Top Banner
Hype vs. Reality: A.I./Robotics and the impact on employability Charles Fadel New York City March 19, 2014
51

Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Oct 17, 2020

Download

Documents

dariahiddleston
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Hype vs. Reality: A.I./Robotics and the impact on employability

Charles Fadel

New York City – March 19, 2014

Page 2: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

With Sincere Thanks to

Page 3: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Volatile

Uncertain

Complex

Ambiguous

Our World

Page 4: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Societal Challenges

Greed Financial Meltdown

Global Warming Personal Privacy

Intolerance

Religious fundamentalism Political Absolutism

Page 5: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Personal Challenges

Employability Belonging Happiness

Page 6: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Economic Challenges

Globalization

Innovation

Page 7: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

BIAC Voice of Employers Globally

1) Reform curricula 2) Link to labor market needs

Page 8: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Reality check

Page 9: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Curriculum reflects the late 1800’s

Page 10: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

And not today’s world

Page 11: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

Nor tomorrow’s

Page 12: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

Technology and education are in a race

Industrial Revolution

Social pain

Social pain

Prosperity

Technology

Education

Digital Revolution

Source: Goldin & Katz, “The race between education and technology”

Page 13: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

Is this time different ?

Page 14: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

What should students learn

for the 21st century™?

Page 15: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

For a better world

Page 16: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

Academia

Corporations

Coalition of key global players

International

organizations

Jurisdictions

Foundations

& Non-Profits

Fondation

Henri Moser

Page 17: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

All Subjects

STEM

Science Technology Engineering Maths

Algebra Arithmetic Geometry

Curves & Dimensions

Transformation Trigonometry

Calculus

Statistics &

Probabilities

Other/New

Humanities Language(s) Arts Other/New

…to redesign education standards… (Math as example here)

Page 18: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

…on the basis of all dimensions,

Knowledge

Character

Skills

Education with a

capital “E”

Page 19: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Center for Curriculum Redesign

Leveraging our entire selves

Page 20: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Reassess Knowledge for relevance

Page 21: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Learn Skills

Creativity Critical Thinking Communication

Collaboration

Page 22: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Build Character

Intrapersonal: • Mindfulness • Curiosity • Courage • Resilience

Interpersonal: • Ethics • Cooperation • Leadership

Page 23: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Train metacognition

Learning how to Learn

Page 24: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Page 25: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

…through the prism of Knowledge

Page 26: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

…while incorporating Modern knowledge,

Page 27: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Harness interdisciplinarity

Page 28: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Charles Fadel – All Rights Reserved

Integrated Fields (reflecting subject domains only)

Journalism

Cinema

Business

Wellness

Social systems

Biosystems

Robotics

Engineering & Technology

(M, EE, CS, etc)

Maths

Physics

Environmental science

Chemistry

Biology/zoology/botany

Biotech/Synthetic Bio

Medicine

Geography/Geology

Maths

Anthropology

Sociology

History

Political science

Linguistics

Mythology/Religions

Maths (Stats/Probs)

Language/writing/story

Media

Communication/Rhetoric

Philosophy/ethics/civics

Psychology/Sociology

Maths (Stats/Probs)

Economics

Marketing

Sales/Persuasion

Entrepreneurship

Law

Non-profit too

Storytelling/Poetry

Acting/Memory

Improv

Media Technology

Design/Graphism/Arts

(decors, photography,

etc)

Health& Nutrition

Sports & exercise &

artistic expression (danse)

Meditation/yoga

Psychology/Neuroscience

Spirituality & Morality

Skills/Character/Metacognition

Systems-centric

Ethical

Page 29: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Knowledge

Character

Skills

F U T U R E S

LEARNING SCIENCES

CURRICULUM

WHAT

Page 30: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Knowledge

Character

Skills

F U T U R E S

Learning Sciences

CURRICULUM

WHAT

Pedagogy & Practices

HOW

Page 31: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

2012 H1

2013

H2

2013

H1

2014

H2

2014

H1

2015

H2

2015

H1

2016

H2

2016 2017 2018

Futures & Economics

Learning Sciences

Character

Knowledge - Traditional

Skills

Metacognition

Knowledge - Modern

Fin

al

Co

nso

lid

ati

on

& R

eco

ncilia

tio

n

Page 32: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Knowledge

Maths

Character

Skills

F U T U R E S

LEARNING SCIENCES

WHAT

Page 33: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

© Charles Fadel – All Rights Reserved

“Event Horizon”: What if formal education cannot catch up ?

