AI has a problem with Bias how do - The OR Society · © JCURV 5 The real risk in AI What rate we...
Transcript of AI has a problem with Bias how do - The OR Society · © JCURV 5 The real risk in AI What rate we...
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AI has a problem
with Bias – how do
we tackle it
Payal Jain
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Who is more likely to default on their mortgage?
A. Carlos B. Jack
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Who makes the better data scientist?
A. Dave B. Emma
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Who is more likely to be a repeat offender?
A. Simon B. Julian
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The real risk in AI
What rate we can borrow at Whether we get a job interview Our position in society
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How is Dave a better coder than Emma?
Vacancy Current Team Screening CVs Joins the team
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Are we facing a diversity crisis?
78%of AI Data Scientists are
male
11%of data and analytics teams
have NO females
4%of workforce are black at
Facebook & Microsoft
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2000
2005
2009..
2019
50%
41%
34%
27%
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15% net revenue uplift
6%GDP growth expected
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DATA BRAND
REINVENT
RECRUITMENT
PROCESS
CELEBRATE
TALENT
CONSCIOUSLY
INVEST
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DATAGILITY TM
BEHAVIOURS AND
CULTURE
PEOPLE
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4METHODOLOGYDATA CAPABILITY
For Data Scientists like Emma and Dave:
• In 2015 the average time in roles was 3-4 years
• 12-18 months in 2019
• Working in Silos
• Minimal business value
• 40% of time spent on mundane tasks
• Costing £7000 - £9000 per hire
Build a data and analytics brand
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Reinvent the recruitment process
Create relationships Diverse panelsDifferentiated job averts, role profiles & unbiased CV
screening
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Celebrate role models
Review company policy
Mentors and coachesDevelop skills
Career paths
Celebrate talent
Become sponsors
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Consciously Invest
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