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Jeff Harrison
Global Insights Manager
Greenpeace International
2019
NonProfit Tech Trends
AI & Machine Learning
The
Who
What
Why
When
Where
How of A.I.
The
Who
What
Why
When
Where
How of A.I.
M.B.A. Candidate at SFU - Specializing in Technology
B.A. in Psychology from UBC
Works remotely for Greenpeace International based in Amsterdam.
Work history in Fundraising, Marketing, Data Strategy, Organizing and Direct Action
Jeff Harrison
Global Insights Manager | Greenpeace International
What is it?
What :
Specific Abilities Not General Intelligence:
Computer Vision
Voice to Text
Natural Language Processing
Translation
Prediction Models
What : 2 Big Topics
Machine Learning ~
Application of algorithms to produce models that make predictions or
classify data, without being explicitly programmed.
Natural Language Processing ~
Computer “reading” of written language to “understand” meaning
Magic
What : Machine Learning
Donor Quit
Donor Quit
Donor Stay
Donor Quit
Donor Stay
Donor Stay
Donor Stay
Donor Stay
Donor Stay
Donor Quit
Donor Stay
Donor Quit
Input Output
Trained
Model
What : Machine Learning
What : Machine Learning
101110 10 101 10
10 10 01 10 10101
New Observation
Prediction
Trained
Model
What : Natural Language Processing
Natural Language Processing ~
Computer “reading” of written language to “understand” meaning
What : Natural Language Processing
What : Natural Language Processing
Why Now?
Why : Machine Learning is old….
1959- Computer Neural Networks invented
1982- Neural Networks proved to complete “intelligent” tasks
And then nothing….
Why : Data Explosion
Global data is dramatically
increasing with the rise in:
● Smart Phones
● Social Media
● Cloud Storage
...and that was 2012
Why : Increased Processing Power
1999 - the GPU was invented
● 200 times faster that CPU
● Machine Learning application was a discovery
2016 - Google Tensor Processing Units (TPU)
● Computers designed specifically for Machine Learning
2017 - Google/Amazon - Serverless Cloud Computing
Why : 2019 for Non-Profits
Clear Value Proposition
● No longer high risk or speculative value
Easy to use Developer Kits & APIs
● Check out Google ML - API library
Growing Number of ‘Of the Shelf’ Products
● Everybody’s selling AI now. Watch out for snake oil….
Why : 2019 for Non-Profits
Companies and organizations continue invest in sophisticated customer centric
experiences enabled by AI.
Donor expectation around quality, relevance and personalization will continue to grow.
Delivering this experience through AI projects will be a critical capability
How?
Intel CEO Brian Krzanich
“Data is the new Oil”
Donor Quit
Donor Quit
Donor Stay
Donor Quit
Donor Stay
Donor Stay
Donor Stay
Donor Stay
Donor Stay
Donor Quit
Donor Stay
Donor Quit
Input Output
Trained
Model
How : Back to Basics
Donor Quit
Donor Quit
Donor Stay
Donor Quit
Donor Stay
Donor Stay
Donor Stay
Donor Stay
Donor Stay
Donor Quit
Donor Stay
Donor Quit
Input Output
Trained
Model
How : Back to Basics
DATA
Use
Cases
How :
1) Identify Use Cases with Strong Value Proposition (suggestions coming)
2) Work Backwards - Identify the data set you will need to train models
a) Are you currently collecting the right data?
3) Invest in Systems you’ll need
a) Do you have data silo’s?
b) Data warehousing
4) Get the basics right, before you invest
How : Non-Profit Applications
1) Marketing Communication and Targeting
a) No more limited “rules based” selection and systems.
2) Monitoring Social media comments,
a) Understand brand affinity, issues/complaints at scale
3) Inbound Communication Management
a) Today - Prioritization of incoming social/Email or other communication
b) 2019 - AI Augmented Chat
c) Eventually - Human-less AI Chat (Changing donation amount, finding information)
How : Case Study - Chat
2022 Prediction
● Donors will expect to interact with companies via Chat Bots
● Attitudes will be more critical to current methods (call in, email)
● “Siri donation $100 to Greenpeace”
How do we prepare?
