so much ux data! now what?

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So much UX data! Now what? Jennifer Romano Bergstrom April 12, 2014 UXPA-DC Workshop| Arlington, VA @romanocog

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workshop for UXPA DC on April 12, 2014, entitled "All this UX data! Now what?" Attendees learned how to deal with large amounts of user experience data from tests, and how to combine certain data to tell a succinct story.

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Page 1: So much UX data! Now what?

So much UX data! Now what?

Jennifer Romano BergstromApril 12, 2014

UXPA-DC Workshop| Arlington, VA@romanocog

Page 2: So much UX data! Now what?

2

Measuring the UX

• How does it work for the end user?

• What does the user expect?

• How does it make the user feel?

• What is the user’s story and habits?

• What are the user’s needs?

Usability = “the extent to which a product can be used by specified users to achieve specified goals with effectiveness, efficiency, and satisfaction in a specified context of use.” ISO 9241-11

+ emotions and perceptions = UX

@romanocog @uxpadc

Page 3: So much UX data! Now what?

3

Usability vs. User Experience (UX)?

The 5 Es to Understanding Users (W. Quesenbery): http://www.wqusability.com/articles/getting-started.htmlUser Experience Design (P. Morville): http://semanticstudios.com/publications/semantics/000029.php

Whitney’s 5 Es of Usability

Peter’s User Experience Honeycomb

@romanocog @uxpadc

Page 4: So much UX data! Now what?

4Krug, S. Don’t Make Me Think

What People do on the Web @romanocog @uxpadc

Page 5: So much UX data! Now what?

5

UX data

OBSERVATIONAL+ Ethnography

+ Time to complete task+ Reaction time

+ Selection/click behavior+ Ability to complete

tasks+ Accuracy

IMPLICIT+ Facial expression analysis

+ Eye tracking+ Electrodermal activity (EDA)

+ Behavioral analysis+ Linguistic analysis of

verbalizations+ Implicit associations

+ Pupil dilation

EXPLICIT+ Post-task satisfaction

questionnaires+ In-session difficulty

ratings+ Verbal responses

+ Moderator follow up+ Real-time +/- dial

@romanocog @uxpadc

Page 6: So much UX data! Now what?

6

Explicit data

*Satisfaction Questionnaire Q7: Please rate how difficult it was to log in on this device. 1= not difficult at all to 5= extremely difficult.

Participant Ratings0

3

6

9

How likely would you be to recommend this site to a friend?

Not likely at all or Slightly likely

Moderately Likely

Very Likely

Participant Ratings0

3

6

9

How likely would you be to use this site in the future?

Not likely at all or Slightly likely

Moderately Likely

Very Likely

“Love the picture in the middle of it.”“It looks very clean and very simple.”

“It looks pretty organized, it's a nice design.”

When asked how they would save information, four of six participants said they would bookmark the page or take a screenshot of the information. Only two mentioned that they would use the site functionality to save for later use.

83%

9%9%

Percentage of Difficulty Rat-ings*

1 & 2

3

>=4

@romanocog @uxpadc

Page 7: So much UX data! Now what?

7

Observational data

Details page about Military Physician Assistant career, only accessible through Military section.

Details page about Civilian Physician Assistant career.

Evidence: Six participants clicked on Salary & Wages when looking for states with the most jobs before looking under Job Growth. • Five participants thought they had

completed the task once they found the Salary & Wages map on the wrong page.

Time on Page0

5

10

15Average time spent on landing page

Seco

nds

@romanocog @uxpadc

Page 8: So much UX data! Now what?

88

Implicit data

8

00:00.00 00:03.88 00:07.75 00:11.63 00:15.50 00:19.38 00:23.25 00:27.13 00:31.00 00:34.88 00:38.75 00:42.63 00:46.50 00:50.38 00:54.256

6.57

7.58

8.59

P29 iPhone

Begin date and time selection.

End date and time selection.

Trouble with scrolling.

More trouble with scrolling.

@romanocog @uxpadc

Page 9: So much UX data! Now what?

99

Implicit data

9

00:00.00 00:03.88 00:07.75 00:11.63 00:15.50 00:19.38 00:23.25 00:27.13 00:31.00 00:34.88 00:38.75 00:42.63 00:46.50 00:50.38 00:54.256

6.57

7.58

8.59

P29 iPhone

Begin date and time selection.

End date and time selection.

Trouble with scrolling.

More trouble with scrolling.

@romanocog @uxpadc

Page 10: So much UX data! Now what?

10

Eye tracking @romanocog @uxpadc

Page 11: So much UX data! Now what?

11

Heat maps @romanocog @uxpadc

Page 12: So much UX data! Now what?

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@romanocog @uxpadcGaze plots

Page 13: So much UX data! Now what?

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@romanocog @uxpadcGaze plots

Page 14: So much UX data! Now what?

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@romanocog @uxpadcGaze plots

Page 15: So much UX data! Now what?

15

Gaze plots and commentsM

“Man, this is a long paragraph.”

“There's a lot of information, it'd be a lot better in list form. Ideally, you want to get your information quick without reading through all this.”

@romanocog @uxpadc

Page 16: So much UX data! Now what?

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Usability test of a low-fi prototype

@forsmarshgroup @romanocog

@romanocog @uxpadc

• video

Page 17: So much UX data! Now what?

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Usability test of a high-fi prototype

@forsmarshgroup @romanocog

@romanocog @uxpadc

• video

Page 18: So much UX data! Now what?

18

More data

Fixation count Heat map of the Round 2 home page from 7 participants during the “scam” task

Left navigation

Center icons

Mean time elapsed before AOI is fixated

79.55 (18.54). N = 8

29.36 (9.2). N = 6

10

3

6

9 “How clear is the information on this page?”**

# o

f Part

icip

ants

Not at all to Slightly Clear

Moderately Clear

Very to Extremely Clear

@romanocog @uxpadc

Page 19: So much UX data! Now what?

19

• “Where and how you click is a bit counter-intuitive. [It’s] not super obvious which button to click to get to next sections.”

• “I feel like the ‘Next’ should be at the bottom and not the top.”

Intuitive ‘Next’ button location

Non-intuitive ‘Next’ button location

Usability test across devices @romanocog @uxpadc

Page 20: So much UX data! Now what?

20

Combining data

• “I’m not expecting them to email or call me. I don’t expect any person to notify me.”

• “I’m not sure when I’d get an answer. It’s not like Yahoo! Answers where it’s immediate.”

Participants had different expectations about what would happen next. • Five expected to hear

back via email• One expected an

immediate response• One expected to see the

answer posted somewhere on the site

• Two said they would call for assistance.

@romanocog @uxpadc

video

Page 21: So much UX data! Now what?

So how much data do I need?

Page 22: So much UX data! Now what?

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Considerations

• Qualitative• Quantitative• Iterative testing• User groups

@romanocog @uxpadc

Page 23: So much UX data! Now what?

Questions

Jennifer Romano Bergstrom@romanocog

[email protected]

UXPA-DC Workshop| Arlington, VA