Lawprof Rick Hasen (Election Law) urges it, and makes a forceful case. I'm sometimes skeptical of proposals for "nonpartisan" administration, since people who are facially nonpartisan often do have partisan sentiments, and since at least in some situations having overt party affiliation helps inform voters about officials' likely attitudes and loyalties. But in the context of the administration of the election machinery, Rick's argument seems quite strong.