TY - JOUR AU - Liu,Laura X. L. AU - Whited,Toni AU - Zhang,Lu TI - Regularities JF - National Bureau of Economic Research Working Paper Series VL - No. 13024 PY - 2007 Y2 - April 2007 UR - http://www.nber.org/papers/w13024 L1 - http://www.nber.org/papers/w13024.pdf N1 - Author contact info: Laura X. L. Liu Finance Department School of Business and Management Hong Kong University of Science and Technology Kowloon, Hong Kong E-Mail: fnliu@ust.hk Toni Whited Simon School of Business University of Rochester Rochester, NY 14627 Tel: 585/275-3916 E-Mail: toni.whited@simon.rochester.edu Lu Zhang Fisher College of Business The Ohio State University 2100 Neil Avenue Columbus, OH 43210 Tel: 585-267-6250 E-Mail: zhanglu@fisher.osu.edu AB - The neoclassical q-theory is a good start to understand the cross section of returns. Under constant return to scale, stock returns equal levered investment returns that are tied directly with characteristics. This equation generates the relations of average returns with book-to-market, investment, and earnings surprises. We estimate the model by minimizing the differences between average stock returns and average levered investment returns via GMM. Our model captures well the average returns of portfolios sorted on capital investment and on size and book-to-market, including the small-stock value premium. Our model is also partially successful in capturing the post-earnings-announcement drift and its higher magnitude in small firms. ER -