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AI Governance:
Responsible and Trustworthy AI
Eryk Budi Pratama, M.Kom, M.M, CIPM, CIPP/E, FIP
AI Governance Professional
Chairman- Institute of Digital Trust Indonesia (IODTI)
Chairman- Center for Intelligence and Defense Strategies (CIDS)
CEDS UI Talks
28 September 2024
eryk@digitaltrustid.org
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Artificial Intelligence (AI) encompasses many technologies that work together to build
innovative solutions that transform society and business.
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Intelligent
Automation
Predictive
Analytics
Speech Recognition
Virtual
Assistants
Machine Learning
Conversational AI
Vision AI
AI Simulation Generative AI
Deep Learning
Autonomous
Systems
Quantum
Artificial General
Intelligence
(AGI)
Global Index – Responsible AI 2024 Report
​
Global Index on Responsible AI adopts a multifaceted approach
to measurement in order to generate insights on the
performance and competencies of the Responsible AI
ecosystem within each country across the 19 thematic areas
and 3 dimensions. Indonesia is on rank 67.
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Reference: https://www.global-index.ai/
OECD AI Incidents Monitor (AIM)
​
The OECD AI Incidents Monitor (AIM) documents AI incidents and hazards to help policymakers, AI practitioners, and all stakeholders worldwide gain
valuable insights into the risks and harms of AI systems.
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Reference: https://oecd.ai/en/incidents
​Human Rights, Digital Security, Privacy & Data Governance, and Transparency are the most AI Principle violated in the Top Countries
including US and UK. AI Incidents can harm human not only non-physical harm, but also Death, Injury, and Hazard.
Sample AI Incidents | AI Deepfake of Brian May Exploited in Scam Offering Fake Queen
Backstage Tickets (2024)
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Reference: https://incidentdatabase.ai/apps/incidents/ ; https://
www.express.co.uk/entertainment/music/1948801/Brian-May-AI-scam-Queen-backstage-tickets
​Scammers created an AI-generated deepfake of Queen guitarist Brian May, posting
a video on TikTok in which the fake May offers backstage tickets to a Queen
concert. The real Brian May warned fans about this "disgusting" scam,
emphasizing that Queen has no tour dates planned and does not sell backstage
access.
Sample AI Incidents | Uber AV Killed Pedestrian in Arizona (2018)
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Reference: https://incidentdatabase.ai/apps/incidents/ ; https://
www.nytimes.com/interactive/2018/03/20/us/self-driving-uber-pedestrian-killed.html
​A woman was struck and killed on Sunday night by an autonomous
car operated by Uber in Tempe, Ariz. It was believed to be the first
pedestrian death associated with self-driving technology.
​
The vehicle was going about 40 miles an hour on a street with a 45-
mile-an-hour speed limit when it struck Ms. Herzberg, 49, who was
walking her bicycle across the street, according to the Tempe
police.
Trustworthy AI | 12 Principles
​
To be considered trustworthy, AI systems should meet these 12 principles and employ a four-step framework to ensure the use of AI
is ethical, lawful and robust.
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Reference: https://www.techtarget.com/searchenterpriseai/tip/What-is-trustworthy-AI-and-why-is-it-important
Humane
Evaluate if the use of AI serves
humanity or could cause more harm
than good to society, the
environment and an individual's
pursuit of life, freedom and
happiness.
Private & secure
Keep all information used to
develop, train, deploy, manage
and govern the AI system private
and secure.
Consensual
Seek permission from individuals,
business partners and third
parties to use their data for
AI under development
Transparent
Inform any individual who might
be affected by the developed AI--
in language understandable to
them
Accessible
Document the decisions the AI
made regarding any individuals
whose data was used, and make
the information available
Fair and quality data
Ensure the data used to train
and develop the AI system is
based on sound data standards
and has been thoroughly
analyzed and adjusted for biases,
bad data and missing data.
Accountable
Declare, train and communicate
the people responsible for fixing
the AI system if it malfunction.
Traceable
Set up monitoring tools,
processes and employees to
communicate which part of an AI
system went wrong and when it
happened.
Agency-imbuing
Set up and communicate
an appeals program for any
individuals who feel the
algorithm's recommendations or
source data about them might be
incorrect.
Feedback-
incorporating
Provide ways for users, affected
people and experts to offer input
into the AI system's ongoing
learning.
Explainable
Explain the AI's decisions and
sources in plain wording.
Governed and
rectifiable
Implement model drift and data
drift monitoring tools and
processes, as well as designated
people, to detect if the AI system
fails or becomes unsafe, biased
or corrupt
Trustworthy AI Framework
​
The following framework details the four essential steps organizations should follow to integrate trustworthy AI into their technology
initiatives.
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Reference: https://www.techtarget.com/searchenterpriseai/tip/What-is-trustworthy-AI-and-why-is-it-important
AI Governance | Illustrative Operating Model
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Business Units
AI Oversight & Governance
Chief Information Office
Data
Science
Talent
Data Risk /
Legal
Office
Data Science Infrastructure
AI Risk Monitoring & Surveillance
AI Technology, Standards & Playbook
External Data
Science
Capability
(Vendors,
Talent, Markets,
Ecosystem)
AI Use Cases / Teams
BU Risk, Legal and Compliance
Risk & Controls Traceability AI Project Inventory
Shared
Platform
Data Set
Inventory
Algorithm
Library
Risk Management
Legal
Other Corporate
Functions
• Operational
Risk
• Model Risk
• Reputation
Risk
Other Risk
Domains
• Intellectual
Property
• M&A (Data
Diligence)
• Contracts &
Agreements
Other Legal
functions
• Sales and
Marketing
• HR/Talent
• Finance
• Supply
Chain/
Procurement
Other Corp.
functions
Business Units drive AI use cases along with localized oversight and risk
management processes
Businesses leverage other corporate
functions, including Legal and Risk, for
areas needing specialized support
Businesses benefit from the CIO being a
common point of reference for all things AI
(i.e., data, capability, technology, risk &
governance)
Data Science Talent / Technology
AI Governance: Responsible and Trustworthy AI