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Design for AI
Design Director - IBM iX
Music
Groupie
Design
Author of
Privacy & Monetization
3
Data
http://uxtrategy.net
Driven
Design
“The future will reach us
on the trail of data that
we lay down for it.”
Ekta Rohra Jafri
What is AI?
What is AI responsibility?
ethical
sustainable
safe
acceptable
How do we design Ethical AI?
accountability
Mark Wilson
Fast Company6 on Stack
Overflow’s Developer Survey
Results 2018
“Nearly 50% of the (surveyed)
developers believe that the humans
creating AI should be responsible
for considering the ramifications of
the technology.
Not the bosses. Not the middle
managers. The coders &
designers.”
A hotel chain wants to embed artificial intelligence
into an in- room virtual assistant/concierge
to augment and personalize their users’ stay.
Sample
The team utilizes design researchers to contact real
guests in the hotels to understand their wants and needs
through face- to-face user interviews.
The team considers their own responsibility and have
implemented a feedback learning loop to better
understand preferences.
They have highlighted the ability for a guest to turn off the
AI at any point during their stay.
Sample
value aligned
AI should be designed to align
with the norms and values of your
user group in mind.
The team makes it clear to guests that
- AI assistant is designed to not keep any data, or monitor guests, without
their knowledge, even if it is listening for a wake word.
- The audio collected while listening for a wake word is auto- deleted every 5
seconds.
- Even if a guest opts in, the AI does not actively listen in on guests unless it
is called upon.
The team consults with linguists to ensure the AI will be able to speak in
guests’ respective languages and respect applicable customs.
Sample
explainability
AI should be designed for
humans to easily perceive,
detect, and understand its
decision process.
– Bias in AI: How we Build Fair AI
Systems and Less-Biased Humans
“If machines engage in human
communities as autonomous
agents, then those agents
will be expected to follow the
community’s social and moral
norms.
A necessary step in enabling
machines to do so is to identify
these norms. But whose norms?”
A researcher on the team, through interviews with hotel guests,
understands that the guests want a way to opt into having their
personal information stored.
Per GDPR (General Data Protection Regulation17), a guest must
provide his consent for opt-in as well as for having his information
stored and processed.
With permission, the AI offers recommendations for places to visit
during their stay. Guests can ask why these recommendations are
made and which set of data is being utilized to make them.
Sample
Fairness
AI must be designed to minimize
bias and promote inclusive
representation.
– Bias in AI: How we Build Fair AI
Systems and Less-Biased Humans
“IBM believes that [AI] actually
holds the keys to mitigating bias out
of AI systems – and offers an
unprecedented opportunity to shed
light on the existing biases we hold
as humans.“
The team ensures that the data collected about a user’s
race, gender, etc. in combination with their usage of the AI,
will not be used to market to or exclude certain
demographics.
The team inherited a set of data about guests from the
hotel. After analyzing this data and implementing it into a
build of the agent, they realize that it has a degree of
algorithmic bias from the data. They take the time to train
the model further on a bigger, more diverse set of data.
Sample
User Data Rights
The IEEE Global Initiative on Ethics
of Autonomous and Intelligent
Systems
“Individuals require mechanisms to
help curate their unique identity and
personal data
in conjunction with policies
and practices that make them
explicitly aware of consequences
resulting from the bundling
or resale of their personal data.”
During user interviews, the design researchers find that
the guests feel they should be provided with a summary of the
information that was acquired from them during their stay.
The hotel provides guests with a consent agreement to utilize the
AI hotel assistant before they begin using the AI’s services.
At checkout, they can instruct the hotel to remove all information
from the system if they wish.
Sample
Enterprise Design Thinking
Design for AI
Enterprise Design Thinking
TheLoop
Observe Reflect Make
© 2016 IBM Corporation
To define the problem and
generate an understanding of
opportunity on the ‘As is state’
.
To Ideate possibilities or
solutions to the defined
problem. Shortlist the most
impactful solutions . Ready to
act upon ideas.
To prototype the ‘To-be’
experience.
Map the user journey and the
actions required to achieve it .
Outcome : Detailed
solution ready for
implementation.
The continuous user
centric thinking
processes to be
constantly relevant .
Intent
Align your team on the intent for your group.
20 mins
Data
Document any and all data your team can use to
make your intent a reality. Data fuels artificial
intelligence.
