NME editors Roy Carr and Charles Shaar Murray considered "Watch That Man" the prime example of a collection of songs on Aladdin Sane that were "written too fast, recorded too fast and mixed too fast".
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According to author Nicholas Pegg, "Watch That Man" could be taken as "one of Bowie’s most calculated changes of direction", to a more Stones-inspired dirty rock sound.
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