ethics, justice & artificial intelligence...© [year] [legal member firm name], a [jurisdiction]...
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Vanja Radivojevic
Manager | Data & AnalyticsFinancial System Towards the 4th Industrial Revolution
28 October 2019 – Yerevan, Armenia
Ethics, Justice & Artificial Intelligence
2© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
What is AI?
4© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
Can we trust the analysis and
decision-making processes that
take place behind machine
learning algorithms?
2.5 quintillion records of data
We are defined by our behaviours
4th Industrial Revolution
5© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
Turn data into insightinto value
Data Revolution
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Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
“The most valuable commodity I know of is information.” – Gordon Gekko, Wall Street.
7© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
Data used by algorithms is
simply a mirror reflecting long-
held social prejudices.
8© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
“If we give these systems biased data, they will be biased.“- John Giannandrea, Google
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Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
“AI is likely to be the best or the worst thing to happen to
humanity” –Stephen Hawking
10© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
Who is responsible when things go wrong?
Manage Trust
Wild West of Algorithms
Governance
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Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
Humanity is Imperfect.
Our actions are Imperfect.
Algorithms are Imperfect right
alongside us.
12© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
AI In the Judicial System
Injustice anywhere is a
threat to Justice
everywhere –Martin Luther
King Jr..
13© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
“A year spent in AI is enough to make
one believe in God” –Alan Perils
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Cooperative, a Swiss entity. All rights reserved.
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It is our responsibility to steer the use of AI in such a way to foster human flourishing and well-being.
15© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
POTENTIAL BENEFITS
Prediction Technology
Speed in judiciary processes
Reduction in corruption
Increase productivity & e-Discovery
Reduction in number of civil servants
Document Automation & Intellectual Property
16© [year] [legal member firm name], a [jurisdiction] [legal structure] and a member firm of the KPMG network of independent member firms affiliated with KPMG International
Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
CONSIDERATIONS
Embedded biases in data
Security concerns
Need for explainability
ST unemployment pressures
Skill dependent
Emotional Intelligence
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Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
Understandable to creatorsAccountable to users
Who builds the algorithms?What data are used?
Domain & cultural differencesCulture of reporting & accountability
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Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
AI in Control
Rethink your approach to the risks and controls
relating to Artificial Intelligence
Develop AI strategy & governance models
Design, model & train AIEvaluate ML methods
Help monitor AI as it evolves, learns & matures
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Anticipate tomorrow.Deliver today.
Thank You
Questions?
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Cooperative, a Swiss entity. All rights reserved.
Document Classification: KPMG Confidential
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