Factor models, machine learning, and asset pricing

S Giglio, B Kelly, D Xiu - Annual Review of Financial Economics, 2022 - annualreviews.org
We survey recent methodological contributions in asset pricing using factor models and
machine learning. We organize these results based on their primary objectives: estimating …

Flattening the curve: pandemic-induced revaluation of urban real estate

A Gupta, V Mittal, J Peeters… - Journal of Financial …, 2022 - Elsevier
We show that the COVID-19 pandemic brought house price and rent declines in city centers,
and price and rent increases away from the center, thereby flattening the bid-rent curve in …

Empirical asset pricing via machine learning

S Gu, B Kelly, D Xiu - The Review of Financial Studies, 2020 - academic.oup.com
We perform a comparative analysis of machine learning methods for the canonical problem
of empirical asset pricing: measuring asset risk premiums. We demonstrate large economic …

Advances in consumption-based asset pricing: Empirical tests

SC Ludvigson - Handbook of the Economics of Finance, 2013 - Elsevier
The last 15 years has brought forth an explosion of research on consumption-based asset
pricing as a leading contender for explaining aggregate stock market behavior. This …

The time variation in risk appetite and uncertainty

G Bekaert, EC Engstrom, NR Xu - Management Science, 2022 - pubsonline.informs.org
We formulate a dynamic no-arbitrage asset pricing model for equities and corporate bonds,
featuring time variation in both risk aversion and economic uncertainty. The joint dynamics …

Investor sentiment aligned: A powerful predictor of stock returns

D Huang, F Jiang, J Tu, G Zhou - The Review of Financial …, 2015 - academic.oup.com
We propose a new investor sentiment index that is aligned with the purpose of predicting the
aggregate stock market. By eliminating a common noise component in sentiment proxies …

Forecasting stock returns

D Rapach, G Zhou - Handbook of economic forecasting, 2013 - Elsevier
We survey the literature on stock return forecasting, highlighting the challenges faced by
forecasters as well as strategies for improving return forecasts. We focus on US equity …

Carry

RSJ Koijen, TJ Moskowitz, LH Pedersen… - Journal of Financial …, 2018 - Elsevier
We apply the concept of carry, which has been studied almost exclusively in currency
markets, to any asset. A security's expected return is decomposed into its “carry,” an ex-ante …

Integrated reporting: An accounting disclosure tool for high quality financial reporting

A Pavlopoulos, C Magnis, GE Iatridis - Research in International Business …, 2019 - Elsevier
This study examines the association between the level of the quality of integrated reporting
(IR) disclosure and a firm's market valuation. Employing data from IR firms during the years …

Economic policy uncertainty in China and stock market expected returns

J Chen, F Jiang, G Tong - Accounting & Finance, 2017 - Wiley Online Library
We investigate the impact of China's economic policy uncertainty (EPU) on the time series
variation of Chinese stock market expected returns. Using the news‐based measure of EPU …