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Learn about statistical standards, OMB guidelines, study design, peer review, and ethical conduct in research. Workshop by Peggy Carr, Ph.D. at Howard University.
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The Integrity of Data ManagementResponsible Conduct of Research Workshop Howard University November 2, 2010 Peggy Carr, Ph.D. Associate Commissioner National Center for Education Statistics 1
OMB Guidelines for Federal Statistical Agencies • 16 Federal Statistical Agencies adhere to Office of Management and Budget Guidelines to maintain high standards of performance • Development of concepts and methods • Planning and design of surveys and other means of collecting data • Collection of data • Processing and editing of data 3 OMB, Guidelines for Ensuring and Maximizing the Quality, Objectivity, Utility, and Integrity of Information Disseminated by Federal Agencies, February 22, 2002, (67 FR 8752-8460)
Best Practices for the Conduct of Research • Conceptualize Research Problem • Operationalize Study Design • Engage in Peer Review and Networking Activities • Publish and Publish Early/Often • Be Ethical 5
1. Conceptualize Research Problem Literature Review Statement of Problem Definition of Terms, Concepts, and Constructs Conceptual Operational Hypotheses Research Question 7
2a. Operationalize Study Design The Concept of Study Design Explained Variance Hypothesis 1 Unexplained Variance Sampling Error Measurement Error Validity Reliability
Validation of Constructs Face – Content validation across judges Criterion – Predictive and concurrent Construct – Methodological approaches to validation 2b. Operationalize Study Design Jealousy Envy 9
2c. Operationalize Study Design • Reliability of Measures • Test and Retest – stability over time • Equivalency – consistency across forms • Internal – internal consistency UNRELIABLE RELIABLE 10
2c. Operationalize Study Design • Research Design • Internal Validity – refuting rival plausible hypotheses • External Validity – generalizability of findings • Choice of Designs – experimental, quasi, survey, correlational Y X 11
2c. Operationalize Study Design • Quality Assurances of Data • Data Checks (e.g., out of range variance, criterion reference checks, replication) • Thoughtful and Appropriate Data Analysis • The nature of your data • Limitations of statistical technique • Discuss Findings and Conclusions with Colleagues • Relate back to literature review • Implications for future research • Flaws and limitations NEXT 12
2c. Operationalize Study Design Trend in fourth-grade NAEP mathematics average scores 13
3. Engage in Peer Review and Networking Activities • Find a specialty and stick with it • Attend professional meetings and conferences – share your research • Keep an open mind and learn from others 15
4. Publish and Publish Early/Often • Start your publication record early in peer reviewed journals • As first, second, or third author • Publish and/or present often • Regardless of professional focus • Annually 16
5. Be Ethical • Be committed and follow through • Adhere to • Subjects’ Rights • Institutional Review Board • Confidentiality and Privacy Rights 17
Questions? 18