Activity-based learning of statistics: Using practical applications to improve students' learning

Many obstacles are involved in teaching statistics to undergraduates, including high attrition rates, students' anxiety, and a limited ability to grasp difficult concepts. These concerns can be addressed effectively by implementing strategies that require students to be actively engaged in the learning of statistics. First, we discuss how activity-based strategies and information technology can be an effective way to teach a statistics course. Second, we discuss how we changed a statistics course to include activity-based strategies. Finally, we discuss how cooperative learning, as a type of activity-based strategy, can increase students' understanding of statistics.     

Doing Social Justice: Turning Talk into Action in a Mathematics Service Learning Course

Abstract

Many students experience mathematics as a neutral entity, without understanding its impact on social justice and equity. Students must understand that mathematics and statistics are powerful tools for creating social change, and that students themselves are capable to enact positive social change through their mathematical abilities. In this paper, we discuss how we have integrated both service learning and mathematical consulting into a single course to promote civic engagement by mathematics majors through professional applications. We outline methods to engage with community partners to create consulting projects for students while integrating discussions of professionalism, practice, ethics, and social justice into the classroom. We provide qualitative evidence that the integration of service learning and consulting empowers mathematics students to make a difference by doing social justice with mathematics.     

Researching Teaching Methodologies in the Classroom

ABSTRACT

This paper presents the findings of a research project comparing the effectiveness of two teaching models used in a graduate social work practice course. Two teaching methodologies, the lecture/discussion model and the cooperative learning model, were used in two separate sections of Foundations of Social Work Practice, a first semester graduate course in the MSW program at a large public university.

A pretest/posttest comparison group model was used. One section of this course used a cooperative learning model while the other used the lecture/discussion model. Both sections spent the same amount of time on the material in the knowledge questionnaire and administered the posttest and follow-up on the same date. T-test and effect size statistics were used which demonstrated the greater efficacy of the cooperative learning model, particularly on long term retention of information.

In the course of describing the teaching models used in the study, the cooperative learning model and its history is discussed in some detail. It is expected that after this introduction many social work educators will be motivated to use the model in their own classrooms.

This paper further serves as a model for how instructors can effectively conduct small scale research in their own academic setting. It is an example of how educational research can be done expeditiously and with limited resources.     

Statistics Anxiety Among Female African American Graduate-Level Social Work Students

ABSTRACT

Studies have found that statistics anxiety among female and minority graduate students is higher than that of their Caucasian counterparts. Both gender and culturally sensitive approaches to teaching statistics need to be developed to reduce student anxiety, especially in graduate programs that are dominated by women and minorities. The current study presents data on pre- and post-course statistics among female African American MSW students enrolled in a gender and culturally sensitive statistics course. A series of t-tests revealed that students had significantly lower levels of anxiety about statistics after the course. Implications for integrating gender and culturally sensitive approaches into the curriculum are discussed, and recommendations for future research are provided.     

Computational Inquiry in Introductory Statistics

Abstract

Inquiry-based pedagogies have a strong presence in proof-based undergraduate mathematics courses, but can be difficult to implement in courses that are large, procedural, or highly computational. An introductory course in statistics would thus seem an unlikely candidate for an inquiry-based approach, as these courses typically steer well clear of proof, have a list of required topics, and depend critically on computational software. On the other hand, the American Statistical Association (ASA) has long advocated the sort of active and exploratory class design that in many respects parallels traditional inquiry-based learning (IBL). This paper reports on the author’s recent attempt to implement an inquiry-based course in introductory statistics that fuses established IBL techniques with the specific pedagogical recommendations of the ASA. A signature feature of this course is that many of the inquiry-based activities are explicitly tied to computer work in the open source language R.     

Attitudinal effects as a function of undergraduate statistics course design: Personalized (self-directed) vs. traditional

Two undergraduate statistics course designs were compared for their effects on attitudes involving perceived competency with respect to course content, the concept of psychology as a science, the social atmosphere within a course and the interest and value in the area of statistics and research design. One design involved the traditional format of lecture-laboratory-discussion while the other was modeled after Keller's personalized program involving the application of principles of behavioral analysis. The Keller design produced more positive attitudes with respect to perceived competency and the notion of psychology as a science. The attitudes toward the social atmosphere and the interest and value in the course were higher at the beginning of the personalized design and did not change as a result of the students' experiences in the courses. The outcomes seem to be a result of both the specific course design and the context or learning system in which the student functions.     