● Implement Human-Chat app now → Collect data
● Develop
Jeff Harrison – AI and Machine Learning for Nonprofits

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Jeff Harrison – AI and Machine Learning for Nonprofits

  • 1. Jeff Harrison Global Insights Manager Greenpeace International 2019 NonProfit Tech Trends AI & Machine Learning
  • 4. M.B.A. Candidate at SFU - Specializing in Technology B.A. in Psychology from UBC Works remotely for Greenpeace International based in Amsterdam. Work history in Fundraising, Marketing, Data Strategy, Organizing and Direct Action Jeff Harrison Global Insights Manager | Greenpeace International
  • 6. What : Specific Abilities Not General Intelligence: Computer Vision Voice to Text Natural Language Processing Translation Prediction Models
  • 7. What : 2 Big Topics Machine Learning ~ Application of algorithms to produce models that make predictions or classify data, without being explicitly programmed. Natural Language Processing ~ Computer “reading” of written language to “understand” meaning
  • 9. Donor Quit Donor Quit Donor Stay Donor Quit Donor Stay Donor Stay Donor Stay Donor Stay Donor Stay Donor Quit Donor Stay Donor Quit Input Output Trained Model What : Machine Learning
  • 10. What : Machine Learning 101110 10 101 10 10 10 01 10 10101 New Observation Prediction Trained Model
  • 11. What : Natural Language Processing Natural Language Processing ~ Computer “reading” of written language to “understand” meaning
  • 12. What : Natural Language Processing
  • 13. What : Natural Language Processing
  • 15. Why : Machine Learning is old…. 1959- Computer Neural Networks invented 1982- Neural Networks proved to complete “intelligent” tasks And then nothing….
  • 16. Why : Data Explosion Global data is dramatically increasing with the rise in: ● Smart Phones ● Social Media ● Cloud Storage ...and that was 2012
  • 17. Why : Increased Processing Power 1999 - the GPU was invented ● 200 times faster that CPU ● Machine Learning application was a discovery 2016 - Google Tensor Processing Units (TPU) ● Computers designed specifically for Machine Learning 2017 - Google/Amazon - Serverless Cloud Computing
  • 18. Why : 2019 for Non-Profits Clear Value Proposition ● No longer high risk or speculative value Easy to use Developer Kits & APIs ● Check out Google ML - API library Growing Number of ‘Of the Shelf’ Products ● Everybody’s selling AI now. Watch out for snake oil….
  • 19. Why : 2019 for Non-Profits Companies and organizations continue invest in sophisticated customer centric experiences enabled by AI. Donor expectation around quality, relevance and personalization will continue to grow. Delivering this experience through AI projects will be a critical capability
  • 20. How?
  • 21. Intel CEO Brian Krzanich “Data is the new Oil”
  • 22. Donor Quit Donor Quit Donor Stay Donor Quit Donor Stay Donor Stay Donor Stay Donor Stay Donor Stay Donor Quit Donor Stay Donor Quit Input Output Trained Model How : Back to Basics
  • 23. Donor Quit Donor Quit Donor Stay Donor Quit Donor Stay Donor Stay Donor Stay Donor Stay Donor Stay Donor Quit Donor Stay Donor Quit Input Output Trained Model How : Back to Basics DATA Use Cases
  • 24. How : 1) Identify Use Cases with Strong Value Proposition (suggestions coming) 2) Work Backwards - Identify the data set you will need to train models a) Are you currently collecting the right data? 3) Invest in Systems you’ll need a) Do you have data silo’s? b) Data warehousing 4) Get the basics right, before you invest
  • 25. How : Non-Profit Applications 1) Marketing Communication and Targeting a) No more limited “rules based” selection and systems. 2) Monitoring Social media comments, a) Understand brand affinity, issues/complaints at scale 3) Inbound Communication Management a) Today - Prioritization of incoming social/Email or other communication b) 2019 - AI Augmented Chat c) Eventually - Human-less AI Chat (Changing donation amount, finding information)
  • 26. How : Case Study - Chat 2022 Prediction ● Donors will expect to interact with companies via Chat Bots ● Attitudes will be more critical to current methods (call in, email) ● “Siri donation $100 to Greenpeace” How do we prepare? ● Implement Human-Chat app now → Collect data ● Develop