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Austin C. Kozlowski; James Evans – Sociological Methods & Research, 2025
Large language models (LLMs), through their exposure to massive collections of online text, learn to reproduce the perspectives and linguistic styles of diverse social and cultural groups. This capability suggests a powerful social scientific application--the simulation of empirically realistic, culturally situated human subjects. Synthesizing…
Descriptors: Artificial Intelligence, Social Science Research, Computer Simulation, Research Methodology
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Elizabeth S. Peterson; Joseph A. Taylor – Educational Research and Reviews, 2025
The methodological controversy surrounding ordinal outcome data has posed a distinct challenge to the conceptualization, design, and conduct of research in the social and behavioral sciences for more than 75 years. Accordingly, this study sought to supply a comprehensive and multidisciplinary perspective of the debate and in so doing lay the…
Descriptors: Research Problems, Educational Research, Social Science Research, Research Methodology
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Anna-Carolina Haensch; Jonathan Bartlett; Bernd Weiß – Sociological Methods & Research, 2024
Discrete-time survival analysis (DTSA) models are a popular way of modeling events in the social sciences. However, the analysis of discrete-time survival data is challenged by missing data in one or more covariates. Negative consequences of missing covariate data include efficiency losses and possible bias. A popular approach to circumventing…
Descriptors: Research Methodology, Research Problems, Social Science Research, Statistical Analysis
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Sonika Jha; Anil Kumar Singh; Rajneesh Chauhan – Higher Education Quarterly, 2024
Research is about an individual's intellectual acumen and rationality, and inter-researcher collaboration capability magnifies the outcomes. Despite common belief, there exist fundamental asymmetries in the goals, orientations and expectations among the research collaborators. Seldom studied in-depth and empirically validated, the challenges and…
Descriptors: Social Science Research, Research Methodology, Researchers, Research Design
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Tong, Guangyu; Guo, Guang – Sociological Methods & Research, 2022
Meta-analysis is a statistical method that combines quantitative findings from previous studies. It has been increasingly used to obtain more credible results in a wide range of scientific fields. Combining the results of relevant studies allows researchers to leverage study similarities while modeling potential sources of between-study…
Descriptors: Meta Analysis, Social Science Research, Regression (Statistics), Statistical Bias
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Demarest, Leila; Langer, Arnim – Sociological Methods & Research, 2022
While conflict event data sets are increasingly used in contemporary conflict research, important concerns persist regarding the quality of the collected data. Such concerns are not necessarily new. Yet, because the methodological debate and evidence on potential errors remains scattered across different subdisciplines of social sciences, there is…
Descriptors: Guidelines, Research Methodology, Conflict, Social Science Research
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Abraham R. Matamanda – International Journal of Social Research Methodology, 2023
Urban planning research usually requires researchers to undertake fieldwork. This fieldwork is frustrated or enabled by gatekeepers who can influence effective data collection. Traditionally, gatekeepers are perceived as monolithic, neutral, and static individuals, yet they are complex individuals with varying needs and expectations from the…
Descriptors: Politics, Urban Planning, Land Settlement, Social Science Research
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Norah Alsharidi – Journal of Education and Learning, 2025
Educational research enquiries differ based on philosophical beliefs and assumptions regarding researchers' explicitly stated views. This paper critically explores the most dominant philosophical stances in social research sciences, namely positivism, interpretivism and pragmatism. It begins with an overview of the role of the aforementioned…
Descriptors: Educational Research, Social Science Research, Philosophy, Beliefs
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Kenneth A. Frank; Qinyun Lin; Spiro J. Maroulis – Grantee Submission, 2024
In the complex world of educational policy, causal inferences will be debated. As we review non-experimental designs in educational policy, we focus on how to clarify and focus the terms of debate. We begin by presenting the potential outcomes/counterfactual framework and then describe approximations to the counterfactual generated from the…
Descriptors: Causal Models, Statistical Inference, Observation, Educational Policy
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Elwert, Felix; Pfeffer, Fabian T. – Sociological Methods & Research, 2022
Conventional advice discourages controlling for postoutcome variables in regression analysis. By contrast, we show that controlling for commonly available postoutcome (i.e., future) values of the treatment variable can help detect, reduce, and even remove omitted variable bias (unobserved confounding). The premise is that the same unobserved…
Descriptors: Bias, Regression (Statistics), Evaluation Methods, Research
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Smagacz-Poziemska, Marta; Bukowski, Andrzej; Martini, Natalia – International Journal of Social Research Methodology, 2021
Praxeological turn in social research resulted in many examples of empirical studies using the concept of social practice. They are mostly case studies of a single or clearly defined practices, such as cooking, dancing or energy consumption. There is a lack of studies employing this concept as a framework for research on complex, dynamic and…
Descriptors: Social Science Research, Urban Areas, Housing, Foreign Countries
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Sivakumar, Vineetha – Sociological Methods & Research, 2021
This article is developed from the contents from one of the chapters the researcher has written as part of her PhD thesis. It discusses various methodological challenges the researcher had to face during the phase of data collection in the prisons of Kerala, India, and the strategies adopted to overcome these challenges. This article is intended…
Descriptors: Correctional Institutions, Research Methodology, Data Collection, Qualitative Research
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Rai, Abha; Lee, Sunwoo; Jang, Jungwoo; Lee, Eunhye; Okech, David – Journal of Teaching in Social Work, 2022
The use of structural equation modeling (SEM) techniques in social work has increased over the last two decades. We therefore conducted a systematic review to understand the extent to which SEM is utilized in social work research, given that statistical training is now becoming a part of social work doctoral education. For our review, we utilized…
Descriptors: Structural Equation Models, Social Work, Social Science Research, Experiential Learning
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Ting, Carol; Fitzgerald, Richard – International Journal of Social Research Methodology, 2020
Contrary to its typical presentation in scientific publications as a certain and linear process, in reality, the experimental method, not least the design aspect of it, requires a great deal of trial-and-error and ad hoc decision-making on the part of the researchers. This uncertain and contingent aspect of research, although little known outside…
Descriptors: Research Design, Logical Thinking, Research Methodology, Ethnography
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Kaeedi, Azam; Esfahani, Ahmad Reza Nasr; Sharifian, Fereydoon; Moosavipour, Saeed – Journal of University Teaching and Learning Practice, 2023
Research methods is an essential ingredient of postgraduate programs across a wide range of social science disciplines. The purpose of this study was to compare the effectiveness of problem-based learning (PBL) and lecture-based learning (LBL) approaches to teaching research methods through a mixed-methods approach in an explanatory sequential…
Descriptors: Problem Based Learning, Instructional Effectiveness, Teaching Methods, Research Methodology
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