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[AI + HR + Ecosystem] > create (jobs)
The AI revolution for human capital: the government edition
Andrew
Liew Cool!Let’s
rock!
10,000++
2,000++
Name: Andrew Liew Weida
Title: Analytics + Innovation +
Technology
Role: Subject matter expert
Brief Profile:
Andrew is a experienced technologist with over 10 years of experience,
having cofounded 4 startups and being the early employee executives
of 2 startups, having work over 9 international cities.. He specialized in
Technology industry, particularly within the HR, SaaS, Analytics and
On Demand Marketplace segment. Andrew has worked extensively
across 8 countries and assisted numerous clients in advising how
technology can scale their operations, how to reduce risk in
implementing technology and the potential impact of tech to companies
top line.
• Startup experience – over 5 years of CXO work for tech startups & tech
enabled companies in areas of financial management, HR management, digital
product management
• Financial Analytics- creating data sourcing map to build data driven simulations
for MNCs in the banking, Private and Public service sectors for increasing
revenue , reducing cost and reducing risk management.
• Reward Design –working with Remuneration committee of MNCs to ensure
financial feasibility of compensation design to ensure market competitiveness
and internal harmony.
Education:
• PhD candidate [Econometrics]@ ANU
• Master (Economics) (Admission with
scholarship)@ ANU
• Master (Finance) (1/400, Valedictorian)@
Usyd
• BSc (2.5/4 years, fastest graduating student in
faculty history) @NUS
• AB leadership@ Korea University
• UIUX HBF
• Externalities
assessment
• Analytics
• Benchmarking
• Reward
management
• Tech based Cash
flow Modelling
• Fundraising
• Digital Product
Management
• Salesforce
Effectiveness
Key Competencies:
Relevant Work experience:
Cofounder
We are your friends (1 min)
https://www.todayonline.com/commentary/singapore-must-chart-bold-course-age-digital-economy#.WnucawwlC-M.facebook
4© 2017 Qicstart All Rights Reserved
Table of Contents
1. Trends
2. Doomsday scenarios that people fear
3. Does AI purely replace people?
4. Ideas to build an ecosystem for people-
powered AI
5. What is a world of people-empowered AI ?
6. Black box approach versus White box
approach in using AI for HR
7. What can you do to support the
ecosystem?
Trends
01
6© 2017 Qicstart All Rights Reserved
We will be super human within the next 5-10 years
7© 2017 Qicstart All Rights Reserved
AI is a general purpose technology [GPT]
[Bresnahan & Trajtenberg 1995] “GPT: Engines of Growth. J. Econometrics
● Like any GPT, AI/Automation => job displacement and job creation
● Technology deployment is limited by how fast workers can be train for it.
8© 2017 Qicstart All Rights Reserved
Headlines on Government’s involvement
9© 2017 Qicstart All Rights Reserved
Interdependency of AI adoption and Labor market mismatch
Existing skillsets Existing skillsets
Required skillsets Required skillsets
Slow tech progress Fast tech progress
10© 2017 Qicstart All Rights Reserved
Reskilling, Deskilling and AI
Need for Universal Benefits Income come in to prevent a Luddites revolution.
C1
C2
11© 2017 Qicstart All Rights Reserved
Reskilling, Deskilling and AI
The inability to manage AI deployment and manage individual reskilling transition can create social
instability.
12© 2017 Qicstart All Rights Reserved
Today’s job will be Tomorrow’s composition of gigs
1. Job will recompose every 6 months with new elements that cannot be automated.
2. Job stability => High risk , high returns.
13© 2017 Qicstart All Rights Reserved
The only risk in life is not to take risks in your work
1. Security means having more access
to opportunities and having more
capabilities to translate opportunities
into income using technology.
1. Security means passive streams of
gigs.
1. Retirement doesn’t mean stop
working but means working less
gigs.
14© 2017 Qicstart All Rights Reserved
Why Universal income will become a global norm ?
1. More time for creativity, innovation and learning
1. More mental space to be entrepreneurial
a. Enable time to take risk to gain social
mobility
b. Enable inclusiveness for everyone
2. The society will be collectively better off with big
wins.
a. Trend of mega philanthropy
b. Work is a calling and giving is a blessing
3. Work become means of dignification instead of
survival
15© 2017 Qicstart All Rights Reserved
Behavior of future generations
1. Millennials or future generation are paying for experience.
a. This means they take a gig, gain new learning experience and move on.
b. By moving to many sectors, they deepen their transferable skills.
c. Most often these skills are not capture using traditional screening methods like
Resume.
