Beyond Bar and Line Graphs: Time for a New Data Presentation Paradigm

被引:471
作者
Weissgerber, Tracey L. [1 ]
Milic, Natasa M. [1 ,2 ]
Winham, Stacey J. [3 ]
Garovic, Vesna D. [1 ]
机构
[1] Mayo Clin, Div Nephrol & Hypertens, Rochester, MN 55905 USA
[2] Univ Belgrade, Fac Med, Dept Biostat, Belgrade, Serbia
[3] Mayo Clin, Div Biomed Stat & Informat, Rochester, MN USA
基金
美国国家卫生研究院;
关键词
STATISTICS; SAMPLES; ERRORS;
D O I
10.1371/journal.pbio.1002128
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Figures in scientific publications are critically important because they often show the data supporting key findings. Our systematic review of research articles published in top physiology journals (n = 703) suggests that, as scientists, we urgently need to change our practices for presenting continuous data in small sample size studies. Papers rarely included scatter-plots, box plots, and histograms that allow readers to critically evaluate continuous data. Most papers presented continuous data in bar and line graphs. This is problematic, as many different data distributions can lead to the same bar or line graph. The full data may suggest different conclusions from the summary statistics. We recommend training investigators in data presentation, encouraging a more complete presentation of data, and changing journal editorial policies. Investigators can quickly make univariate scatterplots for small sample size studies using our Excel templates.
引用
收藏
页数:10
相关论文
共 17 条
[1]   Two Years Later: Journals Are Not Yet Enforcing the ARRIVE Guidelines on Reporting Standards for Pre-Clinical Animal Studies [J].
Baker, David ;
Lidster, Katie ;
Sottomayor, Ana ;
Amor, Sandra .
PLOS BIOLOGY, 2014, 12 (01)
[2]   Increasing physicians' awareness of the impact of statistics on research outcomes: Comparative power of the t-test and Wilcoxon rank-sum test in small samples applied research [J].
Bridge, PD ;
Sawilowsky, SS .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 1999, 52 (03) :229-235
[3]   Graphical literacy: The quality of graphs in a large-circulation journal [J].
Cooper, RJ ;
Schriger, DL ;
Close, RJH .
ANNALS OF EMERGENCY MEDICINE, 2002, 40 (03) :317-322
[4]   Guidelines for reporting statistics in journals published by the American Physiological Society [J].
Curran-Everett, D ;
Benos, DJ .
PHYSIOLOGICAL GENOMICS, 2004, 18 (03) :249-251
[5]  
Davies HTO, 1998, HOSP MED, V59, P327
[6]   Open Science and Reporting Animal Studies: Who's Accountable? [J].
Eisen, Jonathan A. ;
Ganley, Emma ;
MacCallum, Catriona J. .
PLOS BIOLOGY, 2014, 12 (01)
[7]   Changing expectations Do journals drive methodological changes? Should they? [J].
Erb, Hollis N. .
PREVENTIVE VETERINARY MEDICINE, 2010, 97 (3-4) :165-174
[8]   The seven deadly sins of statistical analysis [J].
Kuzon, WM ;
Urbanchek, MG ;
McCabe, S .
ANNALS OF PLASTIC SURGERY, 1996, 37 (03) :265-272
[9]   Designing Better Graphs by Including Distributional Information and Integrating Words, Numbers, and Images [J].
Lane, David M. ;
Sandor, Aniko .
PSYCHOLOGICAL METHODS, 2009, 14 (03) :239-257
[10]  
Micceri T, PSYCHOL B, V105, P156