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Product Management Ethics in A.I. with
Yammer’s former Director of Product
www.productschool.com
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Drew Dillon
Tonight’s Speaker
Product Management Ethics in A.I.
Drew Dillon
Exec In Residence, Costanoa Ventures
@drewdil
https://medium.com/product-man/
Ethics
Ethics in AI
Dr. Julie Manella
AI Ethics
Observe - actively absorb the entire situation
Orient - understand blind spots and biases
Decide - form a hypothesis for action
Act - test your hypothesis
O O D A
People Powered
O O D A
Big Data Driven
O O D A
Machine Learning
O O D A
Artificial Intelligence
Interface Isolation
Don’t Let Interfaces Isolate
Interfaces are increasingly dynamic
Interface decisions are increasingly made by
machines
We must design systems with a north star beyond
personal preference and metric optimization
BIASED
DATA
All data has an opinion. You
can't trust the opinions of data
you didn't collect.
Otis Anderson
Data Analyst, OpenDoor
What’s wrong with this?
Dr. Hermann Joseph Muller
Muller began to realize that positive eugenics was
achievable only in a society that had already achieved
radical equality. Eugenics could not be the prelude to
equality. Instead, equality had to be the precondition
for eugenics. Without equality, eugenics would
inevitably falter on the false premise that social ills,
such as vagrancy, pauperism, deviance, alcoholism, and
feeblemindedness were genetic ills—while, in fact, they
merely reflected inequality.
“Equality had to be the precondition for eugenics.”
“Equality had to be the precondition for eugenics.”has Artificial
Intelligence
To avoid interface isolation.
Black Swans
Digital Systems Are (mostly) Deterministic
Uhh…
Natural Systems Are Stochastic
26 Heads
30 Tails
Make Allowances For Black Swans
Attempted optimization of Black Swan events makes
them worse
We barely understand probability, often basing
decisions on small samples
We often are just optimizing the wrong things
Feedback & Experimentation
Program Feedback & Experimentation
Optimizing systems need probabilistic models &
failure states that incorporate this
Product and Systems Thinking can fix this, but the
whole of our profession needs to level up
Transparency
Algorithm
Inventors
PHDs
Undergrads
Specializing In AI
Any Engineer
Today
Engineers increasingly rely on defaults
Defaults aren’t transparent
∴ We’re heading towards opaque decisions
Responsibility
(Liability)
“Why do I care about any of
this?”
“No one is going to buy a car that kills them.”
If Facebook lets users segregate themselves into
smaller and smaller groups leading to isolation and
conflict, whose fault is it?
If an autonomous drone bombs a
hospital?
If a teenager is repeatedly arrested for typical
boneheaded teenager stuff and they spend the
rest of their lives in and out of the legal system?
Deep
Remorse
We Did
Nothing
Wrong
I Was
Paid To
Do A Job
Responsibility and ethics are murky and personal
Liability won’t be, but it’ll take a while
Okay, Let’s Wrap Up
But If We’re Not Thoughtful…
Greater isolation and unequal treatment
Biased data becoming a self-fulfilling prophecy
Leaning into and intensifying tragic disasters
Systems that malfunction without human input
The inability to even understand the malfunction
Don’t let interfaces isolate
Understand biases in data
Make Allowances Black Swans
Program Feedback & Experimentation
Encourage Transparency
Questions?
Part-time Product Management Courses in
San Francisco, Silicon Valley, Los Angeles
and New York
www.productschool.com

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