Further, inverse document frequency weighting, advocated in Loughran and McDonald (2011), provides little improvement to the alternative approach of equal weighting.

This study analyzes the textual information hidden in financial reports for the purpose of distress prediction. Term frequency–inverse document frequency of the words is used as the input for ...