Reform-Oriented Teaching of Introductory Statistics in the Health, Social and Behavioral Sciences – Historical Context and Rationale
Authors: Rossi A. Hassad
Abstract:
There is widespread emphasis on reform in the teaching of introductory statistics at the college level. Underpinning this reform is a consensus among educators and practitioners that traditional curricular materials and pedagogical strategies have not been effective in promoting statistical literacy, a competency that is becoming increasingly necessary for effective decision-making and evidence-based practice. This paper explains the historical context of, and rationale for reform-oriented teaching of introductory statistics (at the college level) in the health, social and behavioral sciences (evidence-based disciplines). A firm understanding and appreciation of the basis for change in pedagogical approach is important, in order to facilitate commitment to reform, consensus building on appropriate strategies, and adoption and maintenance of best practices. In essence, reform-oriented pedagogy, in this context, is a function of the interaction among content, pedagogy, technology, and assessment. The challenge is to create an appropriate balance among these domains.
Keywords: Reform-oriented, reform, introductory statistics, health, behavioral sciences, evidence-based, psychology, teaching, learning.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1085820
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[1] delmas, R., Garfield, J., Ooms, A., & Chance, B. (2006). Assessing Students- Conceptual Understanding After a First Course in Statistics. Paper presented at the Annual Meeting of The American Educational Research Association (AERA) San Francisco, CA.
[2] Garfield, J., Hogg, B., Schau, C., & Whittinghill, D. (2002). First Courses in Statistical Science: The Status of Educational Reform Efforts. Journal of Statistics Education
[Online], 10(2).
[3] Cobb, G. W. (1992). Teaching statistics. In L. Steen (Ed.), Heeding the call for change: Suggestions for curricular action, MAA Notes, No. 22, 3-43.
[4] Mills, J.D. (2002), Using Computer Simulation Methods to Teach Statistics: A Review of the Literature. Journal of Statistics Education
[Online], 10(1).
[5] Moore, D. (1997). New pedagogy and new content: the case of statistics. International Statistical Review, 65(2), 123-165.
[6] Batanero, C., Godino, J. D., Vallecillos, A., Green, D. R., and Holmes, P. (1994). Errors and difficulties in understanding elementary statistical concepts. International Journal of Mathematical Education in Science and Technology, 25(4), 527-547.
[7] Wild, C., Triggs, C., & Pfannkuch M. (1997). Assessment on a Budget: Using Traditional Methods Imaginatively. In I. Gal & J. B. Garfield (Eds.), The Assessment Challenge in Statistics Education. Netherlands: IOS Press.
[8] Ottaviani, M-G. (1998). Developments and Perspectives in Statistical Education. Proceedings of the Joint IASS/IAOS Conference: Statistics for Economic and Social Development, Mexico.
[9] Fisher, N.I., & Lee, J.J. (2005): The Vital Role of Statistical Science in Assuring National Prosperity. Internat. Statist. Rev., Volume 73, Number 2, p.153.
[10] Pakenham-Walsh, N. (2002). Local capacities to create and adapt information for health care workers in developing countries: An information explosion - with little impact? Bulletin von Medicus Mundi Schweiz, Nr. 85.
[11] Belar, C. (2003). Training for evidence-based practice. APA Monitor on Psychology, Volume 34, No. 5, p56.
[12] Bartholomew, D. J. (1995). What is Statistics? J. Roy. Stat. Soc. A, 158(3), 1-16.
[13] Mosteller, F. (1989). Foreword. In J. Tanur, F. Mosteller, W. Kruskal, E. Lehmann, R. Link, R. Pieters, & G. Rising (Eds.), Statistics: a Guide to the Unknown, (Third ed., pp. ix-x). Pacific Grove, C. A.: Wadsworth & Brooks/Cole Advanced Books & Software.
[14] Roberts, H. V. (1992). Student-Conducted Projects in Introductory Statistics Courses. In F. and S. Gordon (Eds.), Statistics for the Twenty- First Century (MAA Notes No. 26), pp. 109-121. Washington, DC: Mathematical Association of America.
