Machine learning for sociology

M Molina, F Garip - Annual Review of Sociology, 2019 - annualreviews.org
Machine learning is a field at the intersection of statistics and computer science that uses
algorithms to extract information and knowledge from data. Its applications increasingly find …

The past, present, and future of experimental methods in the social sciences

TD Mize, B Manago - Social Science Research, 2022 - Elsevier
In the midst of the current causal revolution, experimental methods are increasingly
embraced across the social sciences. We first document the growth in the use of the …

Racial discrimination in housing: How landlords use algorithms and home visits to screen tenants

E Rosen, PME Garboden… - American Sociological …, 2021 - journals.sagepub.com
An extensive literature documents racial discrimination in housing, focusing on its
prevalence and effect on non-White populations. This article studies how such …

Machine learning, artificial neural networks and social research

G Di Franco, M Santurro - Quality & quantity, 2021 - Springer
Abstract Machine learning (ML), and particularly algorithms based on artificial neural
networks (ANNs), constitute a field of research lying at the intersection of different disciplines …

[图书][B] An introduction to audit studies in the social sciences

SM Gaddis - 2018 - Springer
An audit study is a specific type of field experiment primarily used to test for discriminatory
behavior when survey and interview questions induce social desirability bas. In this chapter …

Algorithmic auditing and social justice: Lessons from the history of audit studies

B Vecchione, K Levy, S Barocas - … of the 1st ACM Conference on Equity …, 2021 - dl.acm.org
“Algorithmic audits” have been embraced as tools to investigate the functioning and
consequences of sociotechnical systems. Though the term is used somewhat loosely in the …

Natural experiments in leadership research: An introduction, review, and guidelines

J Sieweke, S Santoni - The Leadership Quarterly, 2020 - Elsevier
Endogeneity is a serious challenge for leadership research. To overcome the problem,
researchers increasingly rely upon experimental designs, such as laboratory and field …

Racial preferences for schools: Evidence from an experiment with White, Black, Latinx, and Asian parents and students

CA Hailey - Sociology of Education, 2022 - journals.sagepub.com
Most US students attend racially segregated schools. To understand this pattern, I employ a
survey experiment with New York City families actively choosing schools and investigate …

[图书][B] Randomized control trials in the field of development: A critical perspective

F Bédécarrats, I Guérin, F Roubaud - 2020 - library.oapen.org
In October 2019, Abhijit Banerjee, Esther Duflo, and Michael Kremer jointly won the 51st
Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel" for their …

Primer for Experimental Methods in Organization Theory

SS Levine, O Schilke, O Kacperczyk… - Organization …, 2023 - pubsonline.informs.org
Experiments have long played a crucial role in various scientific disciplines and have been
gaining ground in organization theory, where they add unique value by establishing …