including – for example – excluding e-commerce sales by automobile dealers, supermarkets and online music services), but we ultimately chose not to make such adjustments because we lack the underlying data needed to do so with precision. As a result, our estimate of the overall retail e-commerce tax base is likely to be significantly above the true amount, meaning that our estimates of uncollected taxes are likely also biased upwards relative to the actual amount.