We develop statistics to represent the option implied stochastic discount factor for S&P 500 returns between 1990 and 2008. Our statistics, which we call State Prices of Conditional Quantiles (SPOCQ), estimate the market's willingness to pay for insurance against outcomes in various quantiles of...

We examine how useful the popular Loughran and McDonald (2011, LM) tonal word lists are for extracting information in IPO prospectuses about first-day returns. We find that there is much more information in word use than captured by the LM tonal lists. We show that the connection between LM...