In Statistics for Social Justice: A Structural Perspective, van de Sande and Byvelds argue that social work research, including statistics, should be taught from a structural perspective and should follow anti-oppressive principles, which view the problems experienced by people as rooted in the social, political and economic structures of society.

Mathematics for Social Justice: Focusing on Quantitative Reasoning and Statistics offers a collection of resources for mathematics faculty interested in incorporating questions of social justice into their classrooms. The book comprises seventeen classroom-tested modules featuring ready-to-use activities and investigations for college mathematics and statistics courses. The modules empower students to study issues of social justice and to see the power and limitations of mathematics in real-world contexts of deep concern. The primary focus is on classroom activities where students can ask their own questions, find and analyze real data, apply mathematical ideas themselves, and draw their own conclusions. Module topics in the book focus on technical content that could support courses in quantitative reasoning or introductory statistics. Social themes include electoral issues, environmental justice, equity/inequity, human rights, and racial justice, including topics such as gentrification, partisan gerrymandering, policing, and more. The volume editors are leaders of the national movement to include social justice material in mathematics teaching and jointly edited the earlier AMS-MAA volume, Mathematics for Social Justice: Resources for the College Classroom. Gizem Karaali is Professor of Mathematics at Pomona College. She is a past chair of the Special Interest Group of the MAA on Quantitative Literacy (SIGMAA-QL). She is one of the founding editors of The Journal of Humanistic Mathematics, senior editor of Numeracy, and an associate editor for The Mathematical Intelligencer; she also serves on the editorial board of the MAA's Classroom Resource Materials series. Lily Khadjavi is Professor and Chair of Mathematics at Loyola Marymount University and is a past co-chair of the Infinite Possibilities Conference. In 2020 she was appointed by the California State Attorney General to the Racial and Identity Profiling Act Board, which works with the California Department of Justice. She currently serves on the editorial board of the MAA's Spectrum series and the Human Resources Advisory Committee for the Mathematical Sciences Research Institute in Berkeley.

Mathematics for Social Justice offers a collection of resources for mathematics faculty interested in incorporating questions of social justice into their classrooms. The book begins with a series of essays from instructors experienced in integrating social justice themes into their pedagogy; these essays contain political and pedagogical motivations as well as nuts-and-bolts teaching advice. The heart of the book is a collection of fourteen classroom-tested modules featuring ready-to-use activities and investigations for the college mathematics classroom. The mathematical tools and techniques used are relevant to a wide variety of courses including college algebra, math for the liberal arts, calculus, differential equations, discrete mathematics, geometry, financial mathematics, and combinatorics. The social justice themes include human trafficking, income inequality, environmental justice, gerrymandering, voting methods, and access to education. The volume editors are leaders of the national movement to include social justice material into mathematics teaching. Gizem Karaali is Associate Professor of Mathematics at Pomona College. She is one of the founding editors of The Journal of Humanistic Mathematics, and an associate editor for The Mathematical Intelligencer and Numeracy ; she also serves on the editorial board of the MAA's Carus Mathematical Monographs. Lily Khadjavi is Associate Professor of Mathematics at Loyola Marymount University and is a past co-chair of the Infinite Possibilities Conference. She has served on the boards of Building Diversity in Science, the Barbara Jordan-Bayard Rustin Coalition, and the Harvard Gender and Sexuality Caucus.

The issue of social justice has been brought to the forefront of society within recent years, and educational institutions have become an integral part of this critical conversation. Classroom settings are expected to take part in the promotion of inclusive practices and the development of culturally proficient environments that provide equal and effective education for all students regardless of race, gender, socio-economic status, and disability, as well as from all walks of life. The scope of these practices finds itself rooted in curriculum, teacher preparation, teaching practices, and pedagogy in all educational environments. Diversity within school administrations, teachers, and students has led to the need for socially just practices to become the norm for the progression and advancement of education worldwide. In a modern society that is fighting for the equal treatment of all individuals, the classroom must be a topic of discussion as it stands as a root of the problem and can be a major step in the right direction moving forward. Research Anthology on Instilling Social Justice in the Classroom is a comprehensive reference source that provides an overview of social justice and its role in education ranging from concepts and theories for inclusivity, tools, and technologies for teaching diverse students, and the implications of having culturally competent and diverse classrooms. The chapters dive deeper into the curriculum choices, teaching theories, and student experience as teachers strive to instill social justice learning methods within their classrooms. These topics span a wide range of subjects from STEM to language arts, and within all types of climates: PK-12, higher education, online or in-person instruction, and classrooms across the globe. This book is ideal for in-service and preservice teachers, administrators, social justice researchers, practitioners, stakeholders, researchers, academicians, and students interested in how social justice is currently being implemented in all aspects of education.