Paragogy and flipped assessment: experience of designing and running a MOOC on research methods

Abstract

This study draws on the authors’ first-hand experience of designing, developing and delivering (3Ds) a massive open online course (MOOC) entitled ‘Understanding Research Methods’ since 2014, largely but not exclusively for learners in the humanities and social sciences. The greatest challenge facing us was to design an assessment mechanism that was (i) rigorous yet practicable at scale, vis-à-vis over 60,000 students from highly diverse backgrounds; (ii) compatible with the pedagogical orientation of the MOOC provider; and (iii) meaningful to the nature of the course subject. Based on a network analysis of forum interactions and a qualitative analysis of a random sample of 116 research questions proposed by students, we explore how participants’ understanding of research methods developed through a series of carefully sequenced ‘e-tivities’ and ‘open peer assessments’ over the duration of the course. The aim of this study was to consider a model of ‘flipped’ assessment, drawn from elements of ‘paragogy’ and the IR Model that acknowledges and exploits peer learning opportunities that are not routinely captured by completion statistics.     

Inquiry in Higher Education: Reflections and Directions on Course Design and Teaching Methods

Our 5-year experiment with teaching and evaluating an inquiry course has led us to conclude that inquiry is a potent pedagogical tool in higher education, encouraging students to become self-directed and engaged learners. This article offers key ingredients and procedures for designing an inquiry-based course. It provides a pragmatic model of inquiry that describes the structure and function of such a course and the goals and learning objectives for students. This model of inquiry is widely applicable and will help faculty members from a variety of disciplines develop an innovative way of engaging and teaching students. Christopher Justice, Ph.D., is an anthropologist and health social scientist, and is an associate of the Centre for Leadership in Learning.e-mail: justice@mcmaster.ca James Rice, Ph.D., is Professor Emeritus in the School of Social Work.e-mail: ricejame@mcmaster.ca Wayne Warry, Ph.D., is Associate Professor, Department of Anthropology. His interests include aboriginal issues, aboriginal health and health systems evaluation, and educational research.e-mail: warrywa@mcmaster.ca Sue Inglis, Ph.D., is Professor in the Department of Kinesiology. Her interests include organizational behaviour and student inquiry.e-mail: ingliss@mcmaster.ca Stefania Miller, Ph.D., is Associate Professor, Department of Political Science. Her interests include international human rights and democratization in post-communist systems.e-mail: millers@mcmaster.ca Sheila Sammon, M.A., is Associate Professor, School of Social Work. Her interests include social work education and the integration of theory and practice.e-mail: sammon@mcmaster.ca     

Classroom Climate and Class Success A Case Study at the University Level

Abstract

This study sought to assess the actual and ideal social climate of an undergraduate social science class for educators, and to utilize this information to structure a subsequent class on the same topic. It was hypothesized that a classroom climate more closely approaching an "ideal^ one would facilitate better course appreciation, involvement, and attendance. Modifications in course social climate as suggested by "Class A" markedly improved the social climate of "Class B" as reported by class members. Improved congruence between real and ideal climates was linked to significantly greater appreciation of class functioning, class content, overall course appreciation, and greater class attendance. As students reported similar amounts of task orientation in each class, it was argued the classroom social climate may contribute an independent and malleable feature of the classroom setting which an instructor can use to his/her advantage.     

Empowering Students in a Feminist Social Work Practice Course

Abstract

Since 1993, a faculty collective has team-taught a feminist social work practice course. The course, designed to heighten student knowledge of feminist practice, was expected to empower students. An overview of the course is presented with an analysis of its impact on student perceptions of personal and professional power. Pre and post measures of empowerment were analyzed and used to derive outcome measures of change in student views of themselves as empowered persons and practitioners. Findings indicate that students had significantly higher perceptions of their personal and professional power upon completion of the feminist practice course than before. Implications for social work students and practitioners are discussed.     

