McCarthy, Shawn; Alaghband, Gita - In: International Journal of Financial Studies : open … 14 (2026) 1, pp. 1-34
The diverse rating scales used by brokerage firms pose significant challenges for aggregating analyst recommendations in financial research. We develop a momentum-based normalization framework that transforms heterogeneous rating changes into standardized sentiment signals using firm-relative,...