THE UNIVERSITY OF NORTH CAROLINA AT CHAPEL HILL SCHOOL OF SOCIAL WORK COURSE NUMBER: SOWO 914 TITLE, SEMESTER AND YEAR: Measurement in Intervention Research, Spring 2010 INSTRUCTOR: Natasha K. Bowen, Ph.D. School of Social Work TTK Building, Rm. 245E Phone: (919) 843-2434 Fax: (919) 843-8715 Email: nbowen@email.unc.edu OFFICE HOURS: Thursday 1:00 to 2:00 or by appointment COURSE DESCRIPTION: This course focuses on the development of knowledge and skill in measuring social, psychological, environmental, and other factors related to intervention with individuals, families, groups, and organizations. COURSE OBJECTIVES (SUBJECT TO APPROVAL OF RELEVANT FACULTY COMMITTEES): Upon completion of the course, students should be able to: 1. Describe the theoretical, conceptual, and methodological foundations of qualitative and quantitative measurement; 2. Develop and test theory-based scales, starting from a theoretically and empirically justified item pool; 3. Conduct cognitive testing of potential scale items with representatives of an appropriate target audience and analyze the data; 4. Conduct exploratory factor analysis using one or more basic statistics programs to identify and evaluate the factor structure of scales; 5. Conduct confirmatory factor analysis to further support the validity of scales, and understand the implications of data characteristics on the choice of software and analysis strategies 6. Evaluate the reliability and validity of quantitative indices and scales; 7. Apply principles of measurement to research that involves issues of difference arising from culture, ethnicity, language, race, religion, sexual orientation, and other aspects of human diversity. EXPANDED DESCRIPTION: Research is possible only to the extent that concepts can be measured. If we cannot measure something, we cannot draw conclusions about how often it occurs, what conditions are antecedent to it, what factors covary with it, and so on. In that regard, some concepts are easy to measure. Age and education are often measured in years. Income is measured in dollars and 1 school performance is measured by GPA. Some concepts, however, are harder to measure. ―Practice wisdom,‖ for example, is widely acknowledged as a concept that discriminates more successful social workers from less successful social workers. What is practice wisdom? How do we conceptualize and measure it? For this course, measurement will be defined broadly. It is the craft of systematically describing something that exists. The course will focus on one qualitative scale development step and then a sequence of quantitative steps can be used together to develop high quality measures. Course activities are designed to build both knowledge and skill. Consequently, students will be expected to engage in a variety of applied learning experiences. The issues that we will address are at the heart of intervention research. How, for example, do we measure child abuse, delinquency, client-worker relationships, skills, feelings, attachment, and other important concepts in the profession? Most people would agree that these exist, but they are constructs that are not easily operationalized. The goal if the course is to strengthen your skills in a mixed methods process of developing quantitative measures of concepts commonly used in social work research. The course is designed as a seminar. Readings and discussion will focus on the theoretical and conceptual foundations of quantitative measurement. Students will be expected to take a leadership role in the course—bringing to class meetings knowledge from outside readings and experiences, and asking and helping to answer questions related to course topics that further the growth of all class participants. REQUIRED TEXTS/READINGS: DeVellis, R. F. (2003). Scale development: Theory and applications (2nd ed.). Thousand Oaks, CA: Sage Publications. Pett, M. A., Lackey, N. R., Sullivan, J. J. (2003). Making sense of factor analysis. Thousand Oaks, Sage Publications. Additional assigned readings are available through the course Blackboard site or electronic journals. RELATED READINGS AND RESOURCES: For readings on quantitative measurement, see Journal of Social Service Research, Psychological Bulletin, Psychological Methods, Research on Social Work Practice, Social Work Research, Educational and Psychological Measurement, Measures for clinical practice: A sourcebook, and many other social science journals and publications, and Buros CD/ROM (for recent reviews of published instruments – in Davis Library). In addition, the following Web sites might be useful: Aggression Assessment Instruments for children and adolescents -http://vinst.umdnj.edu/VAID/browse.asp Buros Mental Measurements -- http://www.unl.edu/buros/ ERIC Test Locator (http://ericae.net/testcol.htm)--http://ericae.net/testcol.htm#ETSTF Educational Testing Service -- http://www.ets.org SF-36 -- http://www.mcw.edu/midas/health/. 