Paul Ince began life as manager of Blackpool with defeat at Leeds.
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David Norris opened the scoring in the second half when he scored with a well-controlled half-volley, before Steve Morison recorded his first goal for the club with a lovely lofted finish.
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Leeds also went close through Luke Varney and Ross McCormack.
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Blackpool's Ludovic Sylvestre had a 30-yard strike tipped over and Gary Taylor-Fletcher had the ball in the net, but he was ruled offside.
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The result is Leeds' first win in four league games and moves Neil Warnock's side to within six points of a play-off place.