This chapter is intended to help solve questions concerning how to judge the appropriateness of assessment or measurement decisions and of the information used to make decisions.
Barnett, D. W., Lentz Jr, F. E., & Macmann, G. (2000). Psychometric qualities of professional practice.
Observational data collected in ecologically valid measurement contexts are likely to be influenced by contextual factors irrelevant to the research question. Using multiple sessions and raters often improves the stability of scores for variables from such contexts.
Bruckner, C. T., Yoder, P. J., & McWilliam, R. A. (2006). Generalizability and decision studies: An example using conversational language samples. Journal of Early Intervention, 28(2), 139-153.
This review assesses the effectiveness of school-based curricula, finance, management, and teacher’s decision-making. This report has implications for the impact of charter schools, as the primary intervention in this model is local control. The report finds limited evidence of the effectiveness of these reforms, especially from low-income countries.
Carr-Hill, R., Rolleston, C., Pherali, T., & Schendel, R. (2014). The effects of school-based decision making on educational outcomes in low-and middle-income contexts: A systematic review.
This article examines the evidence-based practice decision-making heuristic in the broader context of clinical decision making.
Chorpita, B. F., & Starace, N. K. (2010). Evidence-based practice in the broader context: How can we really use evidence to inform decisions. Journal of Evidence-Based Practices for Schools, 11(1), 47-61.
This journal attempts to fill the chasm by helping doctors find the information that will ensure they can provide optimum management for their patients.
Davidoff, F., Haynes, B., Sackett, D., & Smith, R. (1995). Evidence based medicine.
Including cost-effectiveness data in the evaluation of programs is the next step in the evolution of evidence-based practice. Evidence-based practice is grounded in three complementary elements: best available evidence, professional judgment, and client values and context. In this article, I discuss some of the considerations that have to be addressed in the decision-making process and implications of including cost-effectiveness analyses in data-based decision making.
Detrich, R. (2020). Cost-effectiveness analysis: A component of evidence-based education. School Psychology Review, 1-8.
Over the last fifty years, there have been many educational reform efforts, most of which have had a relatively short lifespan and failed to produce the promised results. One possible reason for this is for the most part these innovations have been poorly implemented. In this chapter, the author proposes a data-based decision making approach to assuring high quality implementation.
Detrich, R. Innovation, Implementation Science, and Data-Based Decision Making: Components of Successful Reform. In M. Murphy, S. Redding, and J. Twyman (Eds). Handbook on Innovations in Learning, 31. Charlotte, NC: Information Age Publishing
This paper examines data on 39 charter schools and correlates these data with school effectiveness. We find that class size, per-pupil expenditure, teacher certification, and teacher training—are not correlated with school effectiveness. In stark contrast, we show that frequent teacher feedback, the use of data to guide instruction, high-dosage tutoring, increased instructional time, and high expectations—explains approximately 45 percent of the variation in school effectiveness.
Dobbie, W., & Fryer Jr, R. G. (2013). Getting beneath the veil of effective schools: Evidence from New York City. American Economic Journal: Applied Economics, 5(4), 28-60.
A growing number of evidence-based psychotherapies hold the promise of substantial benefits for children, families, and society. For the benefits of evidence-based programs to be realized on a scale sufficient to be useful to individuals and society, evidence-based psychotherapies need to be put into practice outside of controlled clinical trials.
Fixsen, D. L., Blase, K. A., Duda, M. A., Naoom, S. F., & Van Dyke, M. (2010). Implementation of evidence-based treatments for children and adolescents: Research findings and their implications for the future.
This study examined the effectiveness of innovative curriculum-based measurement (CBM) classwide decision-making structures within general education mathematics instruction, with and without recommendations for how to incorporate CBM feedback into instructional planning.
Fuchs, L. S., Fuchs, D., Hamlett, C. L., Phillips, N. B., & Bentz, J. (1994). Classwide curriculum-based measurement: Helping general educators meet the challenge of student diversity. Exceptional Children, 60(6), 518-537.
