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ReCentering Psych Stats

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ReCentering Psych Stats

Lynette Bikos · Seattle Pacific University Library · 2023

To center a variable in regression means to set its value at zero and interpret all other values in relation to this reference point. Regarding race and gender, researchers often center male and White at zero. Further, it is typical that research vignettes in statistics textbooks are similarly seated in a White, Western (frequently U.S.), heteronormative, framework. ReCentering Psych Stats seeks provide statistics training for psychology students (undergraduate, graduate, and post-doctoral) in a socially and culturally responsive way. All lessons use the open-source statistics program, R (and its associated packages). Each lesson includes a chapter and screencasted lesson, features a workflow for statistical decision-making, and includes all R code necessary to conduct the statistic. Research vignettes are drawn from the published psychology literature. When possible, these articles are authored by individuals who hold identities that have, been marginalized in the scientific literature; correctly use the statistic that is being taught in the lesson; and focus on issues of justice, equity, inclusion, or and diversity. When possible, lessons include interviews with researchers from the featured vignettes. Each chapter includes suggestions for practice that are graded in complexity, such that learners can choose the degree of challenge. ReCentering Psych Stats is perpetually-in-progress; suggestions for corrections or chapters are welcomed: ReCenteringPsychStats@spu.edu

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Social Data Analysis

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Social Data Analysis

Mikaila Arthur; Roger Clark · Rhode Island College Digital Publishing · 2021

Social data analysis enables you, as a researcher, to organize the facts you collect during your research. Your data may have come from a questionnaire survey, a set of interviews, or observations. They may be data that have been made available to you from some organization, national or international agency or other researchers. Whatever their source, social data can be daunting to put together in a way that makes sense to you and others. This book is meant to help you in your initial attempts to analyze data. In doing so it will introduce you to ways that others have found useful in their attempts to organize data. You might think of it as like a recipe book, a resource that you can refer to as you prepare data for your own consumption and that of others. And, like a recipe book that teaches you to prepare simple dishes, you may find this one pretty exciting. Analyzing data in a revealing way is at least as rewarding, we’ve found, as it is to cook up a yummy cashew carrot paté or a steaming corn chowder. We’d like to share our pleasure with you.

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Fundamentals of Psychological Disorders

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Fundamentals of Psychological Disorders

Alexis Bridley; Lee Daffin Jr. · Washington State University · 2022

Fundamentals of Psychological Disorders (formerly Abnormal Psychology) is an Open Education Resource written by Alexis Bridley, Ph.D. and Lee W. Daffin Jr., Ph.D. through Washington State University. The book tackles the difficult topic of mental disorders in 15 modules and is updated through the DSM-5-TR. This journey starts by discussing what abnormal behavior is by attempting to understand what normal behavior is. Models of abnormal psychology and clinical assessment, diagnosis, and treatment are then discussed. With these three modules completed, the authors next explore several classes of mental disorders in 5 blocks. Block 1 covers mood, trauma and stressor related, and dissociative disorders. Block 2 covers anxiety, somatic symptom, and obsessive-compulsive disorders. Block 3 covers eating and substance-related and addictive disorders. Block 4 tackles schizophrenia spectrum and personality disorders. Finally, Block 5 investigates neurocognitive disorders and then ends with a discussion of contemporary issues in psychopathology. Disorders are covered by discussing their clinical presentation and DSM Criteria, epidemiology, comorbidity, etiology, and treatment options.

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Sexuality, the Self, and Society

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Sexuality, the Self, and Society

Susan Rahman; Nathan Bowman; Dahmitra Jackson · Susan Rahman · 2022

Content included in Sexuality, the Self, and Society is aligned with the typical scope for an introductory, interdisciplinary Human Sexuality Textbook. It is written to be a complete text for a semester length course but could be used, in part, reorganized, or edited in true OER fashion. It is meant to be accessible, relevant, and inclusive. It also will not remain static meaning that the author will continue to update periodically and those who adopt may do so as they see fit.

