Grables: Visual Displays That Combine the Best Attributes of Graphs and Tables

A grable combines the emergent features of a graph with the precise quantities of a table into a single display. Its purpose is to accommodate a wider variety of visual tasks and a possibly wider audience, than either a graph or a table can address alone. The best principles of visual perception from both graph and table design and construction should be considered when designing and constructing grables. We present some proposed visual and cognitive strengths and weaknesses of graphs and tables, the visual tasks that each is best suited for, and some specific guidelines for their design and construction. We use these guidelines and principles of perception to design and construct a variety of grables. We also provide some general guidelines for software selection.

[1]  Andrew Ehrenberg,et al.  Graphs or tables , 1978 .

[2]  Beat Kleiner,et al.  Graphical Methods for Data Analysis , 1983 .

[3]  John W. Tukey,et al.  Data-Based Graphics: Visual Display in the Decades to Come , 1990 .

[4]  Dona M. Wong The Wall Street Journal Guide to Information Graphics: The Dos and Don'ts of Presenting Data, Facts, and Figures , 2010 .

[5]  Joachim Meyer,et al.  Task-dependent processing of tables and graphs , 2009, Behav. Inf. Technol..

[6]  Ana F. Militino,et al.  Applied Mixed Models in Medicine, 2nd edn by H. Brown and R. Prescott , 2007 .

[7]  Andrew Gelman,et al.  Let's Practice What We Preach , 2002 .

[8]  M. Kenward,et al.  Design and Analysis of Cross-Over Trials , 1989 .

[9]  Calvin Fisher Schmid,et al.  Statistical graphics : design principles and practices , 1984 .

[10]  J Meyer,et al.  Performance with tables and graphs: effects of training and a Visual Search Model , 2000, Ergonomics.

[11]  Henry C. Lucas,et al.  An Experimental Investigation of the Use of Computer-Based Graphics in Decision Making , 1981 .

[12]  C. Melody Carswell,et al.  Graphing small data sets: Should we bother? , 1997, Behav. Inf. Technol..

[13]  Michael Friendly,et al.  Effect ordering for data displays , 2003, Comput. Stat. Data Anal..

[14]  E. Tufte Beautiful Evidence , 2006 .

[15]  Michael G. Kenward,et al.  Design and Analysis of Cross-Over Trials, Second Edition , 2003 .

[16]  Robin J. Prescott,et al.  Applied Mixed Models in Medicine: Brown/Applied Mixed Models in Medicine, 2nd Edition , 2006 .

[17]  Howard Wainer,et al.  Visual Revelations: Graphical Tales of Fate and Deception from Napoleon Bonaparte to Ross Perot , 1997 .

[18]  George W. Cobb,et al.  Combining Features of a Frequency Table and a Stem-and-Leaf Plot to Summarize the American Statistical Association's Strategic Activities , 2007 .

[19]  Mark I. Hwang,et al.  The Effectiveness Of Graphic And Tabular Presentation Under Time Pressure And Task Complexity , 1995 .

[20]  William S. Cleveland,et al.  Visualizing Data , 1993 .

[21]  Marc A. Evans,et al.  Cross-Over Experiments: Design, Analysis and Application , 1992 .

[22]  Stephen M. Kosslyn,et al.  Elements of graph design , 1993 .

[23]  Bill Pikounis,et al.  Graphical Insight and Data Analysis for the 2,2,2 Crossover Design , 2001 .

[24]  Iris Vessey,et al.  Cognitive Fit: A Theory‐Based Analysis of the Graphs Versus Tables Literature* , 1991 .

[25]  Edward R. Tufte,et al.  Envisioning Information , 1990 .

[26]  Michael D. Coovert,et al.  A COMPARISON OF TABULAR AND GRAPHICAL DISPLAYS IN FOUR PROBLEM-SOLVING DOMAINS , 1987, SGCH.

[27]  Jenny V. Freeman,et al.  How to Display Data , 2008 .

[28]  F. Vandenhende,et al.  Confidence Interval Criteria for Assessment of Dose Proportionality , 2004, Pharmaceutical Research.

[29]  Kevin B. Bennett,et al.  The placement of digital values in configural displays , 2003 .

[30]  Thomas E. Bradstreet,et al.  When Are Two Drug Formulations Interchangeable , 1996 .