2. Millennials or future generation will work for purpose.
a. This means they are willing to volunteer to work in organizations (charity,
startups) because they think their work have greater impact.
b. Universal incomes actually increase more activities in volunteerism and
working in startups in these countries.
Government Concerns
02
17© 2017 Qicstart All Rights Reserved
How can we find work for displaced?
Source: Robotic, AI and Economy by Jeffery Sachs:
https://futureoflife.org/wp-content/uploads/2017/01/Jeffrey-Sachs.pdf
18© 2017 Qicstart All Rights Reserved
How can we find work for existing workers?
What can government do?
03
20© 2017 Qicstart All Rights Reserved
4 Key Ideas for government bodies
Show metrics Human capital
statements in
ACRA
Build a API
sandbox/testbed for
HR Tech startups
“It takes an
ecosystem
to raise a
nation.”
Efficient market
clearinghouse for
labor market
21© 2017 Qicstart All Rights Reserved
Successful campaigns have visible metrics to the target audience
22© 2017 Qicstart All Rights Reserved
Existing HR campaigns lack visible metrics
23© 2017 Qicstart All Rights Reserved
Adding clarity to the market
Show metrics
Source: Training in imperfect labor markets
What is the estimated increase in payroll for workers that take up training initiatives?
What is the impact of training on the company revenue within the next 12 months ?
Which sector see the biggest impact in industry output via training?
Which training institute offer the biggest impact to the specific industry?
24© 2017 Adjective and Qicstart All Rights Reserved
Lack of transparency on quantifying human capital investments
Show metrics
Time
Resources / $
Employer
offer
Applicant
need
Candidate A human
capital potential
without training
Govt
subsidy
Candidate A human capital
potential with training
If training is not effective and
cannot be indicated by a
metric , then there will always
be labor market failure.
25© 2017 Qicstart All Rights Reserved
Gurus say add metrics to initiate impact
26© 2017 Qicstart All Rights Reserved
Companies to start sharing and discussing human capital
insights like financial capital
Human capital
statements in
ACRA
The Human Capital Asset Statement
Measuring Human Capital: an Organization most valuable asset
Human capital
headcount
deployed
2015 % of all
staff
2016 % of all
staff
Leaders 10 10% 10 10%
Professional 30 30% 40 40%
Rank and file 70 70% 60 60%
Total 100 100% 100 100%
27© 2017 Qicstart All Rights Reserved
Saving time and effort to get opportunities
Enable all ATS
[ERPs] to use “one
click populate”
Talent potential >= Job
position.
Quantify match!
Click to
watch
Show companies the
ROI of training, hiring,
paying for potential
talents
“It takes an
ecosystem
to raise a
nation.”
Efficient market
clearinghouse for
labor market
28© 2017 Qicstart All Rights Reserved
API : be connected, be the hub for spokes
Build a API
sandbox/testbed for
Tech startups to
create local insights
Human Capital Database Hub
CPF
Job bank
ACRA Training
bank
Health
bank
HR Tech Hub
Public sector
Small medium enterprises, Freelancers and Investors
World of people powered AI
05
Vision: Unlocking human capital using tech
Now: possible in 5-10 years Now: possible in 10-20 years
Vision
Black box versus White box
06
32© 2017 Qicstart All Rights Reserved
Black box versus White box
Black Box
Algorithmic model
Unknown DGP
Obtain predictive accuracy
Prediction
White Box
Econometric model
Known Mechanics
Validate hypothesis +
interpretability
Causality
Source: Breiman (2001)
Suitable for HR
applications:
reward, training,
recruiting, talent
management
Suitable for HR
applications:
benefits,
employee records
33© 2017 Qicstart All Rights Reserved
Interpretability versus Accuracy
34© 2017 Qicstart All Rights Reserved
Inductive versus Deductive
What can you do?