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RM

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Research Methods for Criminal Justice Students

Monica Williams · Monica Williams · 2022

This book is based on two open-access textbooks: Bhattacherjee’s (2012) Social science research: Principles, methods, and practices and Blackstone’s (2012) Principles of sociological inquiry: Qualitative and quantitative methods. I first used Bhattacherjee’s book in a graduate-level criminal justice research methods course. I chose the book because it was an open educational resource that covered the major topics of my course. While I found the book adequate for my purposes, the business school perspective did not always fit with my criminal justice focus. I decided to rewrite the textbook for undergraduate and graduate students in my criminal justice research methods courses. As I researched other open- educational resources for teaching social science research methods, I found Blackstone’s book, which covered more of the social science and qualitative methods perspectives that I wanted to incorporate into my book. As a result, this open-access textbook includes some content from both previous works along with my own additions based on my extensive experience and expertise in conducting qualitative and quantitative research in social science settings and in mentoring students through the research process. My Ph.D. is in Sociology, and I currently teach undergraduates and graduate students in a criminal justice program at Weber State University. Throughout my career, I have conducted and published the results of research projects using a variety of methods, including surveys, case studies, in-depth interviews, participant observation, content analysis, and secondary analysis of quantitative data. I have also mentored undergraduates in conducting community-based research projects using many of these same methods with the addition of focus groups and program evaluations.

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Case Studies in Community Psychology Practice: A Global Lens

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Case Studies in Community Psychology Practice: A Global Lens

Geraldine Palmer; Todd Rogers; Judah Viola; Maronica Engel · Rebus Community · 2022

There is no better way to demonstrate the work and impact of community psychologists and allies than by showcasing actual projects conducted in partnership with communities. This textbook displays this work in a dynamic case study format that will ignite students' desire and passion to study and become future community psychologists or those whose heart beats with the beloved community. You can find community psychologists and allies partnering with communities to change racist policies, end health disparities, create alternate settings for youth, foster community-based models to heal trauma, evaluate programs, and much more!

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Human Development

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Human Development

Human Development Teaching and Learning Group · Portland State University Library · 2021

This open textbook is designed for Human Development, a core Psychology course. This course provides a bird’s eye view of major milestones and developmental tasks during each age period, starting at conception and ending with old age.

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Contemporary Families: An Equity Lens

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Contemporary Families: An Equity Lens

Elizabeth Pearce · Open Oregon Educational Resources · 2025

This universally accessible text provides students with a foundational understanding of the changing experiences and needs of contemporary families in the United States. It emphasizes the multi-directional influence of social structure as well as the impacts of difference, power, and oppression. Using an intersectional lens and placing the diversity of families at its core, the text prepares students with a range of majors and career paths to use their sociological imaginations, identify privilege and oppression, practice inclusion and take part in increasing equity for families, whether at the professional level, the personal level or both.Resources for students and instructors include chapter learning objectives, key terms with definitions, chapter activities, and reflective questions for application and discussion. In addition, instructors have access to chapter questionnaires for formative assessment, larger summative assignments, and a crosswalk to identify the location of specific topics.

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Attenuated Democracy:  A Critical Introduction to U.S. Government and Politics

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Attenuated Democracy: A Critical Introduction to U.S. Government and Politics

David Hubert · Salt Lake Community College · 2020

The U.S. political system suffers from endemic design flaws and is notable for the way that a small subset of Americans—whose interests often don’t align with those of the vast majority of the population—wields disproportionate power. Absent organized and persistent action on the part of ordinary Americans, the system tends to serve the already powerful. That’s why this text is called Attenuated Democracy. To attenuate something is to make it weak or thin. Democracy in America has been thin from the beginning and continues to be so despite some notable progress in voting rights. As political scientists Benjamin Page and Martin Gilens wrote, “The essence of democracy is not just having reasonably satisfactory policies; the essence of democracy is popular control of government, with each citizen having an equal voice.” (1) Since this is likely to be your only college-level course on the American political system, it is important to point out the structural weaknesses of our system and the thin nature of our democracy. Whenever you get the chance—in the voting booth, in your job, perhaps if you hold elected office—I encourage you to do something about America’s attenuated democracy.

