Sociological Methods & Research

Papers
(The median citation count of Sociological Methods & Research is 3. 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 2021-05-01 to 2025-05-01.)
ArticleCitations
Sample Selection Matters: Moving Toward Empirically Sound Qualitative Research188
Linear Probability Model Revisited: Why It Works and How It Should Be Specified95
From Strange to Normal: Computational Approaches to Examining Immigrant Incorporation Through Shifts in the Mainstream41
Handle with Care: A Sociologist’s Guide to Causal Inference with Instrumental Variables38
Elucidating the Social – Developing Social Process Tracing as an Integrative Framework37
Large Language Models for Text Classification: From Zero-Shot Learning to Instruction-Tuning37
Method Bias Mechanisms and Procedural Remedies34
Optimizing Consistency and Coverage in Configurational Causal Modeling31
Network Diffusion Under Homophily and Consolidation as a Mechanism for Social Inequality24
A Sample Size Formula for Network Scale-up Studies22
The Integration of Bayesian Regression Analysis and Bayesian Process Tracing in Mixed-Methods Research22
Fieldwork Disrupted: How Researchers Adapt to Losing Access to Field Sites22
Examining Variation in Survey Costs Across Surveys18
From Text Signals to Simulations: A Review and Complement to Text as Data by Grimmer, Roberts & Stewart (PUP 2022)16
The Mixed Subjects Design: Treating Large Language Models as Potentially Informative Observations14
Social Mobility as Causal Intervention14
The Rise in Occupational Coding Mismatches and Occupational Mobility, 1991–202012
Lagged Dependent Variable Predictors, Classical Measurement Error, and Path Dependency: The Conditions Under Which Various Estimators are Appropriate11
Networks Beyond Categories: A Computational Approach to Examining Gender Homophily11
Understanding the “Grievance Studies Affair” Papers and Why They Should Be Reinstated: A Response to Geoff Cole11
Machine Learning as a Model for Cultural Learning: Teaching an Algorithm What it Means to be Fat11
Applying Responsive Survey Design to Small-Scale Surveys: Campus Surveys of Sexual Misconduct11
In Search of a Comparable Measure of Generalized Individual Religiosity in the World Values Survey10
Data Imbalances in Coincidence Analysis: A Simulation Study10
Who Does What to Whom? Making Text Parsers Work for Sociological Inquiry9
Self-protecting responses in randomized response designs: A survey on intimate partner violence during the coronavirus disease 2019 pandemic9
Occupational Percentile Rank: A New Method for Constructing a Socioeconomic Index of Occupational Status9
Biased Processing and Opinion Polarization: Experimental Refinement of Argument Communication Theory in the Context of the Energy Debate9
The Sociological Power of Methodological Rhetoric9
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
What Good is Qualitative Literacy Without Data Transparency?8
Iteration in Mixed-Methods Research Designs Combining Experiments and Fieldwork,8
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
Theoretical Foundations and Limits of Word Embeddings: What Types of Meaning can They Capture?7
Analyzing factorial survey data with structural equation models7
A Tool Kit for Relation Induction in Text Analysis6
Correcting the Measurement Errors of AI-Assisted Labeling in Image Analysis Using Design-Based Supervised Learning6
A Theory of Higher Order Interactions Between Sensitive Variables: Empirical Evidences and an Application to a Variety of Smoking6
Using Inverse Probability Weighting to Address Post-Outcome Collider Bias6
Path Analysis for Binary Random Variables6
Estimation and sensitivity analysis for causal decomposition in health disparity research6
Linking Input Inequality and Outcome Inequality6
Improving Cross-Cultural Comparability of Measures on Gender and Age Stereotypes by Means of Piloting Methods6
Locating Cultural Holes Brokers in Diffusion Dynamics Across Bright Symbolic Boundaries6
Social Encounters and the Worlds Beyond: Putting Situationalism to Work for Qualitative Interviews5
Age, Period, and Cohort Analysis With Bounding and Interactions5
Promise Into Practice: Application of Computer Vision in Empirical Research on Social Distancing5
Do Quantitative and Qualitative Research Reflect two Distinct Cultures? An Empirical Analysis of 180 Articles Suggests “no”5
The Insight-Inference Loop: Efficient Text Classification via Natural Language Inference and Threshold-Tuning5
A Method for Estimating Individual Socioeconomic Status of Twitter Users5
Measuring Class Hierarchies in Postindustrial Societies: A Criterion and Construct Validation of EGP and ESEC Across 31 Countries5
Current and Future Debates in Video Data Analysis5
Graphical Causal Models for Survey Inference4
Against the Mainstream: On the Limitations of Non-Invariance Diagnostics: Response to Fischer et al. and Meuleman et al.4
Deep Learning With DAGs4
Sequential On-Device Multitasking within Online Surveys: A Data Quality and Response Behavior Perspective4
Visual Design and Cognition in List-Style Open-Ended Questions in Web Probing4
A Bayesian Semi-Parametric Approach for Modeling Memory Decay in Dynamic Social Networks4
Deceptively Approachable: Translating Standards in Qualitative Research4
Untapped Potential: Designed Digital Trace Data in Online Survey Experiments4
The Design and Optimality of Survey Counts: A Unified Framework Via the Fisher Information Maximizer3
Fear Not Scarcity but Inequality, Not Poverty but Instability3
The Impact of Survey Mode Design and Questionnaire Length on Measurement Quality3
The Augmented Social Scientist: Using Sequential Transfer Learning to Annotate Millions of Texts with Human-Level Accuracy3
Are National Family Surveys Biased toward the Happy Family? A Multiactor Analysis of Selective Survey Nonresponse3
The Additional Effects of Adaptive Survey Design Beyond Post-Survey Adjustment: An Experimental Evaluation3
Estimating Causal Effects of Multi-Valued Treatments Accounting for Network Interference: Immigration Policies and Crime Rates3
Measuring the Nature of Individual Sequences3
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