This study examined elementary school principal preparation programs to identify which program characteristics produced principals who were able to build well-qualified teams of teachers and improve student performance.
Fuller, E., Young, M., & Baker, B. D. (2010). Do principal preparation programs influence student achievement through the building of teacher-team qualifications by the principal? An exploratory analysis. Educational Administration Quarterly, 0011000010378613.
In this article, we examine assessment and accountability in the context of a prevention-oriented assessment and intervention system designed to assess early reading progress formatively.
Good III, R. H., Simmons, D. C., & Kame'enui, E. J. (2001). The importance and decision-making utility of a continuum of fluency-based indicators of foundational reading skills for third-grade high-stakes outcomes. Scientific studies of reading, 5(3), 257-288.
This Article introduces implicit bias-an aspect of the new science of unconscious mental processes that has substantial bearing on discrimination law.
Greenwald, A. G., & Krieger, L. H. (2006). Implicit bias: Scientific foundations. California Law Review, 94(4), 945-967.
For decades, schools have taught children the strategies of struggling readers, using a theory about reading that cognitive scientists have repeatedly debunked. And many teachers and parents don't know there's anything wrong with it.
Hanford, E. (2019). At a loss for words: How a flawed idea is teaching millions of kids to be poor readers. APM Reports. https://www.apmreports.org/story/2019/08/22/whats-wrong-how-schools-teach-reading
This book provides information on how to identify the misuse of statistics.
Huff, D. (2010). How to lie with statistics. WW Norton & Company.
This study examines longitudinal from nine high schools nominated as leading practitioners of Continuous Improvement (CI) practices. The researchers compared continuous improvement best practices to teachers actual use of data in making decisions. The study found teachers to be receptive, but also found that significant obstacles were interfering with the effective use of data that resulted in changes in instruction.
Ingram, D., Louis, K. S., & Schroeder, R. G. (2004). Accountability policies and teacher decision making: Barriers to the use of data to improve practice. Teachers College Record, 106(6), 1258-1287.
This evaluation used Messick's construct validity as a conceptual framework for an empirical study assessing the validity of use, utility, and impact of office discipline referral (ODR) measures for data-based decision making about student behavior in schools.
Irvin, L. K., Horner, R. H., Ingram, K., Todd, A. W., Sugai, G., Sampson, N. K., & Boland, J. B. (2006). Using office discipline referral data for decision making about student behavior in elementary and middle schools: An empirical evaluation of validity. Journal of Positive Behavior Interventions, 8(1), 10-23.
Demonstrates the experimenting society model using data-based decision making and collaborative consultation to evaluate behavior-management intervention strategies in 25 seventh graders. Each intervention results in improved behavior, but active teaching of classroom rules was determined to be most effective.
Johnson, T. C., Stoner, G., & Green, S. K. (1996). Demonstrating the Experimenting Society Model with Classwide Behavior Management Interventions. School Psychology Review, 25(2), 199-214.
This book provides information on the process and skills of data visualization, teaching the concepts and skills of how to present data and inspiring effective visual design.
Kirk, A. (2016). Data visualisation: a handbook for data driven design. Sage.
Scientists have discredited claims that listening to classical music enhances intelligence, yet this so-called "Mozart Effect" has actually exploded in popularity over the years.
Krakovsky, M. (2005). Dubious “Mozart effect” remains music to many Americans’ ears. Stanford, CA: Stanford Report
An old disagreement over how to teach children to read -- whole-language versus phonics -- has re-emerged in California, in a new form. Previously confined largely to education, the dispute is now a full-fledged political issue there, and is likely to become one in other states.
Lemann, N. (1997). The reading wars. The Atlantic Monthly, 280(5), 128–133.
Research on data-based decision making has proliferated around the world, fueled by policy recommendations and the diverse data that are now available to educators to inform their practice. Yet, many misconceptions and concerns have been raised by researchers and practitioners. This paper surveys and synthesizes the landscape of the data-based decision-making literature to address the identified misconceptions and then to serve as a stimulus to changes in policy and practice as well as a roadmap for a research agenda.