[15] Ottaviani, M-G.(1999). A Note on Developments and Perspectives in Statistics Education. Invited paper at CLATSE4 (IV Congreso Latinoamericano De Sociedades de Estadistica), Argentina.
[16] Vere-Jones, D. (1995). The coming of age of statistical education. International Statistical Review, 63 (1), 3-23.
[17] Cobb, G.W. (1993). Reconsidering Statistics Education: A National Science Foundation Conference. Journal of Statistics Education, v.1, No. 1.
[18] Franklin, C., & Garfield, J. (2006). Guidelines for Statistics Education Endorsed by ASA Board of Directors. Amstat News (Education), Issue No. 348.
[19] Garfield, J., Hogg, B., Schau, C., & Whittinghill, D. (2002). First Courses in Statistical Science: The Status of Educational Reform Efforts. Journal of Statistics Education (Online), 10(2).
[20] Franklin, C., & Garfield, J. (2006). Guidelines for Statistics Education Endorsed by ASA Board of Directors. Amstat News (Education), Issue No. 348.
[21] Cox, D. (2004). ISI honorary member interview. ISI Newsletter, 28(1), 9-10.
[22] Cobb, G. W. (1992). Teaching statistics. In L. Steen (Ed.), Heeding the call for change: Suggestions for curricular action, MAA Notes, No. 22, 3-43.
[23] Hogg, R. (1992). Report of workshop on statistics education. In L. Steen (Ed.), Heeding the call for change: Suggestions for Curricular Action (MAA Notes No. 22, pp. 34-43). Washington: Mathematical Association of America.
[24] Moore, D. S. (1993). A Generation of Statistics Education: An Interview with Frederick Mosteller. Journal of Statistics Education, v.1, n.1.
[25] Dallal, G.E. (1990). Statistical Computing Packages: Dare We Abandon Their Teaching to Others? (Editor's Invited Column). The American Statistician, 44, 265-266.
[26] Gal, I. and Ginsburg, L. (1994). The role of beliefs and attitudes in learning statistics: Towards an assessment framework. Journal of Statistics Education, 2(2).
[27] Garfield, J., & Ahlgren, A.(1988). Difficulties in Learning Basic Concepts in Probability and Statistics: Implications for Research. Journal for Research in Mathematics Education, 1988, Vol 19, No 1, 44- 63.
[28] Perney, J., & Ravid, R. (1991). The Relationship Between Attitudes Towards Statistics, Math Self-Concept, Test Anxiety and Graduate Students' Achievement in an Introductory Statistics Course. Unpublished manuscript, National College of Education, Evanston, IL.
[29] Moore, D. (1997). New pedagogy and new content: the case of statistics. International Statistical Review, 65(2), 123-165
[30] Chance, B. L. (2002). Components of Statistical Thinking and Implications for Instruction and Assessment. Journal of Statistics Education (Online), 10(3).
[31] Garfield, J. (2002). The challenge of developing statistical reasoning. Journal of Statistics Education, Volume 10, Number 3.
[32] Moore, D. S. (1993). A Generation of Statistics Education: An Interview with Frederick Mosteller. Journal of Statistics Education, v.1, n.1.
[33] Dallal, G.E. (1990). Statistical Computing Packages: Dare We Abandon Their Teaching to Others? (Editor's Invited Column). The American Statistician, 44, 265-266.
[34] Moore, D. (1997). New pedagogy and new content: the case of statistics. International Statistical Review, 65(2), 123-165.
[35] Moore. D. S. (2005). Quality and Relevance in the First Statistics Course: International Statistical Review, Vol. 73, Issue 2, p. 205.
[36] Moore, D.S. (1988). Should Mathematicians Teach Statistics? (with discussion). The College Mathematics Journal, 19, 3-35.
[37] Macnaughton, D. (1996). The Introductory Statistics Course: A New Approach. MathStat Research Consulting, Inc. Retrieved from: http://www.matstat.com/teach/p0000.htm.
[38] Moore, D. (1997). New pedagogy and new content: the case of statistics. International Statistical Review, 65(2), 123-165.
