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O V E R C O M I N G B I A S I N
D E S I G N
H E AT H E R O N E I L L
P I X E L S F O R H U M A N S
@pixelsforhumans
A P P L E H E A LT H F E AT U R E L I S T
• Vitals
• Exercise
• Meals/Snacks
• Sleep
• Medication
• Doctor visits/diagnoses
• Etc…
• Period Tracker
I N T E N T I S N O T M A G I C
http://www.shakesville.com/2011/12/harmful-
communication-part-one-intent.html
B I A S
Noun. 

1. An inclination towards one
group over another group,
often in an unfair way.
Do I contradict myself?
Very well, then I contradict
myself.
I am large, I contain multitudes
- Walt Whitman
Me too,
Walt.
meanawkward
tall
fast
talking
slow
lazy
unkind
not
smart
lost
liar
dull
0
3000000
6000000
9000000
12000000
Input Processed
11 millon
40
https://xkcd.com/610/
C O G N I T I V E B I A S
https://xkcd.com/1731/
- K AT E M E Y E R , N E L S O N N O R M A N G R O U P
Flat interfaces often use weak signifiers…[which]
require more user effort than strong ones.
https://www.nngroup.com/articles/flat-ui-less-attention-cause-uncertainty/
S Y S T E M I C B I A S
# N O TA L L …
N U M B E R S D O N ’ T L I E
Algorithm = Data + Success Metric(s)
G A R B A G E I N
G A R B A G E O U T
- C AT H Y O ’ N E I L , W E A P O N S O F M AT H D E S T R U C T I O N
Algorithms don't make life more fair, they just
automate the status quo.
https://www.ted.com/talks/cathy_o_neil_the_era_of_blind_faith_in_big_data_must_end
“Sometimes unpleasant portrayals of sensitive
subject matter online can affect what image
search results appear for a given query. 



These results don’t reflect Google’s own opinions
or beliefs — as a company, we strongly value a
diversity of perspectives, ideas and cultures.”
http://www.huffingtonpost.co.uk/entry/three-black-teenagers-
google-racism_uk_575811f5e4b014b4f2530bb5
D O N ’ T B E E V I L
D O N ’ T B E E V I L
Stick our heads in the sand while we
reinforce the historical evils of society.
D O N ’ T B E E V I L
Stick our heads in the sand while we
reinforce the historical evils of society.
You are less right than you think.
You don’t know what you don’t know.
O V E R C O M I N G 

B I A S
Social
Cognitive
E M PAT H Y
Emotional
feelings
reactions
reasonings
mental models contexts
structural biases
H O W C O U L D T H I S
C A U S E H A R M ?
A N D
W H O D O E S T H I S H E L P ?
G O O G L E D U P L E X
J U S T
L I S T E N
N O , S R S LY
L I S T E N
I am…
L I S T Y O U R
A S S U M P T I O N S
A U D I E N C E A S S U M P T I O N S
• Mostly
• white
• able-bodied
• cisgender
• straight
• male
• UX designers
• Care about people
• If marginalized, will feel heard and not othered.
P R A C T I C E
A P O L O G I Z I N G
You’re going to get stuff wrong.
D O T H E W O R K .
http://newsletter.pixelsforhumans.com
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Overcoming Bias in Design Through Empathy and Listening Less Than 40 Characters

  • 1. O V E R C O M I N G B I A S I N D E S I G N H E AT H E R O N E I L L P I X E L S F O R H U M A N S @pixelsforhumans
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  • 5. A P P L E H E A LT H F E AT U R E L I S T • Vitals • Exercise • Meals/Snacks • Sleep • Medication • Doctor visits/diagnoses • Etc… • Period Tracker
  • 6. I N T E N T I S N O T M A G I C http://www.shakesville.com/2011/12/harmful- communication-part-one-intent.html
  • 7. B I A S Noun. 
 1. An inclination towards one group over another group, often in an unfair way.
  • 8. Do I contradict myself? Very well, then I contradict myself. I am large, I contain multitudes - Walt Whitman Me too, Walt.
  • 12. C O G N I T I V E B I A S
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  • 15. - K AT E M E Y E R , N E L S O N N O R M A N G R O U P Flat interfaces often use weak signifiers…[which] require more user effort than strong ones. https://www.nngroup.com/articles/flat-ui-less-attention-cause-uncertainty/
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  • 17. S Y S T E M I C B I A S
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  • 20. # N O TA L L …
  • 21. N U M B E R S D O N ’ T L I E
  • 22. Algorithm = Data + Success Metric(s)
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  • 24. G A R B A G E I N G A R B A G E O U T
  • 25. - C AT H Y O ’ N E I L , W E A P O N S O F M AT H D E S T R U C T I O N Algorithms don't make life more fair, they just automate the status quo. https://www.ted.com/talks/cathy_o_neil_the_era_of_blind_faith_in_big_data_must_end
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  • 28. “Sometimes unpleasant portrayals of sensitive subject matter online can affect what image search results appear for a given query. 
 
 These results don’t reflect Google’s own opinions or beliefs — as a company, we strongly value a diversity of perspectives, ideas and cultures.” http://www.huffingtonpost.co.uk/entry/three-black-teenagers- google-racism_uk_575811f5e4b014b4f2530bb5
  • 29. D O N ’ T B E E V I L
  • 30. D O N ’ T B E E V I L Stick our heads in the sand while we reinforce the historical evils of society.
  • 31. D O N ’ T B E E V I L Stick our heads in the sand while we reinforce the historical evils of society.
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  • 35. You are less right than you think. You don’t know what you don’t know.
  • 36. O V E R C O M I N G 
 B I A S
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  • 41. Social Cognitive E M PAT H Y Emotional feelings reactions reasonings mental models contexts structural biases
  • 42. H O W C O U L D T H I S C A U S E H A R M ? A N D W H O D O E S T H I S H E L P ?
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  • 53. G O O G L E D U P L E X
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  • 60. J U S T L I S T E N
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  • 62. N O , S R S LY L I S T E N
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  • 65. L I S T Y O U R A S S U M P T I O N S
  • 66. A U D I E N C E A S S U M P T I O N S • Mostly • white • able-bodied • cisgender • straight • male • UX designers • Care about people • If marginalized, will feel heard and not othered.
  • 67. P R A C T I C E A P O L O G I Z I N G You’re going to get stuff wrong.
  • 68. D O T H E W O R K .
  • 69.