Mandinach, E. B., & Schildkamp, K. (2021). Misconceptions about data-based decision making in education: An exploration of the literature. Studies in Educational Evaluation, 69, 100842.
This paper discusses the benefits of using brief experimental analyses to aid in treatment selection, identifies the forms of treatment that are most appropriate for this type of analysis, and describes key design elements for comparing 2 or more treatments efficiently.
Martens, B. K., Eckert, T. L., Bradley, T. A., & Ardoin, S. P. (1999). Identifying effective treatments from a brief experimental analysis: Using single-case design elements to aid decision making. School Psychology Quarterly, 14(2), 163.
Implementing evidence-based practices requires not only knowledge of various interventions and practices but also professional judgment in selecting and applying an intervention that best meets the needs of the child and the family. Previous work on decision-making in evidence-based practices has focused on describing evidence-based practices, how the identification of evidence-based practices has affected the field of education (and, specifically, special education), and strategies for implementing evidence-based practices
McCollow, M. M., & Hoffman, H. H. (2020). Evidence-based decision-making: A team effort toward achieving goals. Young Exceptional Children, 23(1), 15-23.
We should stop being so embarrassed by uncertainty and embrace it as a strength rather than a weakness of scientific reasoning
McIntyre, L., (2019, May 22). How to reverse the assault on science. Scientific American. https://blogs.scientificamerican.com/observations/how-to-reverse-the-assault-on-science1/
In this article we discuss guidelines and algorithms as a means of addressing the complexity of pharmacologic treatment of people with severe mental illnesses and disseminating relevant research findings.
Mellman, T. A., Miller, A. L., Weissman, E. M., Crismon, M. L., Essock, S. M., & Marder, S. R. (2001). Evidence-based pharmacologic treatment for people with severe mental illness: a focus on guidelines and algorithms. Psychiatric Services, 52(5), 619-625.
This book reveals how the information revolution is changing the way doctors make decisions. Michael Millenson, a three-time Pulitzer Prize nominee as a health-care reporter for the Chicago Tribune, illustrates serious flaws in contemporary medical practice and shows ways to improve care and save tens of thousands of lives.
Millenson, M. L. (2018). Demanding medical excellence: Doctors and accountability in the information age. University of Chicago Press.
This position paper contends that the whole language approach to reading instruction has been disproved by research and evaluation but still pervades textbooks for teachers, instructional materials for classroom use, some states' language-arts standards and other policy documents, teacher licensing requirements and preparation programs, and the professional context in which teachers work.
Moats, L. C. (2000). Whole language lives on: The illusion of “balanced” reading instruction. Washington, DC: DIANE Publishing.
Child study teams (CSTs) are involved in making decisions about many aspects of the delivery of special services to handicapped students. However, a number of factors inhibit the decision-making process within CSTs. These factors have their origins in the implementation of the team process at the local education agency (LEA) level, the preparation of CST members to participate in team decision making, and in the difficulties encountered in communicating discipline-specific information.
Moore, K. J., Fifield, M. B., Spira, D. A., & Scarlato, M. (1989). Child study team decision making in special education: Improving the process. Remedial and Special Education, 10(4), 50-58.
This Data Point examines the relationship between public and private school principals’ perceived influence over various decisions made at their schools before the coronavirus pandemic. This information was reported by U.S private and public school principals on the principal survey of the 2017–18 National Teacher and Principal Survey.
National Center for Education Statistics at IES. (2021). Principals’ Perceptions of Influence Over Decisions at Their Schools in 2017-2018.
Using the collective leadership framework, this study examines (a) how principals perceive their own influence and that of other key stakeholders in various school decisions and (b) how principals’ perceived influences of other stakeholders are associated with their own influence.
Ni, Y., Yan, R., & Pounder, D. (2018). Collective leadership: Principals’ decision influence and the supportive or inhibiting decision influence of other stakeholders. Educational Administration Quarterly, 54(2), 216–248. Retrieved from https://www.researchgate.net/publication/318790312_Collective_Leadership_Principals%27_Decision_Influence_and_the_Supportive_or_Inhibiting_Decision_Influence_of_Other_Stakeholders
Naomi Oreskes offers a bold and compelling defense of science, revealing why the social character of scientific
knowledge is its greatest strength—and the greatest reason we can trust it.
