's vote - and it could be a leading contender for the overall Premier League prize, too.
But nine other goals are also jostling for attention, starting with Bruno Fernandes's precise volley at Burnley in September.
Fernandes has two further strikes in the poll, with his rifled rocket at Galatasaray and measured loft in the Old Trafford draw with Liverpool also making it on to the shortlist.