Does the colour of the eraser matter?
The color isn't really what matters, its the quality and type of eraser. Almost all erasers are dyed, so that's the only thing that effects the color. Depending on the materials you're using and types of canvas/paper, different erasers will work better.  So if the black eraser was better quality, then yes, but overall, the color means nothing.