Maybe, maybe not, but there are additional reasons to strip EXIF data. For example, many phones add location data to the images they produce. Posting those images unoptimized online can be a major privacy issue.
This depends on the size of your file. If you have dozens or hundreds of small sprite/UI images for an app or game, image metadata can add up quite a bit overall.