Converting a Face-To-Face Introductory Research Methods Course to an Online Format: Pedagogical Issues and Technological Tools

ABSTRACT

This paper presents a step-by-step conversion of a face-to-face (F2F) entry level social work research methods course to a computer-mediated format. An overview of teaching practices and the important pedagogical foundations associated with this curricular effort are discussed followed by an introduction to the electronic platform utilized in the course. Five new teaching practices that guide the F2F-to-online course conversion of this introductory research methods course are presented with corresponding teaching activities and technological tools. A conversion matrix aligns the teaching practices, classroom activities, and provides references for the identified tools.     

Engaging Students in Macro Issues Through Community-Based Learning

Abstract

This paper describes the revision of a curriculum that was initiated to engage and sustain students' interest in the macro dimension of social work practice. Specifically, we describe how two junior policy courses, a seniormacro practice course, and a research methods course were revised to include a service learning approach. This article provides a review of the literature and focuses on the development of service learning in two social work courses. Results of subsequent research are discussed, indicating service learning provides successful opportunities to engage students in macro social work practice.     

Are psychology students getting worse at math?: Trends in the math skills of psychology statistics students across 21 years

Statistics is an important subject in psychology and social science education. However, inadequate mathematical skills can pose a barrier to learning statistics. Some educators have suggested that students’ math skills are declining. The present research examined trends in the math skills of psychology undergraduates across 21 years. Students (n = 3735) who were enrolled in an introductory psychology statistics course from 1990 to 2011 completed a pencil-and-paper math skills test. Over the 21-year period, there was a 9% decline in math skills scores and a 28% increase in the number of attempts required to pass the test. Consistent with national trends, SAT Math scores also increased by 7%; however, the pencil-and-paper math skills test was nearly twice as predictive of course performance as was the SAT. Results suggest that important math abilities have declined. Implications for statistical education in the social sciences are discussed.     

Career Paths of Health Workers

Abstract

This article presents an evaluation of an innovative, three-year graduate program to prepare workers from educationally disadvan-taged backgrounds for professional careers in social work in an urban health care system. It analyzes the contributions to the Social Work Health Careers Opportunity Program (SWHCOP) of a course designed to provide: an overview of health care issues and policies; beginning knowledge, values and skills for social work practice in health care; and an opportunity to acquire or strengthen skills for graduate education, including oral and written communications, problem-solving, and critical thinking. This article considers the practice, policy and teaching implications of such an educational program for increasing access to professional careers in social work for members of educationally disadvantaged communities.     

Racism and Social Work: A Model Syllabus for Graduate-Level Teaching

ABSTRACT

This article provides a prospective model syllabus for graduate-level social work courses exploring the interactions between social work and race—both historical and present, both productive and problematic—and makes an argument for this subject matter’s relevance for a course to be implemented in the graduate-level curriculum of social work programs. Instructors can view this syllabus as a template they can customize for their own purposes and contexts, and thus it should not be viewed as fixed, comprehensive, or definitive. Due to the evolutionary nature of research, language, and terms, the syllabus, of course, will need constant revision; but it is conceived as offering a curation of resources, thereby providing a starting point for education on this important topic, at least for this moment in time.     

Putting Field Education in Context

Abstract

The social work profession has become increasingly concerned about student indifference toward research and the scarcity of practitioner-initiated contributions to the field's present, and potential future knowledge base. Social work educators are seeking innovative teaching methods to promote student interest in, and understanding of research by requiring students to concurrently apply knowledge and skills acquired in the classroom with problems presently encountered by community practitioners. To generate student appreciation and enthusiasm for research, a service learning component was introduced in an undergraduate social work research methods course in collaboration with a local social service organization whose director served as the course's co-instructor. Outcomes from a post-study suggest that the course elements might make research less intimidating and more interesting, while making it more applicable to the real world.     

Four Perspectives on Flipping the Statistics Classroom: Changing Pedagogy to Enhance Student-Centered Learning

Abstract

The term “flipped” or “inverted” classroom includes a broad range of pedagogical innovations, and has recently received a significant amount of press. Although flipping an entire course might be a more extreme step than most are able to take, we discuss modular ideas for change that can be more easily implemented. This paper offers the perspective of four faculty members at different institutions who have all flipped material in statistics courses that were already highly interactive and activity-based. We share common pitfalls and core ideas that were found among diverse environments.