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Needs and Usability Assessment 11.04.08 I 214 Reporting quantitative data November 4, 2008 (with thanks to Gary Kass and Edward Tufte)
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Page 1: 214 Reporting quantitative data - UC Berkeley School of ...courses.ischool.berkeley.edu/i214/f08/slides/11.04.08_quantreportin… · Needs and Usability Assessment 11.04.08 Why graphs?

Needs and Usability Assessment 11.04.08

I214 Repor ting quantitative data

November 4, 2008

(with thanks to Gary Kass and Edward Tufte)

Page 2: 214 Reporting quantitative data - UC Berkeley School of ...courses.ischool.berkeley.edu/i214/f08/slides/11.04.08_quantreportin… · Needs and Usability Assessment 11.04.08 Why graphs?

Needs and Usability Assessment 11.04.08

Why graphs?

Ex: The Harris Poll #100, Oct 15, 2007

American adults have their choice of many differentcuisines … From pasta to burritos, the choices are almostendless. But what do Americans choose when eating out?American food, of course!

Over one-quarter (28%) of U.S. adults say A merican food is what theyare most l ikely to choose i f they had the choice to go out to arestaurant and eat one type of food. Just under one-quarter (22%) saythat they would most l ikely choose Ital ian while 17 percent wouldchoose Mexican while 16 percent would choose Chinese i f they had thechoice to go out to a restaurant. Japanese is the next choice as sevenpercent say they would choose this type of cu isine. Much furtherdown the l ist are Indian (2% say they would choose) and then Frenchand Middle Eastern cu isine (1% would choose each). Final ly , fourpercent say they would choose another type of food.

or…

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Needs and Usability Assessment 11.04.08

Page 4: 214 Reporting quantitative data - UC Berkeley School of ...courses.ischool.berkeley.edu/i214/f08/slides/11.04.08_quantreportin… · Needs and Usability Assessment 11.04.08 Why graphs?

Needs and Usability Assessment 11.04.08

Reporting results the easy way

SE9. How confident do you feel about your own searching abilitieswhen using a search engine to find information online?

Based on Internet users who have a used a search engine[N=1,165]% 48 Very confident 44 Somewhat confident 6 Not too confident 2 Not confident at all * Don’t know/Refused

http://www.pewinternet.org/pdfs/PIP_Search_Questions.pdf

exact questions and answers

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Needs and Usability Assessment 11.04.08

Tabular displays

n= 12n = 10n = 2No ans.

100n = 308

100n = 190

100n = 118Total

69N=127

87N=165

40N=47Dissatisfied

31N=96

13N=25

60N=71Satisfied

Total%n=320

Grads%n=200

Undergrads%n=120

Comparing dependent to independent variables

Page 6: 214 Reporting quantitative data - UC Berkeley School of ...courses.ischool.berkeley.edu/i214/f08/slides/11.04.08_quantreportin… · Needs and Usability Assessment 11.04.08 Why graphs?

Needs and Usability Assessment 11.04.08

Good information graphics

Efficientminimizing non-data ink

Meaningfuldisplaying informationrelevant to theargument

UnambiguousSelf-explanatory, or atleast difficult tomisread

http://www.prb.org/Artic les/2007/623Urbanization.aspx

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Needs and Usability Assessment 11.04.08

5 principlesfrom E. Tufte

Visual Display of Quantitative Information,p 103 and 105

Above all else show the data

Maximize the data-ink ratio

Erase non-data-ink, within reason

Erase redundant data-ink

Revise and edit

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Needs and Usability Assessment 11.04.08

Components of a chart

labelingTitleaxis titles and labelslegendsnotes

scales of X, Y axis

graphicrepresentationsof data

Page 9: 214 Reporting quantitative data - UC Berkeley School of ...courses.ischool.berkeley.edu/i214/f08/slides/11.04.08_quantreportin… · Needs and Usability Assessment 11.04.08 Why graphs?