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Quantitative Research Methods for Political Science, Public Policy and Public Administration (With Applications in R)

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Quantitative Research Methods for Political Science, Public Policy and Public Administration (With Applications in R)

Hank Jenkins-Smith; Joseph Ripberger · University of Oklahoma Libraries · 2017

The focus of this book is on using quantitative research methods to test hypotheses and build theory in political science, public policy and public administration. It is designed for advanced undergraduate courses, or introductory and intermediate graduate-level courses. The first part of the book introduces the scientific method, then covers research design, measurement, descriptive statistics, probability, inference, and basic measures of association. The second part of the book covers bivariate and multiple linear regression using the ordinary least squares, the calculus and matrix algebra that are necessary for understanding bivariate and multiple linear regression, the assumptions that underlie these methods, and then provides a short introduction to generalized linear models.The book fully embraces the open access and open source philosophies. The book is freely available in the SHAREOK repository; it is written in R Markdown files that are available in a public GitHub repository; it uses and teaches R and RStudio for data analysis, visualization and data management; and it uses publically available survey data (from the Meso-Scale Integrated Socio-geographic Network) to illustrate important concepts and methods. We encourage students to download the data, replicate the examples, and explore further! We also encourage instructors to download the R Markdown files and modify the text for use in different courses.

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Scientific Inquiry in Social Work

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Scientific Inquiry in Social Work

Matthew DeCarlo · Open Social Work Education · 2018

As an introductory textbook for social work students studying research methods, this book guides students through the process of creating a research project. Students will learn how to discover a researchable topic that is interesting to them, examine scholarly literature, formulate a proper research question, design a quantitative or qualitative study to answer their question, carry out the design, interpret quantitative or qualitative results, and disseminate their findings to a variety of audiences. Examples are drawn from the author's practice and research experience, as well as topical articles from the literature. There are ancillary materials available for this book.

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PT

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Personality Theory in a Cultural Context

Mark Kelland · OpenStax CNX · 2015

When you first think of personality, what comes to mind? When we refer to certain people as being “personalities,” we usually mean they are famous, people like movie stars or your favorite band. When we describe a person as having “lots of personality,” we usually mean they are outgoing and fun-loving, the kind of person we like to spend time with. But does this tell us anything about personality itself? Although we may think we have an understanding of what personality is, professional psychologists always seek to move beyond what people think they know in order to determine what is actually real or at least as close to real as we can come. In the pursuit of truly understanding personality, however, many personality theorists seem to have been focused on a particularly Western cultural approach that owes much of its history to the pioneering work of Sigmund Freud.

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Lifespan Development: A Psychological Perspective

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Lifespan Development: A Psychological Perspective

Martha Lally; Suzanne Valentine-French · Martha Lally, Suzanne Valentine-French · 2022

Developmental Psychology, also known as Human Development or Lifespan Development, is the scientific study of ways in which people change, as well as stay the same, from conception to death. You will no doubt discover in the course of studying that the field examines change across a broad range of topics. These include physical and other psychophysiological processes, cognition, language, and psychosocial development, including the impact of family and peers.

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Global Women's Issues: Women in the World Today, extended version

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Global Women's Issues: Women in the World Today, extended version