[39] Chance, B. L. (2002). Components of Statistical Thinking and Implications for Instruction and Assessment. Journal of Statistics Education (Online), 10(3).
[40] Garfield, J. (2002). The challenge of developing statistical reasoning. Journal of Statistics Education, Volume 10, Number 3.
[41] Erickson, H. L. (2001). Stirring the head, heart and soul: Redefining curriculum and instruction (2nd ed.). Thousand Oaks, CA: Corwin Press, Inc.
[42] Rumsey, D. J. (2002). Statistical literacy as a goal for introductory statistics courses. Journal of Statistics Education, 10(3).
[43] Gal, I. (2000). Statistical literacy: Conceptual and instructional issues. In D. Coben, J. O-Donoghue & G. E. Fitzsimons (Eds.), Perspectives on adults learning mathematics (pp. 135-150). Boston: Kluwer Academic Publishers.
[44] Garfield, J. (1999). Thinking about statistical reasoning, thinking and literacy. Paper presented at First Annual Roundtable on Statistical Thinking, Reasoning and Literacy (STRL-1).
[45] Moore, D. S. (1990). Uncertainty. In L. A. Steen (Ed.), On the shoulders of giants: New Approaches to numeracy (pp. 95-137). Washington, DC: National Academy Press.
[46] Chance, B. L. (2002). Components of Statistical Thinking and Implications for Instruction and Assessment. Journal of Statistics Education
[Online], 10(3).
[47] Iversen, G.R. (1992). Mathematics and statistics: An uneasy marriage. In F. Gordon and S. Gordon (Eds.), Statistics for the Twenty-First Century. Washington DC: The Mathematical Association of America. MAA Notes No. 26, pp. 37-44.
[48] Hogg, R. (1991). Statistical Education: Improvements Are Badly Needed. The American Statistician, 45, 4, 342-343.
[49] Hogg, R. (1991). Statistical Education: Improvements Are Badly Needed. The American Statistician, 45, 4, 342-343.
[50] Garfield, J. (1993). Teaching Statistics Using Small-Group Cooperative Learning. Journal of Statistics Education (Online), 1(1).
[51] Steinhorst, R. K., & Keeler, C. M. (1995). Developing Material for Introductory Statistics Courses from a Conceptual, Active Learning Viewpoint. Journal of Statistics Education v.3, n.3 (1995).
[52] Cobb, P. (1994). Where is the Mind? Constructivist and Sociocultural Perspectives on Mathematical Development. Educational Researcher, 23, 13-20.
[53] delMas, R. C., Garfiled, J. B., & Chance, B. L., (1998). Exploring the role of computer simulations in developing understanding of sampling distributions. Paper presented at the AERA Annual Meeting.
[54] Von Glasersfeld, E. (1987). Learning as a constructive activity. In C. Janvier (Ed.), Problems of representation in the teaching and learning of mathematics. Hillsdale, NJ: Lawrence Erlbaum Associates, 3-17.
[55] Caprio, M. (1994). Easing into constructivism. Journal of College Science Teaching, 23(6), pp. 210-212.
[56] Skinner, B. F. (1974). About behaviorism. New York: Knopf.
[57] Askew, M., Rhodes, V., Brown, M., William, D. & Johnson, D. (1997) Effective Teachers of Numeracy. Report of a Study Carried Out for the Teacher Training Agency. London: King-s College London, School of Education.
[58] Alder, A.G., & Vollick, D. (2000). Undergraduate statistics in psychology: A survey of Canadian institutions. Canadian Psychology, 41, 149-151.
[59] Cobb, G. E., & Moore, D. S. (1997). Mathematics, Statistics and Teaching. American Mathematics Monthly, Nov, 801-823.
[60] Giesbrecht, N. (1996). Strategies for Developing and Delivering Effective Introductory Level Statistics and Methodology Courses. ERIC Document Reproduction Service, No. 393-668, Alberta. BC.
