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Edmonds, Bruce – International Journal of Social Research Methodology, 2023
This paper looks at the tension between the desire to claim predictive ability for Agent-Based Models (ABMs) and its extreme difficulty for social and ecological systems, suggesting that this is the main cause for the continuance of a rhetoric of prediction that is at odds with what is achievable. Following others, it recommends that it is better…
Descriptors: Models, Prediction, Evaluation Methods, Standards
Elliot, Andrew J.; Sommet, Nicolas – Educational Psychology Review, 2023
Integration is a valuable yet underutilized process in scientific literatures, including the achievement motivation literature. In this piece, we advocate for and illustrate the benefits of giving integration a central place within the achievement motivation literature. We pay particular attention to the hierarchical model of achievement…
Descriptors: Academic Achievement, Student Motivation, Models, Research Methodology
Michael Schultz – Sociological Methods & Research, 2024
This paper presents a model of recurrent multinomial sequences. Though there exists a quite considerable literature on modeling autocorrelation in numerical data and sequences of categorical outcomes, there is currently no systematic method of modeling patterns of recurrence in categorical sequences. This paper develops a means of discovering…
Descriptors: Research Methodology, Sequential Approach, Models, Markov Processes
Jolien Cremers; Laust Hvas Mortensen; Claus Thorn Ekstrøm – Sociological Methods & Research, 2024
Longitudinal studies including a time-to-event outcome in social research often use a form of event history analysis to analyse the influence of time-varying endogenous covariates on the time-to-event outcome. Many standard event history models however assume the covariates of interest to be exogenous and inclusion of an endogenous covariate may…
Descriptors: Longitudinal Studies, Social Science Research, Research Methodology, Bayesian Statistics
Spinuzzi, Clay – Journal of Workplace Learning, 2023
Purpose: This paper aims to consider ways to visually model data generated by qualitative case studies, pointing out a need for visualizations that depict both synchronic relations across representations and how those relations change diachronically. To develop an appropriate modeling approach, the paper critically examines Max Boisot's I-Space…
Descriptors: Visual Aids, Data, Qualitative Research, Case Studies
Hooijmans, Carlijn R.; Donders, Rogier; Magnuson, Kristen; Wever, Kimberley E.; Ergün, Mehmet; Rooney, Andrew A.; Walker, Vickie; Langendam, Miranda W. – Research Synthesis Methods, 2022
Since the early 1990s the number of systematic reviews (SR) of animal studies has steadily increased. There is, however, little guidance on when and how to conduct a meta-analysis of human-health-related animal studies. To gain insight about the methods that are currently used we created an overview of the key characteristics of published…
Descriptors: Animals, Health Education, Educational Research, Meta Analysis
Maksimovic, Jelena; Evtimov, Jelena – Research in Pedagogy, 2023
The paradigm on which a methodological approach is developed determines the situations in which its application will be most appropriate. The quantitative approach implies a positivist paradigm, the basis of which is cause-and-effect relationships, as well as the questioning and verifying of existing theories. Positivism aims to prove that…
Descriptors: Statistical Analysis, Research Methodology, Educational Research, Models
Chattoe-Brown, Edmund – International Journal of Social Research Methodology, 2023
This article argues that Agent-Based Modelling, owing to its capabilities and methodology, has a distinctive contribution to make to delivering coherent social science prediction. The argument has four parts. The first identifies key elements of social science prediction induced from real research across disciplines, thus avoiding a straw person…
Descriptors: Futures (of Society), Models, Evaluation Methods, Social Science Research
Luo, Liying; Hodges, James S. – Sociological Methods & Research, 2022
Social scientists have frequently sought to understand the distinct effects of age, period, and cohort, but disaggregation of the three dimensions is difficult because cohort = period - age. We argue that this technical difficulty reflects a disconnection between how the cohort effect is conceptualized and how it is modeled in the traditional…
Descriptors: Social Sciences, Time, Age, Population Groups
Nicholas, Graeme; Foote, Jeff – International Journal of Social Research Methodology, 2021
This paper discusses methodological challenges in researching practice. The primary challenge discussed arises from the view that practice is inextricable from its performance, and that performance is embedded in social relations, material infrastructures and historical context. The paper argues for a philosophical hermeneutics approach that works…
Descriptors: Research Problems, Research Methodology, Qualitative Research, Hermeneutics
Strong, Katie A.; Douglas, Natalie F.; Johnson, Rebecca; Silverman, Maura; Azios, Jamie H.; Archer, Brent – Topics in Language Disorders, 2023
There is a need for intervention to support friendship for people living with aphasia. The purpose of this article is to describe a stakeholder engagement process that involved researchers, clinicians, people living with aphasia, and care partners to inform such intervention. Through reflection and firsthand accounts of non-university-based…
Descriptors: Aphasia, Friendship, Intervention, Stakeholders
Norwich, Brahm – Review of Education, 2020
This paper questions the idea that there are two opposing paradigms of educational research, often called positivist versus interpretivist. It argues that the 'paradigm' term has been used to avoid philosophical discussions about the nature of educational research. This has been done by understanding 'paradigms' to reflect metaphysical positions…
Descriptors: Educational Research, Models, Philosophy, Epistemology

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
Slez, Adam – Sociological Methods & Research, 2019
Young and Holsteen (YH) introduce a number of tools for evaluating model uncertainty. In so doing, they are careful to differentiate their method from existing forms of model averaging. The fundamental difference lies in the way in which the underlying estimates are weighted. Whereas standard approaches to model averaging assign higher weight to…
Descriptors: Research Methodology, Models, Ambiguity (Context), Computation
Pavlik, Philip I., Jr.; Eglington, Luke G.; Zhang, Liang – Grantee Submission, 2021
We describe a data mining pipeline to convert data from educational systems into knowledge component (KC) models. In contrast to other approaches, our approach employs and compares multiple model search methodologies (e.g., sparse factor analysis, covariance clustering) within a single pipeline. In this preliminary work, we describe our approach's…
Descriptors: Information Retrieval, Knowledge Management, Models, Research Methodology