Janni Aragon; Mariel Miller · BCcampus · 2012

We cannot solve global challenges unless women participate fully in efforts to find solutions. Female participation in the private sector is a crucial economic driver for societies worldwide. Economic security benefits every facet of a woman's life, with positive effects on the health, education and vitality of families. Learn about women who are changing their societies for the better. This book is based on the twelve critical areas of concern identified in the Beijing Declaration and Platform for Action at the Fourth World Conference on Women in Beijing in 1995: The burden of poverty on women, unequal access to education and training, inequalities and inadequacies in and unequal access to health care and related services, violence against women, the effects of armed or other kinds of conflict on women, including those living under foreign occupation, inequality in economic structures and policies, inequality between men and women in the sharing of power and decision-making at all levels, insufficient mechanisms at all levels to promote the advancement of women, lack of respect for and inadequate promotion and protection of the human rights of women, stereotyping of women and inequality in women's access to and participation in all communication systems, especially in the media, gender inequalities in the management of natural resources and in the safeguarding of the environment, and persistent discrimination against and violation of the rights of the girl child. This extended version of Global Women's Issues: Women in the World Today includes, for each chapter, a summary, key words, multiple choice questions, discussion questions, essay questions, and a list of additional resources. Copies of the original book are also available in Arabic, Portuguese, and Spanish.

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American Government

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American Government

Glen Krutz; Sylvie Waskiewicz · OpenStax CNX · 2025

American Government 4e aligns with the topics and objectives of many government courses. The authors have worked to develop meaningful and memorable explanations, narratives, and examples regarding the actions, workings, and outputs of government. The offering focuses on the real-world impact of government, and presents the importance and benefits of civic engagement by students. This book follows a logical progression from the fundamental principles of institutional design at the founding, to avenues of political participation, to thorough coverage of political structures. American Government 4e is designed to continually build upon what students have already learned and emphasizes connections between topics as well as between theory and applications. The goal of each section is to enable students not just to recognize concepts, but to work with them in ways that will be useful in later courses, future careers, and as engaged citizens. In order to help students understand the ways that government, society, and individuals interconnect, the revision includes updated information on the 2024 election results, recent court decisions and legal actions, and new opportunities for civic engagement.

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Psychology

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Psychology

Rose Spielman; Kathryn Dumper; William Jenkins; Marilyn Lovett · OpenStax · 2014

Psychology 2e is designed to meet scope and sequence requirements for the single-semester introduction to psychology course. The book offers a comprehensive treatment of core concepts, grounded in both classic studies and current and emerging research. The text also includes coverage of the DSM-5 in examinations of psychological disorders. Psychology incorporates discussions that reflect the diversity within the discipline, as well as the diversity of cultures and communities across the globe. The second edition contains detailed updates to address comments and suggestions from users. Significant improvements and additions were made in the areas of research currency, diversity and representation, and the relevance and recency of the examples. Many concepts were expanded or clarified, particularly through the judicious addition of detail and further explanation where necessary. Finally, the authors addressed the replication issues in the psychology discipline, both in the research chapter and where appropriate throughout the book.

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Native Peoples of North America

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Native Peoples of North America

Susan Stebbins · Open SUNY · 2013

Native Peoples of North America is intended to be an introductory text about the Native peoples of North America (primarily the United States and Canada) presented from an anthropological perspective. As such, the text is organized around anthropological concepts such as language, kinship, marriage and family life, political and economic organization, food getting, spiritual and religious practices, and the arts. Prehistoric, historic and contemporary information is presented. Each chapter begins with an example from the oral tradition that reflects the theme of the chapter. The text includes suggested readings, videos, and classroom activities. This text was updated September 2019; the changes are detailed in an errata section in the text.

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Social Problems - Continuity and Change

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Social Problems - Continuity and Change

