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.