Oreskes, N. (2019). Why trust science? Princeton, NJ: Princeton University Press.
This research paper reports on testing the hypothesis that music and spatial task performance are causally related. Two complementary studies are presented that replicate and explore previous findings.
Rauscher, F. H., Shaw, G. L., & Ky, C. N. (1993). Music and spatial task performance. Nature, 365(6447), 611–611.
The focus of the book is on essential concepts in educational statistics, understanding when to use various statistical tests, and how to interpret results. This book introduces educational students and practitioners to the use of statistics in education and basic concepts in statistics are explained in clear language.
Ravid, R. (2019). Practical statistics for educators. Rowman & Littlefield Publishers.
This page describes the conflict of interest and what should we do about it.
Resources for Research Ethics Education. (2001). What is a conflict of interest? San Diego, CA: University of California, San Diego. http://research-ethics.org/topics/conflicts-of-interest/
This review will briefly address the nature of conflicts of interest in research, including the importance of both financial and non-financial conflicts, and the potential effectiveness and limits of various strategies for managing such conflicts.
Romain, P. L. (2015). Conflicts of interest in research: Looking out for number one means keeping the primary interest front and center. Current Reviews in Musculoskeletal Medicine, 8(2), 122–127.
Efficient use of educational resources is a perennial challenge for school systems. Maximizing the impact of education interventions to magnify student achievement is an important goal for all school districts. This guide examines the use of expenditure-to-performance ratios as a critical indicator for school systems to help decide which interventions make sense when education dollars are at a premium. It describes how states and districts can use available data on district expenditures and student academic achievement to calculate six district-level expenditure-to-performance ratios.
Ryan, S., Lavigne, H. J., Zweig, J. S., & Buffington, P. J. (2017). A guide to calculating district expenditure-to-performance ratios using publicly available data. (REL 2017-179). Washington, DC: U.S. Department of Education, Institute of Education Sciences, National Center for Education Evaluation and Regional Assistance, Regional Educational Laboratory Northeast & Islands.
This article presents a definition and rationale for evidence-based reform in education, and a discussion of the current state of evidence-based research, focusing on China, the U.S., and the UK. The article suggests ways in which Chinese, U.S., UK, and other scholars might improve the worldwide quality of evidence-based reform in education.
Slavin, R. E., Cheung, A. C., & Zhuang, T. (2021). How could evidence-based reform advance education?. ECNU Review of Education, 4(1), 7-24.
In EBP decisions are to be based on the integration of best available evidence, clinical expertise, and client values and context. In this paper, the authors explore the construct best available evidence and consider complementary sources of evidence that can be used to guide decision making.
Slocum, T. A., Spencer, T. D., & Detrich, R. (2012). Best available evidence: Three complementary approaches. Education and Treatment of Children, 35(2), 153-181.
Evidence-based practice is a decision-making framework. This paper describes the relationships among the three cornerstones of this framework.
Spencer, T. D., Detrich, R., & Slocum, T. A. (2012). Evidence-based Practice: A Framework for Making Effective Decisions. Education & Treatment of Children (West Virginia University Press), 35(2), 127-151.
The Stanford Education Data Archive (SEDA) is an initiative aimed at harnessing data to help scholars, policymakers, educators, and parents learn how to improve educational opportunity for all children. The data are publicly available here, so that anyone can obtain detailed information about American schools, communities, and student success.
Stanfrod Education Data Archive. Standford Center for Education Policy Analysis. Retrieved from https://cepa.stanford.edu/seda/overview
This paper examines a range of education failures: common mistakes in how new practices are selected, implemented, and monitored. The goal is not a comprehensive listing of all education failures but rather to provide education stakeholders with an understanding of the importance of vigilance when implementing new practices.