2 TEACHING METHODS: Teaching methods include lecture, discussion, computer labs, and group activities. Students are expected to contribute actively to the learning climate of the classroom. Questions on course topics and other issues in research and professional development are welcome. ATTENDANCE AND CLASS ASSIGNMENTS: Attendance. Students are expected to attend all class meetings, complete assigned and independent readings, and contribute to the development of a positive learning environment in the seminar. Students who miss 3 class meetings (excused and/or unexcused, and including cumulative partial missed classes) will be required to take an Incomplete in the course and to retake either the missed sessions or the entire course the following year before receiving a grade. Course discussions and activities will be responsive to student interests. It is hoped that students will share relevant knowledge and experience they already have related to course topics to enrich the learning of other seminar participants. In addition, contributions based on independent exploration of measurement topics beyond the stated course content are welcome. Attendance and participation will be assessed weekly. Students who miss a class are fully responsible for obtaining all missed information and materials from their classmates. Graded Assignments: One paper on your cognitive testing procedures and findings (Due Thursday, October 7) One homework on EFA and reliability One critique of an EFA article One homework on CFA and validity One critique of a CFA article GRADING SYSTEM The course uses the standard grading cutoffs. H = 94-100 P = 80-93 L = 70-79 F = 69 and below The final grade will be based on evaluation of seminar participation and written assignments. One hundred points will be distributed as follows: 30 Cognitive testing paper 20 EFA and reliability homework 15 Critique of an EFA article 20 CFA and validity homework 15 Critique of a CFA paper 100 3 POLICY ON INCOMPLETES AND LATE ASSIGNMENTS An automatic 10% reduction in score will be made for late papers (papers turned in after the date and time given as deadlines). POLICY ON ACADEMIC DISHONESTY Original work is absolutely expected. Submitted work must conform to the Honor Code of the University of North Carolina. For information on the UNC-CH Honor Code, including guidance on representing the words, thoughts, and ideas of others, see: http://honor.unc.edu/ Please note that plagiarism is defined in the Instrument of Student Judicial Governance, Section II.B.1 as, ―…the deliberate or reckless representation of another's words, thoughts, or ideas as one's own without attribution in connection with submission of academic work, whether graded or otherwise.‖ In keeping with the UNC Honor Code, if reason exists to believe that academic dishonesty has occurred, a referral will be made to the Office of the Student Attorney General for investigation and further action as required. See the School of Social Work Writing Style Guide (on the School’s Website at the ―for current students‖ link) for information about plagiarism. Students must not discuss homework or paper assignments or topics evaluated with those assignments once they have been distributed. Graded work is expected to reflect totally independent work. On the other hand, students are encouraged to consult written and online resources on assignment topics (as long as they don’t post questions related to their assignments). Code of Honor Affirmation. All written products in the course must have a signed Honor Code statement. Papers without this affirmation will not be accepted. The statement should read as follows: I have neither given nor received any unauthorized assistance on this assignment. POLICY ON ACCOMMODATIONS FOR STUDENTS WITH DISABILITIES Students with disabilities that affect their participation in the course and who wish to have special accommodations should contact the University’s Disabilities Services and provide documentation of their disability. Disabilities Services will notify the instructor that the student has a documented disability and may require accommodations. Students should discuss the specific accommodations they require (e.g. changes in instructional format, examination format) directly with the instructor. POLICIES ON THE USE OF ELECTRONIC DEVICES IN THE CLASSROOM Use of electronic devices for non-class related activities (e.g. checking email, playing games) is not acceptable. 4 READINGS AND COURSE OUTLINE 1. THURSDAY AUGUST 26 Introduction to Measurement READINGS: Bowen, N. K. (2008). Validation. Invited chapter for W. A. Darity, Jr. (Ed.) International Encyclopedia of Social Sciences, Vol. 8. (2nd ed., pp. 569-572.) Detroit: Macmillan Reference. Sireci, S. G. (2009). Packing and unpacking sources of validity evidence: History repeats itself again. In R. W. Lissitz (Ed.). The concept of validity: Revisions, new directions, and applications (pp. 19-37). Charlotte, NC: Information Age Publishing Introduction to the Course and Measurement Themes for the course Implications for measurement Review of measurement basics A New Look at Validity Latent variables CLASS ACTIVITY: Discussion of your constructs and qualitative work so far 2. THURSDAY SEPTEMBER 2 Mixed Methods in Measurement