07
36© 2017 Qicstart All Rights Reserved
Upcoming Talks
Investing in AI and
HR Tech
Individual Edition HR Portfolio
management in
the age of AI
Government
responsibilities
on human capital
in the age of AI
37© 2017 Qicstart All Rights Reserved
Contact us
Andrew Liew
https://www.linkedin.com/in/andrewliewweida/
Subscribe: ineedhelp@andrewliewweida.com

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Ai revolution for human capital for government v2

  • 1. [AI + HR + Ecosystem] > create (jobs) The AI revolution for human capital: the government edition
  • 2. Andrew Liew Cool!Let’s rock! 10,000++ 2,000++ Name: Andrew Liew Weida Title: Analytics + Innovation + Technology Role: Subject matter expert Brief Profile: Andrew is a experienced technologist with over 10 years of experience, having cofounded 4 startups and being the early employee executives of 2 startups, having work over 9 international cities.. He specialized in Technology industry, particularly within the HR, SaaS, Analytics and On Demand Marketplace segment. Andrew has worked extensively across 8 countries and assisted numerous clients in advising how technology can scale their operations, how to reduce risk in implementing technology and the potential impact of tech to companies top line. • Startup experience – over 5 years of CXO work for tech startups & tech enabled companies in areas of financial management, HR management, digital product management • Financial Analytics- creating data sourcing map to build data driven simulations for MNCs in the banking, Private and Public service sectors for increasing revenue , reducing cost and reducing risk management. • Reward Design –working with Remuneration committee of MNCs to ensure financial feasibility of compensation design to ensure market competitiveness and internal harmony. Education: • PhD candidate [Econometrics]@ ANU • Master (Economics) (Admission with scholarship)@ ANU • Master (Finance) (1/400, Valedictorian)@ Usyd • BSc (2.5/4 years, fastest graduating student in faculty history) @NUS • AB leadership@ Korea University • UIUX HBF • Externalities assessment • Analytics • Benchmarking • Reward management • Tech based Cash flow Modelling • Fundraising • Digital Product Management • Salesforce Effectiveness Key Competencies: Relevant Work experience: Cofounder We are your friends (1 min)
  • 4. 4© 2017 Qicstart All Rights Reserved Table of Contents 1. Trends 2. Doomsday scenarios that people fear 3. Does AI purely replace people? 4. Ideas to build an ecosystem for people- powered AI 5. What is a world of people-empowered AI ? 6. Black box approach versus White box approach in using AI for HR 7. What can you do to support the ecosystem?
  • 6. 6© 2017 Qicstart All Rights Reserved We will be super human within the next 5-10 years
  • 7. 7© 2017 Qicstart All Rights Reserved AI is a general purpose technology [GPT] [Bresnahan & Trajtenberg 1995] “GPT: Engines of Growth. J. Econometrics ● Like any GPT, AI/Automation => job displacement and job creation ● Technology deployment is limited by how fast workers can be train for it.
  • 8. 8© 2017 Qicstart All Rights Reserved Headlines on Government’s involvement
  • 9. 9© 2017 Qicstart All Rights Reserved Interdependency of AI adoption and Labor market mismatch Existing skillsets Existing skillsets Required skillsets Required skillsets Slow tech progress Fast tech progress
  • 10. 10© 2017 Qicstart All Rights Reserved Reskilling, Deskilling and AI Need for Universal Benefits Income come in to prevent a Luddites revolution. C1 C2
  • 11. 11© 2017 Qicstart All Rights Reserved Reskilling, Deskilling and AI The inability to manage AI deployment and manage individual reskilling transition can create social instability.
  • 12. 12© 2017 Qicstart All Rights Reserved Today’s job will be Tomorrow’s composition of gigs 1. Job will recompose every 6 months with new elements that cannot be automated. 2. Job stability => High risk , high returns.
  • 13. 13© 2017 Qicstart All Rights Reserved The only risk in life is not to take risks in your work 1. Security means having more access to opportunities and having more capabilities to translate opportunities into income using technology. 1. Security means passive streams of gigs. 1. Retirement doesn’t mean stop working but means working less gigs.
  • 14. 14© 2017 Qicstart All Rights Reserved Why Universal income will become a global norm ? 1. More time for creativity, innovation and learning 1. More mental space to be entrepreneurial a. Enable time to take risk to gain social mobility b. Enable inclusiveness for everyone 2. The society will be collectively better off with big wins. a. Trend of mega philanthropy b. Work is a calling and giving is a blessing 3. Work become means of dignification instead of survival
  • 15. 15© 2017 Qicstart All Rights Reserved Behavior of future generations 1. Millennials or future generation are paying for experience. a. This means they take a gig, gain new learning experience and move on. b. By moving to many sectors, they deepen their transferable skills. c. Most often these skills are not capture using traditional screening methods like Resume. 2. Millennials or future generation will work for purpose. a. This means they are willing to volunteer to work in organizations (charity, startups) because they think their work have greater impact. b. Universal incomes actually increase more activities in volunteerism and working in startups in these countries.