States, J., & Keyworth, R. (2020). Why Practices Fail. Oakland, CA: The Wing Institute. https://www.winginstitute.org/roadmap-overview
The debate about the safety of calcium-channel antagonists provided an opportunity to study financial conflicts of interest in medicine. This project was designed to examine the relation between authors' published positions on the safety of calcium-channel antagonists and their financial interactions with the pharmaceutical industry.
Stelfox, H. T., Chua, G., O'Rourke, K., & Detsky, A. S. (1998). Conflict of interest in the debate over calcium-channel antagonists. New England Journal of Medicine, 338(2), 101–106.
There are many rationales for group, rather than individual, decision making. Theorized advantages include more information to contribute to the decision, more diverse perspectives to inform deliberation, and greater efficiency for implementation.
Supovitz, J. A., & Tognatta, N. (2013). The impact of distributed leadership on collaborative team decision making. Leadership and Policy in Schools, 12(2), 101-121.
This paper describes the problem of publication bias with reference to its history in a number of fields, with special reference to the area of educational research.
Torgerson, C. J. (2006). Publication bias: The Achilles’ heel of systematic reviews? British Journal of Educational Studies, 54(1), 89-102. https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1467-8527.2006.00332.x
Of Edward Tufte’s books, this is the most design oriented. It provides examples using maps, charts, scientific presentations, diagrams, computer interfaces, statistical graphics and tables, stereo photographs, guidebooks, courtroom exhibits, timetables, use of color, and a pop-up to illustrate his points on the effective use of visual mediums to communicate the meaning of data and impart important messages.
Tufte, E. R. (1990). Envisioning Information (1990). Cheshire, CT: Graphics press.
This is the first book from Edward Tufte and it lays out his theories and rules that are the basis for the effective display of information and data to maximize communication.
Tufte, E. R. (2001). The visual display of quantitative information. Edition 2 (Vol. 2). Cheshire, CT: Graphics press.
This third book by Edward Tufte is a guide on how to more effectively communicate information visually. It offers examples of poorly presented information and the dire consequences that can result from mediocre and inadequately thought out presentations. It provides concrete samples of effective ways to present statistics and tips one can use to avoid many of the pitfalls of powerpoint presentations.
Tufte, E. R., & Weise Moeller, E. (1997). Visual explanations: images and quantities, evidence and narrative (Vol. 36). Cheshire, CT: Graphics Press.
Using the data from the Program for the International Assessment of Adult Competencies (PIAAC), this Data Point summarizes the number of U.S. adults with low levels of English literacy and describes how they differ by nativity status1 and race/ethnicity.
U.S. Department of Education. (2019). Data point: Adult literacy in the United States. https://nces.ed.gov/datapoints/2019179.asp
The National Assessment of Educational Progress (NAEP) is the largest nationally representative and continuing assessment of what America's students know and can do in various subject areas.
U.S. Department of Education. (2020). National Assessment of Educational Progress (NAEP). https://nces.ed.gov/nationsreportcard/
This website contains information regarding the Committee process, including the regulations, laws, policies, and guidelines that govern disclosures and conflict of interest.
University of California, San Francisco. (2013). Conflict of interest in research. https://coi.ucsf.edu
This book offers concrete examples from educational testing to illustrate the importance of empirically and logically scrutinizing the evidence used to make education policy decisions. Wainer uses statistical evidence to show why some of the most widely held beliefs in education may be wrong.
Wainer, H. (2011). Uneducated guesses: Using evidence to uncover misguided education policies. Princeton University Press.
The use of educational data to make decisions and foster improvement is increasing dramatically. Federal and state accountability mandates have created a strong market for formal achievement testing, both in terms of state achievement tests and benchmarking assessments that help predict performance on these tests.
Wayman, J. C., & Cho, V. (2010). Preparing educators to effectively use student data systems (pp. 105-120). Routledge.
The purpose of this study was to ascertain the effects of manipulating the data base used for instructional decision making on student achievement.
Wesson, C., Skiba, R., Sevcik, B., King, R. P., & Deno, S. (1984). The effects of technically adequate instructional data on achievement. Remedial and Special Education, 5(5), 17-22.