Page 34: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Deep, candid, respectful debates

Keeping in mind our personal biases (psychological and occupational)

Succinct interventions

Off-the-record

Avoiding jargon and acronyms

Q&A from Observers at specific intervals

Protocol

Page 35: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Autor, Levy and Murnane ‘03 Figure 1 Update:

Economy Wide Changes in Job Task Content 1960 - 1998

30

40

50

60

70

Mea

n T

ask

In

put

in P

erce

nti

les

of

19

60

Dis

trib

uti

on

1960 1970 1980 1990 2000 2010

Non−routine Analytical Non−routine Interpersonal

Non−routine Manual Routine Cognitive

Routine Manual

All Education Groups

Worker Tasks in the U.S. Economy, 1960 − 2009:

Page 36: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Alarmism ?

Yet… alarmism can

be good to make

policymakers and

the public take

notice and stave off

the problems…

Page 37: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Science or Pseudoscience ?

Source: Oxford Martin School: The Future of Employment; September 2013

Page 38: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Page 39: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Page 40: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

The Predictions Are Not Recent

“If every tool, when ordered, or even of its own accord, could do the work that befits it… then there would be no need either of apprentices for the master workers or of slaves for the lords.”

Aristotle, 322 BC

Page 41: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

“Darwin among the Machines”

“That the time will come when the machines will hold the real supremacy over the world and its inhabitants is what no person of a truly philosophic mind can for a moment question.”

Samuel Butler, 1863

Page 42: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Recurring Theme

“I have created a machine in the image of a man, that never tires or makes a mistake. Now we have no further use for living workers.”

Fritz Lang’s Metropolis, 1926

Page 43: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Hype Cycle

Source: Gartner Group

Page 44: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Reality Check

"and underestimate the

effect in the long run.“

“We tend to

overestimate the

effect of technology in the short run…

Source: Roy Amara, Former President,

Institute for the Future

Page 45: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Should we bother ?

Source: MIRI, “Predicting AI”

Human-level AI predictions

Page 46: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

The difficulty in forecasting technology

It took an extra decade !

• Techie part mostly correct • Second-order effects were

missed: • Music • Cameras

• No forecast of third-order effects ( shopping etc)

• No forecast of confluence of technologies (Internet, etc)

Page 47: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

Projection Occupational Employment Trends:

Bank Tellers

1968

• “Important clerical occupations such as secretaries, stenographers, typists, cashiers, bank tellers, mail carriers, postal clerks, and telephone operators are not expected to be heavily affected by the use of computers…”

1980

• “Technological innovations will not affect many types of clerical workers whose jobs involve a high degree of personal contact.”

1992

• “… Employment of bank tellers is not expected to keep pace with overall employment growth in banks and other savings and credit institutions because of the increasing use of automatic teller machines…”

2000

• “… The increased use of ATM machines and Internet banking will reduce the number of tellers.”

Source: David Autor, MIT

Page 48: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

493K

533K 527K 539K

553K

599K 603K 608K 600K

577K

556K 544K

0K

100K

200K

300K

400K

500K

600K

700K

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011

Bank Tellers in the U.S. 2000 - 2011

Source: David Autor, MIT

Page 49: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

46.2K

40.5K

31.4K

35.2K

33.2K

31.1K

25.8K

22.8K 21.8K

22.8K

0K

5K

10K

15K

20K

25K

30K

35K

40K

45K

50K

2002 2003 2004 2005 2006 2007 2008 2009 2010 2011

Gas Station Attendants in the U.S. 2000 - 2011

Source: David Autor, MIT

Page 50: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

Via the questions list and agenda, answer: Is it possible to

reasonably predict the impact of AI/Robotics on

employment ?

• This conversation is an assessment of the possibility to reach a reasonably robust prediction, not the prediction itself.

• Boundary condition: 5-15 years NO generalized AI

Goals

Page 51: Charles Fadel - curriculumredesign.orgcurriculumredesign.org/wp-content/uploads/CCR...Media Communication/Rhetoric Philosophy/ethics/civics Psychology/Sociology Maths (Stats/Probs)

www.curriculumredesign.org

www.curriculumredesign.org Twitter: @CurrRedesign

Thank you !

“What should students learn for the 21st century™?”