Sociological Methods & Research

Papers
(The TQCC of Sociological Methods & Research is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-06-01 to 2025-06-01.)
ArticleCitations
Sample Selection Matters: Moving Toward Empirically Sound Qualitative Research197
Linear Probability Model Revisited: Why It Works and How It Should Be Specified105
Handle with Care: A Sociologist’s Guide to Causal Inference with Instrumental Variables43
Method Bias Mechanisms and Procedural Remedies42
Large Language Models for Text Classification: From Zero-Shot Learning to Instruction-Tuning41
Elucidating the Social – Developing Social Process Tracing as an Integrative Framework38
From Strange to Normal: Computational Approaches to Examining Immigrant Incorporation Through Shifts in the Mainstream36
Optimizing Consistency and Coverage in Configurational Causal Modeling34
Examining Variation in Survey Costs Across Surveys24
The Integration of Bayesian Regression Analysis and Bayesian Process Tracing in Mixed-Methods Research24
From Text Signals to Simulations: A Review and Complement to Text as Data by Grimmer, Roberts & Stewart (PUP 2022)23
Fieldwork Disrupted: How Researchers Adapt to Losing Access to Field Sites19
The Mixed Subjects Design: Treating Large Language Models as Potentially Informative Observations16
A Sample Size Formula for Network Scale-up Studies15
Social Mobility as Causal Intervention14
The Rise in Occupational Coding Mismatches and Occupational Mobility, 1991–202013
Applying Responsive Survey Design to Small-Scale Surveys: Campus Surveys of Sexual Misconduct12
Lagged Dependent Variable Predictors, Classical Measurement Error, and Path Dependency: The Conditions Under Which Various Estimators are Appropriate12
Generative Multimodal Models for Social Science: An Application with Satellite and Streetscape Imagery11
Data Imbalances in Coincidence Analysis: A Simulation Study11
Networks Beyond Categories: A Computational Approach to Examining Gender Homophily11
In Search of a Comparable Measure of Generalized Individual Religiosity in the World Values Survey11
Machine Learning as a Model for Cultural Learning: Teaching an Algorithm What it Means to be Fat11
The Sociological Power of Methodological Rhetoric10
Biased Processing and Opinion Polarization: Experimental Refinement of Argument Communication Theory in the Context of the Energy Debate10
Who Does What to Whom? Making Text Parsers Work for Sociological Inquiry10
Self-protecting responses in randomized response designs: A survey on intimate partner violence during the coronavirus disease 2019 pandemic10
Iteration in Mixed-Methods Research Designs Combining Experiments and Fieldwork,9
What Good is Qualitative Literacy Without Data Transparency?8
Occupational Percentile Rank: A New Method for Constructing a Socioeconomic Index of Occupational Status8
Analyzing factorial survey data with structural equation models8
3D Social Research: Analysis of Social Interaction Using Computer Vision8
A Joint Model for Longitudinal and Time-to-event Data in Social and Life Course Research: Employment Status and Time to Retirement8
Life-Course-Sensitive Analysis of Group Inequalities: Combining Sequence Analysis With the Kitagawa–Oaxaca–Blinder Decomposition8
Theoretical Foundations and Limits of Word Embeddings: What Types of Meaning can They Capture?7
Using Inverse Probability Weighting to Address Post-Outcome Collider Bias7
Linking Input Inequality and Outcome Inequality7
When to Use Counterfactuals in Causal Historiography: Methods for Semantics and Inference7
Curating Training Data for Reliable Large-Scale Visual Data Analysis: Lessons from Identifying Trash in Street View Imagery7
Assessing the Impact of the Great Recession on the Transition to Adulthood7
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