Justin Grimmer,Margaret E. Roberts,and Brandon M. Stewart. Text as Data: A New Framework for Machine Learning and the Social Sciences

Abstract

Get full access to this article

View all access options for this article.

References

Aranda

A. M.

Sele

Etchanchu

Guyt

J. Y.

Vaara

2021

“From big data to rich theory: Integrating critical discourse analysis with structural topic modeling.”

European Management Review, 18: 197–214.

Catalinac

2016

“From pork to policy: The rise of programmatic campaigning in Japanese elections.”

The Journal of Politics, 78: 1–18.

Hannigan

Haans

R. F. J.

Vakili

Tchalian

Glaser

V. L.

Wang

Kaplan

Jennings

P. D.

2019

“Topic modeling in management research: Rendering new theory from textual data.”

Academy of Management Annals, 13: 586–632.

Kaplan

2015 “Mixing quantitative and qualitative research.” In Elsbach

K. D.

Kramer

R. M.

(eds.), Handbook of Qualitative Organizational Research: 423–433. New York: Routledge.

Nelson

L. K.

2017

“Computational grounded theory: A methodological framework.”

Sociological Methods & Research, 49: 3–42.

Pardo-Guerra

J. P.

Pahwa

2022

“The extended computational case method: A framework for research design.”

Sociological Methods & Research, 51: 1826–1867.

Wellman

Tröster

Grimes

Roberson

Rink

Gruber

2023

“Publishing multimethod research in AMJ: A review and best-practice recommendations.”

Academy of Management Journal, 66: 1007–1015.