Saylor Foundation · 2016

Social Problems: Continuity and Change is a realistic but motivating look at the many issues that are facing our society today. As this book's subtitle, Continuity and Change, implies, social problems are persistent, but they have also improved in the past and can be improved in the present and future, provided that our nation has the wisdom and will to address them. It is easy for students to read a social problems textbook and come away feeling frustrated by the enormity of the many social problems facing us today. Social Problems: Continuity and Change certainly does not minimize the persistence of social problems, but neither does it overlook the possibilities for change offered by social research and by the activities of everyday citizens working to make a difference. Readers the book will find many examples of how social problems have been improved and of strategies that hold great potential for solving them today and in the future. You will find several pedagogical features help to convey the “continuity and change” theme of this text and the service sociology vision in which it is grounded: Each chapter begins with a “Social Problems in the News” story related to the social problem discussed in that chapter. These stories provide an interesting starting point for the chapter's discussion and show its relevance for real-life issues. Three types of boxes in each chapter provide examples of how social problems have been changed and can be changed. In no particular order, A first box, “Applying Social Research,” discusses how the findings from sociological and other social science research have either contributed to public policy related to the chapter's social problem or have the potential of doing so. A second box, “Lessons from Other Nations,” discusses how another nation or nations have successfully addressed the social problem of that chapter. A third box, “People Making a Difference,” discusses efforts by individuals, non-profit organizations or social cha

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Principles of Sociological Inquiry – Qualitative and Quantitative Methods

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Principles of Sociological Inquiry – Qualitative and Quantitative Methods

Amy Blackstone · Saylor Foundation · 2012

The author of Principles of Sociological Inquiry: Qualitative and Quantitative Methods, Amy Blackstone, started envisioning this textbook while sitting in her own undergraduate sociology research methods class. She enjoyed the material but wondered about its relevance to her everyday life and future plans (the idea that one day she would be teaching such a class hadn't yet occurred to her). Now that she teaches the research methods course, she realizes that students today wonder the very same thing. While the importance of understanding research methods is usually clear to those students who intend to pursue an advanced degree, Amy wanted to write a text that would assist research methods teachers in demonstrating to all types of students the relevance of this course. In addition, Amy Blackstone's experience as an active researcher who uses both qualitative and quantitative methods made her acutely aware of the need for a balanced approach in teaching methods of sociological inquiry. Together, Amy Blackstone's experiences as a student, researcher, and teacher shape the three overriding objectives of Principles of Sociological Inquiry: Qualitative and Quantitative Methods: Relevance, Balance, and Accessibility. Principles of Sociological Inquiry: Qualitative and Quantitative Methods emphasizes the relevance of research methods for the everyday lives of its readers, undergraduate students.Each chapter describes how research methodology is useful for students in the multiple roles they fill: As consumers of popular and public information As citizens As current and future employees. Connections to these roles are made throughout and directly within the main text of the book Principles of Sociological Inquiry: Qualitative and Quantitative Methods also provides balanced coverage of qualitative and quantitative approaches by integrating a variety of examples from recent and classic sociological research. The text challenges students to debate and discuss the strengths and

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American Government and Politics in the Information Age

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American Government and Politics in the Information Age

University of Minnesota Libraries Publishing · 2016

This text is a comprehensive introduction to the vital subject of American government and politics. Governments decide who gets what, when, how (See Harold D. Lasswell, Politics: Who Gets What, When, How, [New York: McGraw-Hill, 1936]); they make policies and pass laws that are binding on all a society's members; they decide about taxation and spending, benefits and costs, even life and death. Governments possess power—the ability to gain compliance and to get people under their jurisdiction to obey them—and they may exercise their power by using the police and military to enforce their decisions. However, power need not involve the exercise of force or compulsion; people often obey because they think it is in their interest to do so, they have no reason to disobey, or they fear punishment. Above all, people obey their government because it has authority; its power is seen by people as rightfully held, as legitimate. People can grant their government legitimacy because they have been socialized to do so; because there are processes, such as elections, that enable them to choose and change their rulers; and because they believe that their governing institutions operate justly. Politics is the process by which leaders are selected and policy decisions are made and executed. It involves people and groups, both inside and outside of government, engaged in deliberation and debate, disagreement and conflict, cooperation and consensus, and power struggles. In covering American government and politics, our text introduces the intricacies of the Constitution, the complexities of federalism, the meanings of civil liberties, and the conflicts over civil rights;explains how people are socialized to politics, acquire and express opinions, and participate in political life; describes interest groups, political parties, and elections—the intermediaries that link people to government and politics; details the branches of government and how they operate; and shows how policies are m

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