Computational social science and sociology

A Edelmann, T Wolff, D Montagne… - Annual review of …, 2020 - annualreviews.org
The integration of social science with computer science and engineering fields has
produced a new area of study: computational social science. This field applies …

Computational grounded theory: A methodological framework

LK Nelson - Sociological Methods & Research, 2020 - journals.sagepub.com
This article proposes a three-step methodological framework called computational grounded
theory, which combines expert human knowledge and hermeneutic skills with the …

Egypt's 2011 revolution: A demographic structural analysis

A Korotayev, J Zinkina - Handbook of revolutions in the 21st century: The …, 2022 - Springer
At the end of January 2011, Mubarak faced such a combination of long-, medium-and short-
term factors that he had no way to counter:(1) The explosive growth of the population of …

The future of coding: A comparison of hand-coding and three types of computer-assisted text analysis methods

LK Nelson, D Burk, M Knudsen… - Sociological Methods & …, 2021 - journals.sagepub.com
Advances in computer science and computational linguistics have yielded new, and faster,
computational approaches to structuring and analyzing textual data. These approaches …

[PDF][PDF] Large language models for text classification: From zero-shot learning to fine-tuning

Y Chae, T Davidson - Open Science Foundation, 2023 - files.osf.io
This study analyzes large language models (LLMs) as a methodology for computational
sociology, focusing on applications to supervised text classification. We consider how the …

[BOK][B] An introduction to text mining: Research design, data collection, and analysis

G Ignatow, R Mihalcea - 2017 - books.google.com
Students in social science courses communicate, socialize, shop, learn, and work online.
When they are asked to collect data for course projects they are often drawn to social media …

Networked partisanship and framing: a socio-semantic network analysis of the Italian debate on migration

T Radicioni, T Squartini, E Pavan, F Saracco - PloS one, 2021 - journals.plos.org
The huge amount of data made available by the massive usage of social media has opened
up the unprecedented possibility to carry out a data-driven study of political processes …

Start generating: Harnessing generative artificial intelligence for sociological research

T Davidson - Socius, 2024 - journals.sagepub.com
How can generative artificial intelligence (GAI) be used for sociological research? The
author explores applications to the study of text and images across multiple domains …

Cultural cartography with word embeddings

DS Stoltz, MA Taylor - Poetics, 2021 - Elsevier
Using the frequency of keywords is a classic approach in the formal analysis of text, but has
the drawback of glossing over the relationality of word meanings. Word embedding models …

Tactical innovation in social movements: The effects of peripheral and multi-issue protest

DJ Wang, SA Soule - American Sociological Review, 2016 - journals.sagepub.com
Social movement researchers argue that tactical innovation occurs as a response to
changes external to movements, such as police repression and shifts in political authority, or …