Developing a New Interdisciplinary Computational Analytics Undergraduate Program: A Qualitative-Quantitative-Qualitative Approach

Statistics departments play a vital role in educating students on the analysis of data for obtaining information and discovering knowledge. In the last several years, we have witnessed an explosion of data, which was not imaginable in years past. As a result, the methods and techniques used for data analysis have evolved. Beyond this, the technology used for storing, porting, and computing big data has also evolved, and so now must traditionally oriented statistics departments. In this article, we discuss the development of a new computational modeling program that meets these demands, and we detail how to balance the qualitative and quantitative components of modern day data analyses for statistical education. [Received December 2014. Revised August 2015.]

[1]  C. Wild,et al.  Statistical Thinking in Empirical Enquiry , 1999 .

[2]  Stefano Barone,et al.  TESF Methodology for Statistics Education Improvement , 2010 .

[3]  C. Hmelo‐Silver Problem-Based Learning: What and How Do Students Learn? , 2004 .

[4]  H. Andrade,et al.  A review of rubric use in higher education , 2010 .

[5]  Tim K Blake,et al.  Journaling; An Active Learning Technique , 2005, International journal of nursing education scholarship.

[6]  M. Braga,et al.  Exploratory Data Analysis , 2018, Encyclopedia of Social Network Analysis and Mining. 2nd Ed..

[7]  William I. Notz,et al.  Guidelines for Undergraduate Minors and Concentrations in Statistical Science , 2002 .

[8]  Jessica Utts The ASA Project GAISE : Guidelines for Assessment and Instruction in Statistics Education , 2006 .

[9]  N. Hubele,et al.  Statistical Evidence for Enhanced Learning of Content through Reflective Journal Writing , 2001 .

[10]  Richard Paul,et al.  The Thinker's Guide to Analytic Thinking: How to Take Thinking Apart and What to Look for When You Do , 2016 .

[11]  Terrel L. Rhodes Assessing outcomes and improving achievement : tips and tools for using rubrics , 2010 .

[12]  Chris North,et al.  An insight-based methodology for evaluating bioinformatics visualizations , 2005, IEEE Transactions on Visualization and Computer Graphics.

[13]  Chris North,et al.  An Insight-Based Longitudinal Study of Visual Analytics , 2006, IEEE Transactions on Visualization and Computer Graphics.

[14]  F. Famoye Seeing Through Statistics , 1995 .

[15]  Matthew Regan,et al.  Telling Data Stories: Essential Dialogues for Comparative Reasoning , 2010 .

[16]  D. S. Moore,et al.  New Pedagogy and New Content: The Case of Statistics , 1997 .

[17]  Duncan Temple Lang,et al.  Approaches to Broadening the Statistics Curricula , 2009 .

[18]  Megan Mocko,et al.  Guidelines for Assessment and Instruction in Statistics Education (GAISE) College Report 2016 , 2016 .

[19]  Nicholas J. Horton,et al.  Data Science in Statistics Curricula: Preparing Students to “Think with Data” , 2014, 1410.3127.

[20]  Amy L. Kenworthy,et al.  To Rubric or Not to Rubric , 2014 .

[21]  Deborah Nolan,et al.  Teaching statistics theory through applications , 1999 .

[22]  Ian Tattersall,et al.  Mankind in the making , 1993, Nature.

[23]  Robert G. Gould,et al.  Statistics and the Modern Student , 2010 .

[24]  Iddo Gal,et al.  Qualitative Research in the Service of Understanding Learners and Users of Statistics , 2010 .

[25]  A. Vilches,et al.  Teaching of Statistics , 1940, Nature.

[26]  M. Campbell Why statistics? , 1960, The Canadian nurse.

[27]  Patrick Murphy,et al.  What Is Statistics , 2014 .

[28]  Leanna House,et al.  Improving Mr. Miyagi's Coaching Style: Teaching Data Analytics with Interactive Data Visualizations , 2012 .

[29]  Richard Paul,et al.  The Thinker's Guide to Analytic Thinking , 2007 .

[30]  W. Edwards Deming Discussion of Professor Hotelling's Paper , 1940 .

[31]  David Lester Neumann,et al.  USING REAL-LIFE DATA WHEN TEACHING STATISTICS: STUDENT PERCEPTIONS OF THIS STRATEGY IN AN INTRODUCTORY STATISTICS COURSE , 2013, STATISTICS EDUCATION RESEARCH JOURNAL.

[32]  Joan Fisher Box,et al.  Guinness, Gosset, Fisher, and Small Samples , 1987 .