Research Test Content as a Source of Validity Evidence READINGS: Bowen, N. K., Bowen, G. L., & Woolley, M. E. (2004). Constructing and validating assessment tools for school-based practitioners: The Elementary School Success Profile. In A. R. Roberts & K. Yeager (Eds.), Evidence-based practice manual: Research and outcome measures in health and human services (pp. 509-517). New York: Oxford University Press. DeVellis, Chapters 1 and 5 Pett, Lackey, & Sullivan, Chapter 2 Use the readings to answer the following questions: What similarities and differences do you see in the scale development procedures described in the three readings? How could you use the readings to justify the use of mixed methods in your study? ASSIGNMENT DUE TODAY: Bring a preliminary list of scale items to class. If you haven’t done so, complete the online human subjects training and print out your certificate. 5 CLASS ACTIVITY: Peer review of item quality using published standards. Discussion of informed consent for your target population. 3. THURSDAY SEPTEMBER 9 Cognitive Testing of Scale Items Response Process as a Source of Validity Evidence READINGS: Your choice—one chapter in the Special Populations section of S. Presser, J. M. Rothgeb, M. P. Couper, et al. (Eds.). Methods for testing and evaluating survey questionnaires. Hoboken, N.J., John Wiley & Sons: Evolution and Adaptation of Questionnaire development, evaluation, and testing methods for establishment surveys (ch. 19), Pretesting questionnaires for children and adolescents (ch. 20) , Developing and evaluating cross-national survey instruments (ch. 21), or Survey questionnaire translation and assessment (ch. 22). Willis, G. B. (2005). Cognitive interviewing: A tool for improving questionnaire design. Thousand Oaks, CA: Sage Publications. Chapters 4 and 10. Woolley, M. E., Bowen, G. L., & Bowen, N. K. (2004). Cognitive pretesting and the developmental validity of child self-report instruments: Theory and applications. Research on Social Work Practice, 14(3), 191-200. Use the readings to answer the following questions: When is it appropriate to use cognitive testing? When is it unnecessary or inappropriate to use cognitive testing? What are the major features of cognitive testing? How might cognitive testing with children differ from testing with adults? What cognitive testing steps would be appropriate for your study, and how could you justify them with the readings? What special issues in scale development relevant to your work did your ―choice‖ reading identify? ASSIGNMENT DUE TODAY: Bring your revised items (based on last week’s feedback) to class. Recommended: start drafting the methods section of your cognitive testing paper. CLASS ACTIVITY: (a) Develop a plan for cognitively testing your questionnaire items with up to 5 members of the target population. The plan should include sampling, data collection procedures, a data recording strategy, and a timeline. (b) Test out your protocol and recording plan with a classmate. 4. THURSDAY SEPTEMBER 16 Analyzing Cognitive Testing Data 6 Response Process as a Source of Validity Evidence, continued READINGS: Willis, G. B. (2005). Cognitive interviewing: A tool for improving questionnaire design. Thousand Oaks, CA: Sage Publications. Chapters 11. Woolley, M. E., Bowen, G. L., & Bowen, N. K. (2006). The development and evaluation of procedures to assess child self-report item validity. Educational and Psychological Measurement, 66, 687-700. . ASSIGNMENT DUE TODAY: Start collecting data! Recommended: work on methods section of paper. CLASS ACTIVITY: Share data collection experiences. Discuss possible data analysis strategies for your cognitive data and start designing analysis tools. 5. THURSDAY SEPTEMBER 23 Results of Cognitive Testing Introduction to Internal Structure as a Source of Validity Evidence READINGS: Forsyth, B., Rothgeb, J. M., & Willis, G. B. (2004). Does pretesting make a difference? An experimental test. In S. Presser, J. M. Rothgeb, M. P. Couper, et al. (Eds.). Methods for testing and evaluating survey questionnaires. Hoboken, N.J., John Wiley & Sons. Bowen, N. K. (2008). Cognitive testing and the validity of child-report data from the Elementary School Success Profile. Social Work Research. 32,18-28. Find and read an article about a scale developed in your research area that made use of cognitive testing. ASSIGNMENT DUE TODAY: Finish collecting data. Recommended: work on methods section of paper. CLASS ACTIVITY: Discuss the article you found, especially analysis procedures. Group practice analyzing data 6. THURSDAY SEPTEMBER 30 Exploratory Factor Analysis and Latent Variables Internal Structure as a Source of Validity Evidence, continued READINGS: Pett, Lackey, & Sullivan, Chapters 1 and 3 DeVellis, Chapter 2 Use the readings to answer the following questions: What is the purpose of exploratory factor analysis? (EFA) 7 What are the primary methodological choices to be made when conducting an EFA? What methods can you use to assess the factorability of your data? What are the evaluation criteria for each of those methods? What are the primary EFA output components? How do you evaluate each of the primary EFA output components? How could you use the readings to support your choice of EFA methods and the evaluation of your EFA results? CLASS ACTIVITY: Discussion of latent variables in your area of research, and in your cognitively tested Scale. Introduction to EFA with SPSS (in the classroom). 