The England midfielder levelled from the spot with 17 minutes remaining after Boro defender Luke Young was harshly ruled to have handled a volley from Villa winger Ashley Young.
Stewart Downing had given the visitors a deserved half-time lead with his seventh goal of the season as Boro regained their pride after the FA Cup debacle against Cardiff at the weekend.
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