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Dustin S. Stoltz; Marshall A. Taylor; Jennifer S. K. Dudley – Sociological Methods & Research, 2025
Distances derived from word embeddings can measure a range of gradational relations--similarity, hierarchy, entailment, and stereotype--and can be used at the document- and author-level in ways that overcome some of the limitations of weighted dictionary methods. We provide a comprehensive introduction to using word embeddings for relation…
Descriptors: Computational Linguistics, Social Science Research, Dictionaries, Research Problems
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
Tina Law; Elizabeth Roberto – Sociological Methods & Research, 2025
Although there is growing social science research examining how generative AI models can be effectively and systematically applied to text-based tasks, whether and how these models can be used to analyze images remain open questions. In this article, we introduce a framework for analyzing images with generative multimodal models, which consists of…
Descriptors: Artificial Intelligence, Visual Aids, Open Source Technology, Social Science Research
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
The Ulysses Principle: A Criterial Framework for Reducing Bias When Enlisting the Work of Historians
Møller, Jørgen; Skaaning, Svend-Erik – Sociological Methods & Research, 2021
The historical turn in social science has prompted scholars to engage with the work of historians on a large scale. Here, social scientists face two standard problems of selection bias: confirmation bias and convenience sampling. So far, the record of dealing with these problems has been poor, and little has been done to specify how social…
Descriptors: Historians, Bias, Sampling, Research Problems
Gorard, Stephen – International Journal of Social Research Methodology, 2020
Social science datasets usually have missing cases, and missing values. All such missing data has the potential to bias future research findings. However, many research reports ignore the issue of missing data, only consider some aspects of it, or do not report how it is handled. This paper rehearses the damage caused by missing data. The paper…
Descriptors: Data, Research Problems, Social Science Research, Statistical Analysis
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
Warren, Jonathan; Kleisath, Michelle – Equity & Excellence in Education, 2019
This article offers a three-part explanation as to why US anthropology has largely avoided engagement with critical race studies. First, almost 85% of US anthropologists are white and thus bring colorblind sensibilities to their profession, given the culture in which they live and/or were raised. Second, this penchant is compounded by their…
Descriptors: Anthropology, Critical Theory, Race, Racial Bias
Griggs, Richard A.; Bartels, Jared M. – Psychology Teaching Review, 2019
Although the Stanford Prison Experiment (SPE) has been challenged on methodological, theoretical, and ethical grounds, these criticisms have been largely ignored by teachers and textbook authors. Recent revelations arising from an analysis of the SPE archival materials, however, not only strongly support these past criticisms but also question the…
Descriptors: Science Instruction, Teaching Methods, Science Process Skills, Scientific Methodology
Maistry, Suriamurthee Moonsamy – Perspectives in Education, 2020
The recent article by Nieuwoudt, Dickie, Coetsee, Engelbrecht and Terblanche (2019) entitled "Age- and education-related effects on cognitive functioning in Colored South African women" published in the journal Aging, Neuropsychology, and Cognition, attracted considerable negative attention, leading to its official withdrawal from…
Descriptors: Ethics, Aging (Individuals), Age Differences, Cognitive Ability
Bingham, Adrian; Delap, Lucy; Jackson, Louise; Settle, Louise – History of Education, 2016
This article reflects on methodological and ethical issues that have shaped a collaborative project which aims to chart social, legal and political responses to child sexual abuse in England and Wales across the twentieth century. The etymological problem of searching for child sexual abuse in the historical archive is discussed, given that the…
Descriptors: Historical Interpretation, Child Abuse, Sexual Abuse, Historians
Vehkalahti, Kaisa – History of Education, 2016
Using administrative sources in the history of education and childhood involves a range of methodological and ethical considerations. This article discusses these problems, as well as the role of archives and archival policies in preserving history and shaping our understanding of past childhoods. Using Finnish child welfare archives from the…
Descriptors: Archives, Child Welfare, Case Records, Information Sources
Fimyar, Olena – European Education, 2011
This paper represents a reflective account of a recent Cambridge University graduate, who critically assesses her successes and struggles in establishing herself as a social science researcher in Western academia. Reflecting on her various (sometimes conflicting and sometimes, in a paradoxical way, complementary) identities, the author explains…
Descriptors: Researchers, Social Science Research, Postmodernism, Self Concept
Holst, John D. – Studies in the Education of Adults, 2011
This article has three primary goals centring on a re-examination of the research frameworks we use for understanding the politics of social movements. First, I detail the ideological and methodological deficiencies of the old social movement/new social movement framework. Second, I highlight the positive contributions of research that favoured or…
Descriptors: Social Justice, Adult Education, Politics, Ideology
Nutbrown, Cathy – Qualitative Inquiry, 2011
In this article I discuss my growing worry over the use (and nonuse) of photographs of young children in social research. Taking a view of child protection as paramount, I situate the discussion in the context of ethical governance of research, young children as research participants, changing views of childhoods, and the juxtaposition of the Arts…
Descriptors: Educational Research, Child Abuse, Young Children, Ethics

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