Understanding statistical concepts is essential for social work professionals. It is key to understanding research and reaching evidence-based decisions in your own practice—but that is only the beginning. If you understand statistics, you can determine the best interventions for your clients. You can use new tools to monitor and evaluate the progress of your client or team. You can recognize biased systems masked by complex models and the appearance of scientific neutrality. For social workers, statistics are not just math, they are a critical practice tool. This concise and approachable introduction to statistics limits its coverage to the concepts most relevant to social workers. Statistics in Social Work guides students through concepts and procedures from descriptive statistics and correlation to hypothesis testing and inferential statistics. Besides presenting key concepts, it focuses on real-world examples that students will encounter in a social work practice. Using concrete illustrations from a variety of potential concentrations and populations, Amy Batchelor creates clear connections between theory and practice—and demonstrates the important contributions statistics can make to evidence-based and rigorous social work practice.

Despite the growing urgency for Critical Race Theory (CRT) in the field of education, the "how" of this theoretical framework can often be overlooked. This exciting edited collection presents different methods and methodologies, which are used by education researchers to investigate critical issues of racial justice in education from a CRT perspective. Featuring scholars from a range of disciplines, the chapters showcase how various researchers synthesize different methods—including qualitative, quantitative and mixed methods, and historical and archival research—with CRT to explore issues of equity and access in the field of education. Scholars discuss their current research approaches using CRT and present new models of conducting research within a CRT framework, offering a valuable contribution to ongoing methodological debates. Researchers across different levels of expertise will find the articulations of CRT and methods insightful and compelling.

He proposes a number of policies to achieve a more equal society and argues that they are economically feasible.

Statistics for Criminology and Criminal Justice, Fourth Edition offers students a practical and comprehensive introduction to statistics and highlights the integral role research and statistics play in the study of criminology and criminal justice. Packed with real-world case studies and contemporary examples utilizing the most current crime data and empirical research available, students not only learn how to perform and understand statistical analyses, but also recognize the connection between statistical analyses use in everyday life and its importance to criminology and criminal justice. Written by two well-known experts in the field, Ronet D. Bachman and Raymond Paternoster continue to facilitate learning by presenting statistical formulas with step-by-step instructions for calculation. This “how to calculate and interpret statistics” approach avoids complicated proofs and discussions of statistical theory, without sacrificing statistical rigor. The Fourth Edition is replete with new examples exploring key issues in today’s world, motivating students to investigate research questions related to criminal justice and criminology with statistics and conduct research of their own along the way. Give your students the SAGE edge! SAGE edge offers a robust online environment featuring an impressive array of free tools and resources for review, study, and further exploration, keeping both instructors and students on the cutting edge of teaching and learning.

Statistics for Criminal Justice and Criminology in Practice and Research—by Jack Fitzgerald and Jerry Fitzgerald—is an engaging and comprehensive introduction to the study of basic statistics for students pursuing careers as practitioners or researchers in both Criminal Justice and Criminology programs. This student-friendly text shows how to calculate a variety of descriptive and inferential statistics, recognize which statistics are appropriate for particular data analysis situations, and perform hypothesis tests using inferential statistics. But it is much more than a "cook book." It encourages readers to think critically about the strengths and limitations of the statistics they are calculating, as well as how they may be misapplied and misleading. Examples of statistics and statistical analyses are drawn from the worlds of the practitioner as well as the policymaker and researcher. Students will also gain a clear understanding of major ethical issues in conducting statistical analyses and reporting results, as well as insight into the realities of the life of researchers and practitioners as they use statistics and statistical analyses in their day-to-day activities.

This textbook is an advanced introduction to quantitative methods for students in communication and allied social science disciplines that focuses on why and how to conduct research that contributes to social justice. Today’s researchers are inspired by the potential for scholarship to make a difference for society, to push toward more just and equitable ends, and to engage in dialogue with members of the public so that they can make decisions about how to navigate the social, cultural, and political world equipped with accurate, fair, and up-to-date knowledge. This book illustrates the mechanics and the meaning behind quantitative research methods by illustrating each step in the research design process with research addressing questions of social justice. It provides practical guidance for researchers who wish to engage in the transformation of structures, practices, and understandings in society through community and civic engagement and policy formation. It contains step-by-step guidance in quantitative methods—from conceptualization through all the stages of execution of a study, including providing a detailed guide for statistical analysis—and demonstrates how researchers can engage with social justice issues in systematic, rigorous, ethical, and meaningful ways. This text serves as a core or supplementary textbook for graduate and advanced undergraduate courses in research methods for communication and social sciences and fills a gap for a methods text that is responsive to the desire of scholars to conduct socially impactful research.