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Building Products with Integrity Mindset
by Facebook Tech PM
www.productschool.com
CERTIFICATES
Your Product Management Certificate Path
Product Leadership
Certificate™
Full Stack Product
Management Certificate™
Product Management
Certificate™
Corporate
Training
Level up your team’s Product
Management skills
Free Product Management Resources
BOOKS
EVENTS
JOB PORTAL
COMMUNITIES
bit.ly/product_resources
COURSES
Building Products with Integrity Mindset
Vasanth Arunachalam
Head of Technical Program Management
Business Integrity at Facebook
Agenda
01 Why is this hard?
02 As a product leader how can you be prepared?
01 Why is this hard?
Definition
Evolution
Examples
Definition
Reducing the risk exposure on your products and platform
Evolution
300 BC 193 AD 1920
Hegestratos - Greek
merchant sinking ship
to claim insurance
The Praetorian Guard
tried to sell the Roman
empire
Ponzi
1980
Money
transfer
1990
Phishing
2000 2010-2020
Malware;
Credit card
Ad fraud, Scams,
Impersonation,
Misinformation
Marijuana or Broccoli?
Examples
Strand of hair - Click fraud
Examples
80% off
BLACK FRIDAY SALE
Examples
Bicycle on a truck - Problem for self-driving cars
02 As a product leader how can
you be prepared?
Stakeholders
Data
Standards
Technology
Problem
Stakeholders
● Understand who you are serving - People, Businesses
● Understand how your customers will use your product/platform
○ Perform a comprehensive risk assessment
○ Being proactive is key
App Store ECommerce Dating Services Autonomous vehicles Social media
Standards
● What is permissible when someone engages with your product or platform?
● Codify your standards into policies that are explainable and defensible
● Partner with internal subject matter experts here
Data
● Size and Scope
● Mitigate
● Measure success (or lack thereof)
Precision
(minimizing false positives)
Things we DID consider a
problem that WERE NOT a
problem
Recall
(minimizing false
negatives)
Things we DID NOT consider to
be a problem that WERE a
problem
True Negative
Things we DID NOT consider
to be a problem that WERE
NOT a problem
True Positives
Things we DID consider to be a
problem that WERE a problem
Example use case: Ad Review at Facebook
Technology: Role of AI/ML
Manual Automated
● Works at smaller scale
● Works for nuanced cases
● Expensive
● Can still be a fallback mechanism
● Scalable
● Reasonably predictable
● Cost effective
● Proactive
Computer Vision
Understanding the visual world around
us. Making sense of digital images and
videos.
Natural Language
Processing
Text understanding and generation.
Ability to work across multiple
languages and interpret context.
Speech & Audio
Spoken language technology including
speech recognition and synthesis.
Technology: Role of AI/ML
At Facebook, we invest in cutting-edge machine learning technology to protect people from harmful content such as hate speech, misinformation
Technology: Role of AI/ML
The challenge of multimodal AI
Thank you
www.productschool.com
Part-time Product Management Training Courses
and
Corporate Training

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Webinar: Building Products with Integrity Mindset by Facebook Tech PM

  • 1. Building Products with Integrity Mindset by Facebook Tech PM www.productschool.com
  • 2. CERTIFICATES Your Product Management Certificate Path Product Leadership Certificate™ Full Stack Product Management Certificate™ Product Management Certificate™
  • 3. Corporate Training Level up your team’s Product Management skills
  • 4. Free Product Management Resources BOOKS EVENTS JOB PORTAL COMMUNITIES bit.ly/product_resources COURSES
  • 5. Building Products with Integrity Mindset
  • 6. Vasanth Arunachalam Head of Technical Program Management Business Integrity at Facebook
  • 7. Agenda 01 Why is this hard? 02 As a product leader how can you be prepared?
  • 8. 01 Why is this hard? Definition Evolution Examples
  • 9. Definition Reducing the risk exposure on your products and platform
  • 10. Evolution 300 BC 193 AD 1920 Hegestratos - Greek merchant sinking ship to claim insurance The Praetorian Guard tried to sell the Roman empire Ponzi 1980 Money transfer 1990 Phishing 2000 2010-2020 Malware; Credit card Ad fraud, Scams, Impersonation, Misinformation
  • 12. Strand of hair - Click fraud Examples 80% off BLACK FRIDAY SALE
  • 13. Examples Bicycle on a truck - Problem for self-driving cars
  • 14. 02 As a product leader how can you be prepared?
  • 16. Stakeholders ● Understand who you are serving - People, Businesses ● Understand how your customers will use your product/platform ○ Perform a comprehensive risk assessment ○ Being proactive is key App Store ECommerce Dating Services Autonomous vehicles Social media
  • 17. Standards ● What is permissible when someone engages with your product or platform? ● Codify your standards into policies that are explainable and defensible ● Partner with internal subject matter experts here
  • 18. Data ● Size and Scope ● Mitigate ● Measure success (or lack thereof) Precision (minimizing false positives) Things we DID consider a problem that WERE NOT a problem Recall (minimizing false negatives) Things we DID NOT consider to be a problem that WERE a problem True Negative Things we DID NOT consider to be a problem that WERE NOT a problem True Positives Things we DID consider to be a problem that WERE a problem
  • 19. Example use case: Ad Review at Facebook
  • 20. Technology: Role of AI/ML Manual Automated ● Works at smaller scale ● Works for nuanced cases ● Expensive ● Can still be a fallback mechanism ● Scalable ● Reasonably predictable ● Cost effective ● Proactive
  • 21. Computer Vision Understanding the visual world around us. Making sense of digital images and videos. Natural Language Processing Text understanding and generation. Ability to work across multiple languages and interpret context. Speech & Audio Spoken language technology including speech recognition and synthesis. Technology: Role of AI/ML
  • 22. At Facebook, we invest in cutting-edge machine learning technology to protect people from harmful content such as hate speech, misinformation Technology: Role of AI/ML The challenge of multimodal AI
  • 24. www.productschool.com Part-time Product Management Training Courses and Corporate Training