
Chartjunk consists of all visual elements in
chart
A chart (sometimes known as a graph) is a graphics, graphical representation for data visualization, in which "the data is represented by symbols, such as bars in a bar chart, lines in a line chart, or slices in a pie chart". A chart can repres ...
s and graphs that are not necessary to comprehend the information represented on the graph, or that distract the viewer from this information.
Markings and visual elements can be called chartjunk if they are not part of the minimum set of visuals necessary to communicate the information understandably. Examples of unnecessary elements that might be called chartjunk include heavy or dark grid lines, unnecessary text, inappropriately complex or gimmicky
font
In metal typesetting, a font is a particular size, weight and style of a ''typeface'', defined as the set of fonts that share an overall design.
For instance, the typeface Bauer Bodoni (shown in the figure) includes fonts " Roman" (or "regul ...
faces, ornamented chart axes, and display frames, pictures, backgrounds or icons within data graphs, ornamental shading and unnecessary dimensions.
Another kind of chartjunk skews the depiction and makes it difficult to understand the real data being displayed. Examples of this type include items depicted out of scale to one another, noisy backgrounds making comparison between elements difficult in a chart or graph, and 3-D simulations in
line and
bar chart
A bar chart or bar graph is a chart or graph that presents categorical variable, categorical data with rectangular bars with heights or lengths proportional to the values that they represent. The bars can be plotted vertically or horizontally. A ...
s.

The term ''chartjunk'' was coined by
Edward Tufte
Edward Rolf Tufte (; born March 14, 1942), sometimes known as "ET",. is an American statistician and professor emeritus of political science, statistics, and computer science at Yale University. He is noted for his writings on information design ...
in his 1983 book ''The Visual Display of Quantitative Information''.
Tufte wrote:
The term is relatively recent and is often associated with Tufte in other references.
Etymology
The term chartjunk was first coined by Edward Tufte in 1983.
The book was developed based on ideas and materials developed for a Princeton statistics course that Tufte co-taught with
John Tukey
John Wilder Tukey (; June 16, 1915 – July 26, 2000) was an American mathematician and statistician, best known for the development of the fast Fourier Transform (FFT) algorithm and box plot. The Tukey range test, the Tukey lambda distributi ...
. As a self-published book, ''The Visual Display of Quantitative Information,'' Tufte claims that good design is founded in
minimalist design principles. Specifically, he states that "graphics reveal data"
if they are designed with "graphical integrity."
Tufte, through minimalist design principles, was committed to an objective and neutral values of science. Other researchers have argued that minimalism is not objective and is full of its own rhetoric and potential to bias.
Tufte, in coining the term chartjunk, also made direct comments about a well-known designer at that time,
Nigel Holmes.
Nearly all those who produce graphics for mass publication are trained exclusively in the fine arts and have had little experience with the analysis of data. Such experiences are essential for achieving precision and grace in the presence of statistics... Those who get ahead are those who beautified data, never mind statistical integrity.
Further, in his second published book, ''Envisioning Information'', Tufte critiques Holmes' D''iamonds'' chart:
Consider this unsavory exhibit at right – chockablock with cliché and stereotype, coarse humor, and a content-empty third dimension... Credibility vanishes in clouds of chartjunk; who would trust a chart that looks like a video game?
In a 1992
New York Times
''The New York Times'' (''NYT'') is an American daily newspaper based in New York City. ''The New York Times'' covers domestic, national, and international news, and publishes opinion pieces, investigative reports, and reviews. As one of ...
article, the reporter captures Holmes' response to Tufte's criticism:
Time's Nigel Holmes, creator of the diamonds graph, was understandably irked when Tufte criticized it. Holmes admits his work has sometimes been exaggerated, but feels that Tufte, in his insistence on absolute mathematical fidelity, remains trapped in "the world of academia" and insensitive to "the world of commerce", with its need to grab an audience
This debate between Tufte and Holmes is emblematic of the tension between statistical and designerly approaches to visualization design.
Debate over meaning
The term chartjunk is an umbrella term that can be used to describe a variety of visual devices and has been referenced by different terms across research.
Stephen Few, a data visualization practitioner and consultant at Perceptual Edge, stated that Tufte's original definition of chartjunk was "too loose" and that "by defining chartjunk too broadly, Tufte to some degree invited the heated controversy that has raged ever since."
Robert Kosara, also a data visualization practitioner, researcher, and author of the blog EagerEyes, noted that not all chartjunk are the same, some are harmful (e.g. a busy background), others harmless (e.g. nice borders or pictures), and some even helpful (e.g. annotations).
In a recent study by Parsons and Shukla,
they interviewed data visualization designers and found that there is both a "corrective movement" in the design community to move away from minimalist design principles, but also, that designers had different definitions for what constitutes chartjunk. The authors felt that "better definitions are needed so that everyone has a shared understanding
bout chartjunk"
Chartjunk in research
The
information visualization
Data and information visualization (data viz/vis or info viz/vis) is the practice of designing and creating Graphics, graphic or visual Representation (arts), representations of a large amount of complex quantitative and qualitative data and i ...
research community has researched the effects of chartjunk on how viewers interpret visualizations. There have been studies that found that chartjunk increases long-term memorability of the chart.
A recent study
found that chartjunk, in the form of semantically meaningful icons, increased accessibility of charts for people with Intellectual and Developmental Disabilities (IDD).
See also
*
Misleading graph
In statistics, a misleading graph, also known as a distorted graph, is a chart, graph that misrepresents data, constituting a misuse of statistics and with the result that an incorrect conclusion may be derived from it.
Graphs may be misleading ...
*
Lexicographic information cost
Lexicographic information cost is a concept in the field of lexicography. The term refers to the difficulties and inconveniences that the user of a dictionary
A dictionary is a listing of lexemes from the lexicon of one or more specific la ...
, in
lexicography
Lexicography is the study of lexicons and the art of compiling dictionaries. It is divided into two separate academic disciplines:
* Practical lexicography is the art or craft of compiling, writing and editing dictionaries.
* Theoretical le ...
*
Ornament and Crime
"Ornament and Crime" is an essay and lecture by Modernism, modernist architect Adolf Loos that criticizes ornament (art), ornament in useful objects.
History
Contrary to popular belief that it was composed in 1908, Adolf Loos first gave the lec ...
, essay on architecture
*
Split attention, effect in pedagogy
References
{{Visualization
Infographics
1980s neologisms
Waste of resources