[61] Buche, D. D., and Glover, J. A. (1988), Teaching Students to Review Research as an Aid for Problem-Solving, in Handbook For Teaching Statistics and Research Methods, Hillsdale, NJ: Lawrence Erlbaum Associates, 126-129.
[62] Albert, J. (200). Using a Sample Survey Project to Assess the Teaching of Statistical Inference. Journal of Statistics Education v.8, n.1.
[63] MCPHS (2004). Massachusetts College of Pharmacy and Health Sciences, Online Catalog. Retrieved from: http://www.mcp.edu.
[64] Buche, D. D., and Glover, J. A. (1988), Teaching Students to Review Research as an Aid for Problem-Solving, in Handbook For Teaching Statistics and Research Methods, Hillsdale, NJ: Lawrence Erlbaum Associates, 126-129.
[65] Belar, C. (2003). Training for evidence-based practice. APA Monitor on Psychology, Volume 34, No. 5., p56.
[66] Garfield, J., Hogg, B., Schau, C., & Whittinghill, D. (2002). First Courses in Statistical Science: The Status of Educational Reform Efforts. Journal of Statistics Education (Online), 10(2).
[67] Moore, D.S. (1988). Should Mathematicians Teach Statistics? (with discussion). The College Mathematics Journal, 19, 3-35.
[68] Boyer Commission on Educating Undergraduates in the Research University (1998).Reinventing Undergraduate Education: A Blueprint for America's Research Universities.
[69] Aukstakalnis, S., & Mott, W. (1996). Transforming Teaching and Learning through Visualization. Syllabus, 9, no. 6, 14-16.
[70] Batanero, C., Godino J. D., Steiner, H. G., & Wenzelburger, E. (1994). The training of researchers in mathematics education: Results from an international study. Educational Studies in Mathematics, 26, 95-102.
[71] Moore, D. (1997). New pedagogy and new content: the case of statistics. International Statistical Review, 65(2), 123-165.
[72] Broers, N. J. (2001). Analyzing Propositions Underlying the Theory of Statistics. Journal of Statistics Education, Volume 9, Number 3.
[73] Garfield, J. (1995). How Students Learn Statistics. International Statistical Review, 63, 25-34.
[74] Tversky, A., & Kahneman, D. (1974). Judgment under Uncertainty: Heuristics and Biases. Science, 185, 1124-1131.
[75] Wild, C. J., & Pfannkuch, M. (1999). Statistical thinking in empirical enquiry. International Statistical Review, 67, 223-265.
[76] Sackett, D., Rosenberg, W., Gray, J., Haynes, R., Richardson, W. (1996). Evidence- Based Medicine: What it is and what it isn-t. British Medical Journal, 312, 7023, 71-72.
[77] Cox, D.R. (1997). The current position of statistics: a personal view. International Statistical Review, 65, 3.
[78] De Flora, S., Quaglia, A., Bennicelli, C., & Vercelli, M.(2005). The epidemiological revolution of the 20th century. FASEB J., 19: 892-897.
[79] McQueen, D.V. (2007). Continuing efforts in global chronic disease prevention. Preventing Chronic Disease, Volume 4, Number 2. Retrieved from: http://www.cdc.gov/pcd/issues/2007/apr/07_0024.htm.
[80] Engel, G.L. (1977). The need for a new medical model: a challenge for biomedicine. Science, 196:129-136.
[81] WHO (World Health Organization) (1978). Alma-Ata Declaration.
[82] WHO (World Health Organization) (1986). Ottawa Charter for Health Promotion.
[83] NIH (2003). Report of the National Institutes of Health - Program in Biomedical and Behavioral Nutrition Research and Training.
[84] WHO (World Health Organization) (1978). Alma-Ata Declaration.
[85] Sackett, D., Rosenberg, W., Gray, J., Haynes, R., Richardson, W. (1996). Evidence- Based Medicine: What it is and what it isn-t. British Medical Journal, 312, 7023, 71-72.
[86] Stroup, D. F., Goodman, R. A., Cordell, R., & Scheaffer. R. (2004). Teaching statistical principles using epidemiology: Measuring the health of populations. The American Statistician, 8, 77-84.