We have
Data
Document any and all
data you don’t have
that you’ll need to
accomplish your
intent.
Document any and all
data you have that
you’ll need to
accomplish your
intent.
20 mins
We don’t have
And data that is out
of reach because of
local policies
Understanding
Deconstruct your data sources into the components
you need to teach your AI.
10 mins
Reasoning
Your big idea may need to be rethought based
upon the data you are able to get and the
capabilities you have to teach your AI.
Knowledge
Are there any additional benefits or drawbacks from
this AI to your business, users, or stakeholders?
What are the worst possible outcomes and
circumstances?
20 mins
https://www.ibm.com/design/ai/
https://www.ibm.com/design/thinking/page/toolkit
01 www.scu.edu/ethics/ethics-resources/ethical-decision-making/what-is-ethics/ 02 ethicsinaction.ieee.org/
03 https://muledesign.com/2017/07/a-designers-code-of-ethics
04 https://forms1.ieee.org/AI--Ethics-in-Design-Program.html?LT=EA_LG_IAW
05 arxiv.org/abs/1808.07261
06 www.fastcodesign.com/90164226/what-developers-really-think-about-ai-and-bias
07 insights.stackoverflow.com/survey/2018/
08 www.ohchr.org/EN/pages/home.aspx
09 ethicsinaction.ieee.org
10 ethicsinaction.ieee.org
11 www.ibm.com/design/research/
12 www.ethicscanvas.org
13 https://www.ibm.com/ibm/responsibility/2017/
14 faculty.mtsac.edu/cmcgruder/moraljudgements.html
15 www.ibm.com/watson/advantage-reports/future-of-artificial-intelligence/building-trust-in-ai.html 16 www.ibm.com/blogs/policy/datarespo
17 martechtoday.com/guide/gdpr-the-general-data-protection-regulation
18 www.ibm.com/blogs/policy/bias-in-ai/
19 woebot.io
20 www.pewresearch.org/fact-tank/2016/09/21/the-state-of-privacy-in-america/
21 ibm.biz/eucprivacy
22 www.eugdpr.org/
23 ethicsinaction.ieee.org/
24 www.ohchr.org/EN/ProfessionalInterest/Pages/InternationalLaw.aspx

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Design for AI

  • 3.
  • 4.
  • 9. 3
  • 11. “The future will reach us on the trail of data that we lay down for it.” Ekta Rohra Jafri
  • 13.
  • 14. What is AI responsibility?
  • 17. safe
  • 19. How do we design Ethical AI?
  • 21. Mark Wilson Fast Company6 on Stack Overflow’s Developer Survey Results 2018 “Nearly 50% of the (surveyed) developers believe that the humans creating AI should be responsible for considering the ramifications of the technology. Not the bosses. Not the middle managers. The coders & designers.”
  • 22. A hotel chain wants to embed artificial intelligence into an in- room virtual assistant/concierge to augment and personalize their users’ stay. Sample
  • 23. The team utilizes design researchers to contact real guests in the hotels to understand their wants and needs through face- to-face user interviews. The team considers their own responsibility and have implemented a feedback learning loop to better understand preferences. They have highlighted the ability for a guest to turn off the AI at any point during their stay. Sample
  • 25. AI should be designed to align with the norms and values of your user group in mind.
  • 26. The team makes it clear to guests that - AI assistant is designed to not keep any data, or monitor guests, without their knowledge, even if it is listening for a wake word. - The audio collected while listening for a wake word is auto- deleted every 5 seconds. - Even if a guest opts in, the AI does not actively listen in on guests unless it is called upon. The team consults with linguists to ensure the AI will be able to speak in guests’ respective languages and respect applicable customs. Sample
  • 28. AI should be designed for humans to easily perceive, detect, and understand its decision process.
  • 29. – Bias in AI: How we Build Fair AI Systems and Less-Biased Humans “If machines engage in human communities as autonomous agents, then those agents will be expected to follow the community’s social and moral norms. A necessary step in enabling machines to do so is to identify these norms. But whose norms?”
  • 30. A researcher on the team, through interviews with hotel guests, understands that the guests want a way to opt into having their personal information stored. Per GDPR (General Data Protection Regulation17), a guest must provide his consent for opt-in as well as for having his information stored and processed. With permission, the AI offers recommendations for places to visit during their stay. Guests can ask why these recommendations are made and which set of data is being utilized to make them. Sample
  • 32. AI must be designed to minimize bias and promote inclusive representation.
