Privacy in elections: How small is "small"?

We study the impact on privacy in results reporting in elections. In the interests of transparency election commissions report details of aggregated vote counts; in the interests of privacy some of that information must be suppressed. We apply recent advances in Quantitative Information Flow (QiF) to describe several privacy properties in order to study the trade-off between transparency and privacy in results reporting.