Ethical conduct is a maxim in scholarly research as well as scholarly endeavour generally. In the case of research involving humans, few if any question the necessity for ethics approval of procedures by ethics boards or committees. However, concerns have been raised about the appropriateness of ethics approval processes for social science…

Conventional approaches to causation in the social sciences draw on approaches in the Philosophy of Science in which a causal force acts on cases and generates change in the form of events. This relies on just one of the Aristotelian conceptions of cause - efficient cause - what brings the effect in to being. We should also pay attention to Final…

For emerging researchers, introductory content that is specific to the Aotearoa context can be hard to find. Research methods for education and the social disciplines in Aotearoa New Zealand draws on the thinking of numerous local researchers to deliver an overview and introduction to research methodology and methods, in a way that closely ties…

This primer systematizes the emerging literature on causal inference using deep neural networks under the potential outcomes framework. It provides an intuitive introduction to building and optimizing custom deep learning models and shows how to adapt them to estimate/predict heterogeneous treatment effects. It also discusses ongoing work to…

The swift evolution of digital spaces challenges the established norms of ethical research policy. Ineffective ethical review diminishes researchers' ability to conduct cutting-edge and socially sensitive research, institutions' ability to engage at the forefront of technology, and the relationship between researcher and committee. In criminology…

Based on three vignettes taken from interviews with friends who were members of a social-ecological transition initiative of which I was both an active participant and a researcher, this paper explores ethnography in friendship. Breaking with the methodological proposals known as friendship as method, this text proposes to reflect on the ways…

In this paper, we propose a method for constructing an occupation-based socioeconomic index that can easily incorporate changes in occupational structure. The resulting index is the occupational percentile rank for a given cohort, based on contemporaneous information pertaining to educational composition and the number of workers at the occupation…

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…

Evidence synthesis (ES) has emerged as a key research method within the social and behavioral sciences. Academic librarians, as experts on information search and retrieval, are often highly valued contributors to faculty ES projects. While many libraries have formed team-based ES services to support researchers, and have discussed insights from…

Introduction: The replication crisis in the behavioral and social sciences spawned a credibility revolution, calling for new open science research practices that ensure greater transparency, including preregistrations, open data and code, and open access. Statement of the Problem: Replications of published research are an important element in this…

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…

This paper explores research in the always already colonized spaces of academia with people in what is now the United States. In research projects, Wilson (2008) reminds us to begin with community relationships. Through ethnographic work, we trouble the idea of beginning research via local powerbrokers, who may privilege particular narratives and…

The promise of process tracing methods is that they can help us better understand how things work in real-world cases. Despite the many advances in the past two decades, we contend that existing accounts result in either under-socialised accounts in which the moves made by actors are studied while neglecting the social dimension of action, or…

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…

Although education is mostly the duty of educators, it is an important field that concerns all segments of society. Studies and regulations on education on a global scale have gained momentum in terms of increasing both quality and quantity. Which issues related to education are considered important and which problems are focused on can be a guide…