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 …

Machine learning for social science: An agnostic approach

J Grimmer, ME Roberts… - Annual Review of Political …, 2021 - annualreviews.org
Social scientists are now in an era of data abundance, and machine learning tools are
increasingly used to extract meaning from data sets both massive and small. We explain …

[BOOK][B] Narrative economics: How stories go viral and drive major economic events

RJ Shiller - 2020 - books.google.com
From Nobel Prize–winning economist and New York Times bestselling author Robert
Shiller, a groundbreaking account of how stories help drive economic events—and why …

[HTML][HTML] Affective polarization, local contexts and public opinion in America

JN Druckman, S Klar, Y Krupnikov… - Nature human …, 2021 - nature.com
Affective polarization has become a defining feature of twenty-first-century US politics, but
we do not know how it relates to citizens' policy opinions. Answering this question has …

Text as data

M Gentzkow, B Kelly, M Taddy - Journal of Economic Literature, 2019 - aeaweb.org
An ever-increasing share of human interaction, communication, and culture is recorded as
digital text. We provide an introduction to the use of text as an input to economic research …

Importing political polarization? The electoral consequences of rising trade exposure

D Autor, D Dorn, G Hanson, K Majlesi - American Economic Review, 2020 - aeaweb.org
Has rising import competition contributed to the polarization of US politics? Analyzing
multiple measures of political expression and results of congressional and presidential …

Narrative economics

RJ Shiller - American economic review, 2017 - aeaweb.org
This address considers the epidemiology of narratives relevant to economic fluctuations.
The human brain has always been highly tuned toward narratives, whether factual or not, to …

[BOOK][B] Good economics for hard times

AV Banerjee, E Duflo - 2019 - books.google.com
The winners of the Nobel Prize show how economics, when done right, can help us solve
the thorniest social and political problems of our day. Figuring out how to deal with today's …

Elusive consensus: Polarization in elite communication on the COVID-19 pandemic

J Green, J Edgerton, D Naftel, K Shoub… - Science advances, 2020 - science.org
Cues sent by political elites are known to influence public attitudes and behavior.
Polarization in elite rhetoric may hinder effective responses to public health crises, when …

Measuring corporate culture using machine learning

K Li, F Mai, R Shen, X Yan - The Review of Financial Studies, 2021 - academic.oup.com
We create a culture dictionary using one of the latest machine learning techniques—the
word embedding model—and 209,480 earnings call transcripts. We score the five corporate …