ethics of algorithms - knowitevent.s3.amazonaws.como… · algorithms, ethics and recruiting loren...
TRANSCRIPT
![Page 1: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/1.jpg)
Ethics of Algorithms
Dominique Shelton Leipzig
Partner, Privacy & Security, Co-Chair Global Ad Tech & Data Management
Perkins Coie
![Page 2: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/2.jpg)
Artificial Intelligence and Privacy What do new privacy laws mean for your AI business?
Part 1: How Did We Get Here?
Part 2: CCPA and AI
Part 3: AI in a Pandemic
2
![Page 3: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/3.jpg)
INTRODUCTION
CCPA: HOW DID WE GET HERE?
DOMINIQUE SHELTON LEIPZIG
3
![Page 4: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/4.jpg)
Global Privacy Trends
India may be next...
4
![Page 5: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/5.jpg)
The GDPR: Rights & Obligations
1 2
3
4 5
6
7
8
Right to Access (can be made irrespective
of lawful basis of processing (Art.15)
Correction Request Right
(Art. 16)
Erasure Requests (Art. 17) -
only valid under six
circumstances)
Restriction Request
(Art. 18)
Right of Portability
(Art. 20; only for consent or
contractual necessity)
Objection Rights
(Art. 21)
Objection to Automated
Processing (Art. 22)
Transparency Obligation
(Art. 13)
5
![Page 6: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/6.jpg)
AI and GDPR
• Valid Legal Basis for
Processing Art. 6
• Human review of
contested automated
decision-making Art. 22
• Deletion
• Correction
• Access
6
![Page 7: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/7.jpg)
New State Proposed Laws and Two New Federal Bills
1. Colorado
2. Connecticut
3. Hawaii
4. Illinois
5. Maryland
6. Massachusetts
7. Mississippi
8. New Jersey
9. New York
10. New Mexico
11. North Dakota
12. Pennsylvania
13. Rhode Island
14. Texas
15. Vermont
16. Virginia
17. Washington No federal preemption in place.
7
![Page 8: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/8.jpg)
2018 and 2019 Ballot Initiatives
• June 2018
Ballot Initiative
Qualifies
• Compromise
Legislation
• CCPA 2.0
11/13/2019
• Federal
Privacy Law
8
![Page 9: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/9.jpg)
On the Horizon in California 2020
• Proposed Regs 10/10/2019; AG says minimal changes expected
• Final CPRA version submitted on 11/13/2019; currently out for signature
9
![Page 10: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/10.jpg)
The CCPA: Rights & Obligations
1 2
3
4 5
6
7
8
Abbreviated Right to
Know Re PI Collection
Expanded Right to Know
RE PI Collection
Detailed Right to Know PI
Sales and/or Disclosures for
a Business Purpose
Right to Opt Out of PI
Sales for Adults
Right to Opt-In to PI Sales
for Kids
Right to Access
and Portability
Right to Deletion
Right Not to Be
Discriminated Against for
Asserting Rights 1-7
10
![Page 11: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/11.jpg)
Three Independent Business Obligations
Targeted
Training
Create Designated Methods
for Asserting Rights
Obtain Immunity by
Making Contract Meet
Specific Criteria
11
![Page 12: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/12.jpg)
CCPA – Artificial Intelligence
12
![Page 13: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/13.jpg)
AI and the CCPA
• Consumer Right Nos. 1-3 Require transparency about
– Specific pieces of PI
– Purposes of Collection
– Sharing
– Sale
• Deletion Rights
• Access Rights
13
![Page 14: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/14.jpg)
AI vs. Privacy to fight the Pandemic
14
![Page 15: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/15.jpg)
Legislative Concerns re: Covid-19 and Privacy
15
![Page 16: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/16.jpg)
CCPA Definition of PI Is Broad
• Identifiers
• Geolocation
• Professional or
employment
information
• Education
information
• Protected
Characteristics
• Commercial
Information
• Internet or Other
Electronic Network
