We investigate the economic empowerment of founders’ wives in public Chinese family firms. We show that female cofounders hold higher voting rights when their firms are headquartered in regions where gender stereotypes rooted in local social norms are less prevalent. We also find that firms...

We study whether firm managers’ physical appearance affects their decisions on corporate philanthropy. Examining a large sample of corporate donations matched with managers’ attractiveness data, we find that male managers’ motivations for philanthropic giving are driven by their physical...

We develop empirical models of hedonic prices and derive hedonic indices for measuring changes in customer welfare based upon deep learning. We first generate abstract product attributes, or "features," from text descriptions and images using deep neural networks, and then use these attributes...

Accurate, real-time measurements of price index changes using electronic records are essential for tracking inflation and productivity in today's economic environment. We develop empirical hedonic models that can process large amounts of unstructured product data (text, images, prices,...

Exploring a city-leader linked dataset that consists of 981 Chinese senior government officials for the period 1999–2013, we investigate the influence of these officials' appearance on their career mobility. After controlling for personal characteristics and the ability to promote economy, we...

Capacity constraints limit the profits of some investment strategies, while other strategies are more scalable. We develop a dollar-weighted return measure that parses the factor timing by investors and a strategy's capacity constraints. We find that actively managed funds exhibit significant...