This study uses a comprehensive panel of tax returns to examine the financial reporting choices of medium-to-large private U.S. firms, a setting which controls over $9 trillion in capital, vastly out-numbers public U.S. firms across all industries, yet has no financial reporting mandates. We...

The Critical Finance Review commissioned Li, Novy-Marx, and Velikov (2017) and Pontiff and Singla (2019) to replicate the results in Pastor and Stambaugh (2003). Both studies successfully replicate our market-wide liquidity measure and find similar estimates of the liquidity risk premium. In the...