Text algorithms in economics

E Ash, S Hansen - Annual Review of Economics, 2023 - annualreviews.org
This article provides an overview of the methods used for algorithmic text analysis in
economics, with a focus on three key contributions. First, we introduce methods for …

FinTech as a game changer: Overview of research frontiers

T Hendershott, X Zhang, JL Zhao… - Information Systems …, 2021 - pubsonline.informs.org
Technologies have spawned finance innovations since the early days of computer
applications in businesses, most recently reaching the stage of disruptive innovations, such …

Does CSR matter in times of crisis? Evidence from the COVID-19 pandemic

KH Bae, S El Ghoul, ZJ Gong, O Guedhami - Journal of Corporate Finance, 2021 - Elsevier
The debate over how firm stakeholder engagement is tied to preserving shareholder wealth
has received growing attention in recent years, especially in the wake of the COVID-19 …

Financial machine learning

B Kelly, D Xiu - Foundations and Trends® in Finance, 2023 - nowpublishers.com
We survey the nascent literature on machine learning in the study of financial markets. We
highlight the best examples of what this line of research has to offer and recommend …

From man vs. machine to man+ machine: The art and AI of stock analyses

S Cao, W Jiang, J Wang, B Yang - Journal of Financial Economics, 2024 - Elsevier
An AI analyst trained to digest corporate disclosures, industry trends, and macroeconomic
indicators surpasses most analysts in stock return predictions. Nevertheless, humans win …

The role of corporate culture in bad times: Evidence from the COVID-19 pandemic

K Li, X Liu, F Mai, T Zhang - Journal of Financial and Quantitative …, 2021 - cambridge.org
After fitting a topic model to 40,927 COVID-19–related paragraphs in 3,581 earnings calls
over the period Jan. 22–Apr. 30, 2020, we obtain firm-level measures of exposure and …

How to talk when a machine is listening: Corporate disclosure in the age of AI

S Cao, W Jiang, B Yang… - The Review of Financial …, 2023 - academic.oup.com
Growing AI readership (proxied for by machine downloads and ownership by AI-equipped
investors) motivates firms to prepare filings friendlier to machine processing and to mitigate …

Big data in finance

I Goldstein, CS Spatt, M Ye - The Review of Financial Studies, 2021 - academic.oup.com
Big data is revolutionizing the finance industry and has the potential to significantly shape
future research in finance. This special issue contains papers following the 2019 NBER-RFS …

Board gender diversity and corporate innovation: International evidence

D Griffin, K Li, T Xu - Journal of Financial and Quantitative Analysis, 2021 - cambridge.org
Using a novel database of firm patents and board characteristics across 45 countries, we
examine both within-and cross-country determinants of board gender diversity and its …

[HTML][HTML] Corporate culture: Evidence from the field

JR Graham, J Grennan, CR Harvey… - Journal of financial …, 2022 - Elsevier
Ninety-two percent of the 1348 North American executives we survey believe that improving
corporate culture would increase firm value. A striking 84% believe their company needs to …