Needs and Usability Assessment 11.04.08

Area chart

How the dependentrelationship of parts ofa whole varies over anindependent variable

Percentage: sum of the twoalways represents 100%

Cumulative: sum variesaccording to elements

Page 10: 214 Reporting quantitative data - UC Berkeley School of ...courses.ischool.berkeley.edu/i214/f08/slides/11.04.08_quantreportin… · Needs and Usability Assessment 11.04.08 Why graphs?

Needs and Usability Assessment 11.04.08

Column or bar

Change within smalldata sets that vary overa nominal (ie, category)or interval scale

Column: vertical rectangles

Bar: horizontal

Page 11: 214 Reporting quantitative data - UC Berkeley School of ...courses.ischool.berkeley.edu/i214/f08/slides/11.04.08_quantreportin… · Needs and Usability Assessment 11.04.08 Why graphs?

Needs and Usability Assessment 11.04.08

SegmentedcolumnA columnchart thatrepresents thepart-wholerelationshipsof elements

http://www.stanford.edu/group/siqss/research/time_study_files/ProjectReport2005.pdf

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Needs and Usability Assessment 11.04.08

Frequency polygon; Histogram

Overall shaperepresentsdistribution ofelements

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Needs and Usability Assessment 11.04.08

Line charts

Used to interpolate betweendata points and extrapolatefuture valuesTrends or change over timeLooking for correlationsbetween variables

Lines: Connect "real" data points

Curves: represent functionalrelations between data points orto interpolate data

X must have numerical values!

http://www.fivethirtyeight.com/2008/11/google-traffic-suggests-mccain-not.html

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Needs and Usability Assessment 11.04.08

Pie chart

Good for displayingapproximate percentagesat a single point in time

Caution:Makes exact comparisonsdifficult

You cannot necessarilycompare pie charts to each other

Maybe use a bar chart instead?

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Needs and Usability Assessment 11.04.08

Scatterplot

One dimensionalShow measurements over time

Two-dimensionalConvey an overall impression ofthe relation between two variables

Some caution:Not good for following trends

Should not be used with morethan one independent variable

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Needs and Usability Assessment 11.04.08

Analysis

Looking for significantdifferences acrossimportant groups

Looking for correlation– inferring causality

Polls includingmobile phones

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Needs and Usability Assessment 11.04.08

Maps

Placingdata onphysicalspace

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Needs and Usability Assessment 11.04.08

Representing change withsmall multiples

Smallmultiples

“Graphicaldepictions of

variableinformation

that sharecontext, but not

content.”Edward Tufte

Tufte, E. Envisioning Information. Cheshire, CT: Graphics Press (1990).

graphic: www.uxmatters.com/MT/archives/000044.php

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Needs and Usability Assessment 11.04.08

Reportingguidelines

The readershould be ableto reconstructwhat you did

Show thequestion

Include all dataie, percentagesand numbers ofrespondents

n= 12n = 10n = 2No ans.

100n = 308

100n = 190

100n = 118Total

69N=127

87N=165

40N=47Dissatisfied

31N=96

13N=25

60N=71Satisfied

Total%n=320

Grads%n=200

Undergrads%n=120

Table 1: Opinion on foodAre you satisfied or disssatisfied with the bagels at the FreeSpeech Movement Café?

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Needs and Usability Assessment 11.04.08

Reporting: last words

Graphics are visualmetaphors.They are rhetoric.

Do you know the storyyou want to tell?

…the story youraudience is seeing?

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Needs and Usability Assessment 11.04.08

Appendix A:Good places to look for examplereportsPew Internethttp://www.pewinternet.org/pdfs/PIP_Searchengine_users.pdf pp. i-

ivhttp://www.pewinternet.org/pdfs/PIP_Future_of_Internet_2006.pdfhttp://www.pewinternet.org/pdfs/PIP_Search_Questions.pdf"What Do Americans Do on the Internet?“ Appendix B

Harris Interactive Pollhttp://www.harrisinteractive.com/harris_poll/

Stanford Time Studyhttp://www.stanford.edu/group/siqss/SIQSS_Time_Study_04.pdf


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