[31]  Helen Brown,et al.  Applied Mixed Models in Medicine , 2000, Technometrics.

[32]  Joachim Meyer,et al.  Information Structure and the Relative Efficacy of Tables and Graphs , 1999, Hum. Factors.

[33]  T. Bradstreet,et al.  Digging into data with graphics , 2012 .

[34]  W. Cleveland The elements of graphing data , 1986 .

[35]  Joan H. Coll An experimental study of the efficacy of tables versus bar graphs with respect to type of task , 1992, Inf. Manag..

[36]  John W. Tukey,et al.  Exploratory Data Analysis. , 1979 .

[37]  Michael S. Wogalter,et al.  Do grables enable the extraction of quantitative information better than pure graphs or tables , 1998 .

[38]  Karl E. Peace,et al.  Biopharmaceutical Statistics in Drug Development , 1989 .

[39]  T. Bradstreet,et al.  An Oral Contraceptive Drug Interaction Study , 2004 .

[40]  Robert McGill,et al.  An Experiment in Graphical Perception , 1986, Int. J. Man Mach. Stud..

[41]  Michael S. Wogalter,et al.  Display of Quantitative Information: Are Grables better than Plain Graphs or Tables? , 1996 .

[42]  Jonathan P. Kastellec,et al.  Using Graphs Instead of Tables in Political Science , 2007, Perspectives on Politics.

[43]  Steven P. Millard,et al.  Applied Statistics in the Pharmaceutical Industry , 2010 .

[44]  John W. Tukey,et al.  [Graphic Comparisons of Several Linked Aspects: Alternatives and Suggested Principles]: Rejoinder , 1993 .

[45]  Andrew Gelman,et al.  Why Tables Are Really Much Better Than Graphs , 2011 .

[46]  L. Carter,et al.  An experiment on the design of tables and graphs used for presenting numerical data. , 1947, The Journal of applied psychology.

[47]  H. Wainer Graphic Discovery: A Trout in the Milk and Other Visual Adventures , 2004 .

[48]  Naomi B. Robbins,et al.  Creating More Effective Graphs , 2004 .

[49]  Thomas S. Tullis,et al.  An Evaluation of Alphanumeric, Graphic, and Color Information Displays , 1981 .

[50]  Robert L. Harris,et al.  Information Graphics: A Comprehensive Illustrated Reference , 1996 .

[51]  Leland Wilkinson The Grammar of Graphics , 1999 .

[52]  Edward Tufte,et al.  Visual Explanations , 1997 .

[53]  John W. Tukey Graphic Comparisons of Several Linked Aspects: Alternatives and Suggested Principles , 1993 .

[54]  S. Kosslyn Understanding charts and graphs , 1989 .

[55]  Gary T. Henry,et al.  Graphing Data: Techniques for Display and Analysis , 1994 .

[56]  W. Cleveland,et al.  Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods , 1984 .

[57]  Edward R. Tufte,et al.  The Visual Display of Quantitative Information , 1986 .

[58]  F. Bolger,et al.  Graphs versus tables: Effects of data presentation format on judgemental forecasting , 1996 .

[59]  Iris Vessey,et al.  The effect of information presentation on decision making: A cost-benefit analysis , 1994, Inf. Manag..

[60]  Andrew Ehrenberg,et al.  Rudiments of Numeracy , 1977 .

[61]  Ben Shneiderman,et al.  An Experimental Comparison of Tabular and Graphic Data Presentation , 1984, Int. J. Man Mach. Stud..

[62]  Robert McGill,et al.  Graphical Perception: The Visual Decoding of Quantitative Information on Graphical Displays of Data , 1987 .

[63]  K. Gough,et al.  Assessment of Dose Proportionality: Report from the Statisticians in the Pharmaceutical Industry/Pharmacokinetics UK Joint Working Party , 1995 .

[64]  A. Ehrenberg,et al.  A Primer in Data Reduction: An Introductory Statistics Textbook. , 1984 .

[65]  Sample size calculation for the Power Model for dose proportionality studies. , 2007, Pharmaceutical statistics.

[66]  Joachim Meyer,et al.  Multiple Factors that Determine Performance with Tables and Graphs , 1997, Hum. Factors.