7. THURSDAY OCTOBER 7 Exploratory Factor Analysis, continued Internal Structure as a Source of Validity Evidence, continued READINGS: Bowen, N. K. (2006). Psychometric properties of the Elementary School Success Profile for Children. Social Work Research, 30, 51-63. Costello, A. B., & Osborne, J. W. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research & Evaluation, 10, 1-9. DeVellis, chapter 6, pp. 102-137. Pett, Lackey, & Sullivan, Chapters 4 and 5 CLASS ACTIVITY: Present highlights of cognitive testing paper; EFA with SPSS in the lab. ASSIGNMENT DUE: Cognitive testing paper ASSIGNMENT HANDED OUT: EFA article critique 8. THURSDAY OCTOBER 14 Exploratory Factor Analysis, continued Internal Structure as a Source of Validity Evidence, continued READING: Find and read two EFA articles in your area of research. Use one for your critique. Pett, Lackey, & Sullivan, Chapter 6 up to p. 174, Chapter 7 CLASS ACTIVITY: Working with problematic EFA results. ASSIGNMENT DUE TODAY: EFA article critique ASSIGNMENT HANDED OUT: EFA homework OCTOBER 21 FALL BREAK NO CLASS 8 9. THURSDAY OCTOBER 29 Item Response Theory READINGS: DeVellis, Chapter 7 Others TBA CLASS ACTIVITY: GUEST LECTURE, DR. MICHAEL LAMBERT ASSIGNMENT DUE TODAY: EFA homework 10. THURSDAY NOVEMBER 4 Reliability and Relations to other Variables Internal Structure as a Source of Validity Evidence, continued Relations to other Variables as a Source of Validity Evidence READINGS: Devellis, Chapter 3 Baugh, F. (2003). Correcting effect sizes for score reliability. In B. Thompson (Ed.), Score reliability: Contemporary thinking on reliability issues (pp. 31-41). Thousand Oaks: Sage Publications. Pett, Lackey, & Sullivan, Chapter 6 from p. 174 to end Thompson, B. (2003). Understanding reliability and coefficient alpha, really. In B. Thompson (Ed.), Score reliability: Contemporary thinking on reliability issues (pp. 3-23). Thousand Oaks, CA: Sage Publications. Use the readings to answer the following questions: What is measurement reliability? How does it differ from measurement validity? What different kinds of reliability exist? What type of reliability is most commonly reported? Why? What internal consistency reliability cutoff would you use and how would you justify it? CLASS ACTIVITY: Demonstration of reliability with SPSS. Working with problematic reliability results. 11. THURSDAY NOVEMBER 11 Confirmatory Factor Analysis Internal Structure as a Source of Validity Evidence, continued READINGS: 9 Bowen & Guo (in press). Structural Equation Modeling. Oxford University Press, Chapters 1 and 2. Hoyle, R. H. (1995). The structural equation modeling approach: Basic concepts and fundamental issues. In R. H. Hoyle (Ed.), Structural equation modeling: Concepts, issues, and applications (pp. 1-15). Thousand Oaks, CA: Sage Publications. Use the readings to answer the following questions: How does confirmatory factor analysis (CFA) differ from EFA in terms of purpose, methods, and evaluation criteria? Which evaluation criteria apply to both methods? What is the purpose of CFA? What is model identification (just conceptually)? What are the primary methodological choices to be made when conducting a CFA? What are the primary CFA output components? How do you evaluate each of the primary CFA output components? How could you use the readings to support your choice of CFA methods and the evaluation of your CFA results? CLASS ACTIVITY: Specification of CFA models with graphics. Demonstration of CFA with AMOS 11. THURSDAY NOVEMBER 18 Confirmatory Factor Analysis, data preparation and best practices READINGS: Find and read two CFA articles in your area of interest. Choose one for your critique. Other reading to be announced CLASS ACTIVITY: CFA with Amos in the lab; Running and interpreting models ASSIGNMENT HANDED OUT: CFA article critique NOVEMBER 25 THANKSGIVING NO CLASS 13. THURSDAY DECEMBER 2 Confirmatory Factor Analysis, multiple group analysis Consequences of Testing as a Source of Validity Evidence READINGS: 10 Bowen, N. K., Bowen, G. L., & Ware, W. B. (2002). Neighborhood disorganization, families, and the educational behavior of adolescents. Journal of Adolescent Research, 17, 468-490. Bowen, N. K., & Powers, J. D. (2005). Knowledge gaps among school staff and the role of high quality ecological assessments in schools. Research on Social Work Practice, 15, 491-500. Kane, M. (2009). Validating the interpretations and uses of test scores. In R. W. Lissitz (Ed.). The concept of validity: Revisions, new directions, and applications (pp. 19-37). Charlotte, NC: Information Age Publishing. LAB ACTIVITY: Practice multiple group CFA ASSIGNMENT DUE TODAY: CFA article critique THURSDAY DECEMBER 9: NO CLASS ASSIGNMENT DUE TODAY: CFA multiple group HW 11