  • 33. – Bias in AI: How we Build Fair AI Systems and Less-Biased Humans “IBM believes that [AI] actually holds the keys to mitigating bias out of AI systems – and offers an unprecedented opportunity to shed light on the existing biases we hold as humans.“
  • 34.
  • 35. The team ensures that the data collected about a user’s race, gender, etc. in combination with their usage of the AI, will not be used to market to or exclude certain demographics. The team inherited a set of data about guests from the hotel. After analyzing this data and implementing it into a build of the agent, they realize that it has a degree of algorithmic bias from the data. They take the time to train the model further on a bigger, more diverse set of data. Sample
  • 37. The IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems “Individuals require mechanisms to help curate their unique identity and personal data in conjunction with policies and practices that make them explicitly aware of consequences resulting from the bundling or resale of their personal data.”
  • 38. During user interviews, the design researchers find that the guests feel they should be provided with a summary of the information that was acquired from them during their stay. The hotel provides guests with a consent agreement to utilize the AI hotel assistant before they begin using the AI’s services. At checkout, they can instruct the hotel to remove all information from the system if they wish. Sample
  • 40. Enterprise Design Thinking TheLoop Observe Reflect Make © 2016 IBM Corporation To define the problem and generate an understanding of opportunity on the ‘As is state’ . To Ideate possibilities or solutions to the defined problem. Shortlist the most impactful solutions . Ready to act upon ideas. To prototype the ‘To-be’ experience. Map the user journey and the actions required to achieve it . Outcome : Detailed solution ready for implementation. The continuous user centric thinking processes to be constantly relevant .
  • 41.
  • 42. Intent Align your team on the intent for your group.
  • 44. Data Document any and all data your team can use to make your intent a reality. Data fuels artificial intelligence.
  • 45. We have Data Document any and all data you don’t have that you’ll need to accomplish your intent. Document any and all data you have that you’ll need to accomplish your intent. 20 mins We don’t have And data that is out of reach because of local policies
  • 46. Understanding Deconstruct your data sources into the components you need to teach your AI. 10 mins
  • 47. Reasoning Your big idea may need to be rethought based upon the data you are able to get and the capabilities you have to teach your AI.
  • 48. Knowledge Are there any additional benefits or drawbacks from this AI to your business, users, or stakeholders? What are the worst possible outcomes and circumstances?
  • 51. 01 www.scu.edu/ethics/ethics-resources/ethical-decision-making/what-is-ethics/ 02 ethicsinaction.ieee.org/ 03 https://muledesign.com/2017/07/a-designers-code-of-ethics 04 https://forms1.ieee.org/AI--Ethics-in-Design-Program.html?LT=EA_LG_IAW 05 arxiv.org/abs/1808.07261 06 www.fastcodesign.com/90164226/what-developers-really-think-about-ai-and-bias 07 insights.stackoverflow.com/survey/2018/ 08 www.ohchr.org/EN/pages/home.aspx 09 ethicsinaction.ieee.org 10 ethicsinaction.ieee.org 11 www.ibm.com/design/research/ 12 www.ethicscanvas.org 13 https://www.ibm.com/ibm/responsibility/2017/ 14 faculty.mtsac.edu/cmcgruder/moraljudgements.html 15 www.ibm.com/watson/advantage-reports/future-of-artificial-intelligence/building-trust-in-ai.html 16 www.ibm.com/blogs/policy/datarespo 17 martechtoday.com/guide/gdpr-the-general-data-protection-regulation 18 www.ibm.com/blogs/policy/bias-in-ai/ 19 woebot.io 20 www.pewresearch.org/fact-tank/2016/09/21/the-state-of-privacy-in-america/ 21 ibm.biz/eucprivacy 22 www.eugdpr.org/ 23 ethicsinaction.ieee.org/ 24 www.ohchr.org/EN/ProfessionalInterest/Pages/InternationalLaw.aspx

Notas do Editor

  1. Observe Get to know people, uncover their needs, test your ideas. Reflect Build understanding, form intent, commit to decisions. Make Explore ideas, prototype possibilities, drive outcomes. Let’s break them down further.