  • 17. 17© 2017 Qicstart All Rights Reserved How can we find work for displaced? Source: Robotic, AI and Economy by Jeffery Sachs: https://futureoflife.org/wp-content/uploads/2017/01/Jeffrey-Sachs.pdf
  • 18. 18© 2017 Qicstart All Rights Reserved How can we find work for existing workers?
  • 20. 20© 2017 Qicstart All Rights Reserved 4 Key Ideas for government bodies Show metrics Human capital statements in ACRA Build a API sandbox/testbed for HR Tech startups “It takes an ecosystem to raise a nation.” Efficient market clearinghouse for labor market
  • 21. 21© 2017 Qicstart All Rights Reserved Successful campaigns have visible metrics to the target audience
  • 22. 22© 2017 Qicstart All Rights Reserved Existing HR campaigns lack visible metrics
  • 23. 23© 2017 Qicstart All Rights Reserved Adding clarity to the market Show metrics Source: Training in imperfect labor markets What is the estimated increase in payroll for workers that take up training initiatives? What is the impact of training on the company revenue within the next 12 months ? Which sector see the biggest impact in industry output via training? Which training institute offer the biggest impact to the specific industry?
  • 24. 24© 2017 Adjective and Qicstart All Rights Reserved Lack of transparency on quantifying human capital investments Show metrics Time Resources / $ Employer offer Applicant need Candidate A human capital potential without training Govt subsidy Candidate A human capital potential with training If training is not effective and cannot be indicated by a metric , then there will always be labor market failure.
  • 25. 25© 2017 Qicstart All Rights Reserved Gurus say add metrics to initiate impact
  • 26. 26© 2017 Qicstart All Rights Reserved Companies to start sharing and discussing human capital insights like financial capital Human capital statements in ACRA The Human Capital Asset Statement Measuring Human Capital: an Organization most valuable asset Human capital headcount deployed 2015 % of all staff 2016 % of all staff Leaders 10 10% 10 10% Professional 30 30% 40 40% Rank and file 70 70% 60 60% Total 100 100% 100 100%
  • 27. 27© 2017 Qicstart All Rights Reserved Saving time and effort to get opportunities Enable all ATS [ERPs] to use “one click populate” Talent potential >= Job position. Quantify match! Click to watch Show companies the ROI of training, hiring, paying for potential talents “It takes an ecosystem to raise a nation.” Efficient market clearinghouse for labor market
  • 28. 28© 2017 Qicstart All Rights Reserved API : be connected, be the hub for spokes Build a API sandbox/testbed for Tech startups to create local insights Human Capital Database Hub CPF Job bank ACRA Training bank Health bank HR Tech Hub Public sector Small medium enterprises, Freelancers and Investors
  • 29. World of people powered AI 05
  • 30. Vision: Unlocking human capital using tech Now: possible in 5-10 years Now: possible in 10-20 years Vision
  • 31. Black box versus White box 06
  • 32. 32© 2017 Qicstart All Rights Reserved Black box versus White box Black Box Algorithmic model Unknown DGP Obtain predictive accuracy Prediction White Box Econometric model Known Mechanics Validate hypothesis + interpretability Causality Source: Breiman (2001) Suitable for HR applications: reward, training, recruiting, talent management Suitable for HR applications: benefits, employee records
  • 33. 33© 2017 Qicstart All Rights Reserved Interpretability versus Accuracy
  • 34. 34© 2017 Qicstart All Rights Reserved Inductive versus Deductive
  • 35. What can you do? 07
  • 36. 36© 2017 Qicstart All Rights Reserved Upcoming Talks Investing in AI and HR Tech Individual Edition HR Portfolio management in the age of AI Government responsibilities on human capital in the age of AI
  • 37. 37© 2017 Qicstart All Rights Reserved Contact us Andrew Liew https://www.linkedin.com/in/andrewliewweida/ Subscribe: ineedhelp@andrewliewweida.com