Activity
Information
• Inferences
• Biometric
Information (e.g.,
facial recognition,
fingerprint, voice
recordings,
iris/retina images)
• Audio, electronic,
visual, thermal,
olfactory, or similar
information
16
![Page 17: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/17.jpg)
Perkins Coie Comments to the CA AG on Behalf of
California Chamber of Commerce
CAL CHAMBER COMMENTS
REGARDING REGULATIONS
17
![Page 18: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/18.jpg)
CCPA in the Press
18
![Page 19: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/19.jpg)
Coordinate Responses For Consumer Requests
19
![Page 20: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/20.jpg)
Implementing the CCPA:
A Guide for Global Business
https://iapp.org/store/books/a191P000003QmX3QAK/
20
![Page 21: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/21.jpg)
Speaker Info
DOMINIQUE SHELTON LEIPZIG
Partner and Co-Chair, Ad Tech Privacy & Data Management Practice, Perkins Coie [email protected]
21
![Page 22: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/22.jpg)
Algorithms, Ethics and recruiting
Loren Larsen
CTO
HireVue
![Page 23: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/23.jpg)
![Page 24: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/24.jpg)
RESUME
ANALYTICS
![Page 25: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/25.jpg)
![Page 26: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/26.jpg)
TOP CANDIDATE DISTRIBUTION
WITHOUT ASSESSMENTS TOP CANDIDATE DISTRIBUTION
WITH ASSESSMENTS
![Page 27: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/27.jpg)
Simple Candidate Prioritization
![Page 28: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/28.jpg)
ADVERSE IMPACT (4/5THS RULE) ILLUSTRATION
MALE
FEMALE
KEY: Adverse Impact Ratio Calculations
Before Mitigation (33% cutoff score):
Male Passing Rate (MPR): 80% Female
Passing Rate (FPR): 53%
Female Adverse Impact Ratio:
.67 (FPR / MPR)
33%
R VALUE = .42
66%
![Page 29: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/29.jpg)
The Dilemma of Ethics and Algorithms:
Transparency, Secrecy, Innovation, and
Consumer Rights
Samir Mehta
Partner
Stinson, LLP
![Page 30: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/30.jpg)
The Dilemma
• Consumers want:
– To know what data is used
– To know how that data is used
• Businesses want:
– To create new tools that use data in new ways
– To protect their new tools from disclosure
![Page 31: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/31.jpg)
Why Keep Algorithms Secret?
• Short windows to capitalize
– Upfront R&D costs
– Technology gains will erode
• Keeping the edge is crucial
– Secrecy
– Intellectual Property
![Page 32: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/32.jpg)
Concerns of Keeping Algorithms Secret
• Consumer impact is unclear
• Data models are unclear
• Technology platforms
– A common approach can
spread rapidly
• Latency of spotting issues
![Page 33: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/33.jpg)
Solving the Dilemma
• Regulation and legislation
• Industry standards
• Engineering ethics
• Standards
• Watchdogs
• Litigation
• Consumer activism
Each tool is valuable, but each tool is limited
![Page 34: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/34.jpg)
Seeing Past the Dilemma
• Algorithms can provide ethical gains
• Algorithms present opportunity for all parties
– Disrupt problematic past practices
– Reduced cost for solutions
– Free customers to work on more interesting problems
– More insight and accountability
– Speed
– Efficiency
– Government accountability
– Better industry standards
![Page 35: Ethics of Algorithms - knowitevent.s3.amazonaws.como… · Algorithms, Ethics and recruiting Loren Larsen CTO HireVue . RESUME ANALYTICS . TOP CANDIDATE DISTRIBUTION WITHOUT ASSESSMENTS](https://reader033.vdocument.in/reader033/viewer/2022060510/5f26d01d08ff525e716b54a4/html5/thumbnails/35.jpg)
THANK YOU!
35