1. A Perfect Storm for Change and Transformation
• Data is the new gold – for digital cities, digital living, digital working
• Technologies, talent, markets, and resources are local & global
2. The Human Dimension of “Smart Futures” is Crucial
• Partnerships of people and technology
• Smart people needed to make smart decisions
• Smart Futures (IoT) are Identity Systems
• Skilling and reskilling are urgent
• System leadership is crucial
3. Shared Vision and Trust Accelerate Innovation
• Innovation ecosystems are built on relational capital
• Stories matter -‐ we are “HomoNarrative.”
Tasks, Teams and Talent for the Future of WorkMartha Russell
Computation enables routine and predictable tasks to be automated; it leverages massive amounts of data to extract patterns, turn them into rules and apply those rules. Computer programs not only capture the “how” of human tasks but also the “what” of complex tasks. In a few decades, we’ve gone from machines that can execute a plan to machines that can plan. We've gone from computers as servants to computers as collaborators and team members. The expanding capabilities and applications of intelligent machines call for a more sophisticated understanding of the relationships between people and AI, especially as concerns the future of work for humans.
Around the world, organizations seek open channels and compete aggressively to recruit the best and the brightest minds to inspire, invent and implement a digital transformation – toward the Trillion Sensor Economy, toward the Internet of Things, AI-driven services, and a culture of abundance. Productive citizens, high performing workers and a fluid exchange of information are all essential for a high performance future. Preparations for this future must accommodate new organizational structures, evolving skill requirements and differences in what work means to diverse groups of people.
The mediaX “Thinking Tools for Wicked Problems” webinar series concludes with Martha Russell as she examines how we are interconnected in this networked world and how to orchestrate relational capital and shared vision to create the future we want to live in.
Human-Machine Interaction: Cognitives Models for a Hybrid Society. Presentation at The Transformation Society annual Meeting, 2020.
Cite: Ray Gallon and Neus Lorenzo (2020) Human Machine Interaction: Cognitives Models for a Hybrid Society. The Transformation Society, SlideShare presentation.
Further readings: Lorenzo, N & Gallon, R. (2018). A Social Constructionist Model for Human-Machine Ecosystems, Chapter 3 in 'Learning Strategies and Constructionism in Modern
Executive Director Steven Tobin presented at the CSLS Seminar to discuss the differences between labour shortages and skills shortages, how to measure them and how to adequately respond to them.
The Rockefeller Foundation's Digital Jobs Africa initiative aims to impact 1 million lives in six African countries by 2023. It will create sustainable digital employment opportunities for youth through impact sourcing, leveraging demand from companies for digital work, and exploring new digital jobs. The initiative will train youth in skills like data entry and digital literacy to prepare them for these jobs. It will also work to coordinate governments and businesses to continue supporting digital jobs beyond the initiative. The goal is for youth to gain skills and stable employment, improving their lives and communities through greater social and economic participation and resilience.
Saiful Hidayat Internet/IT sebagai Wahana Syiar DigitalSaiful Hidayat
Internet and information technology can be used as a medium for digital da'wah. Telkom Indonesia aims to encourage the development of a healthy digital creative industry and community in Indonesia through various "Indigo Initiatives". These initiatives include programs like Indigo Fellowship which provides workshops, coaching and seed capital for creative business ideas. The infrastructure being developed includes digital content platforms, payment systems, and broadband/broadcast networks to support various sectors like SMEs, education and government. The goal is to promote "valuetainment creativity" and give people freedom to express themselves through the digital tools and platforms.
Great report from Accenture. AI and ML are shaping human capabilities to ensure a better human/machine collaboration. This is how CEOs and CIOs should look at talent to take fully advantage of the new technologies.
It is time we recognize that learning, technology, and workforce development are experiencing a global convergence. In today’s technology-driven world, knowledge and information are growing exponentially. As globalization and advancements in technology reshape society, they also generate an accelerated pace of change that is outpacing humans’ ability to adapt. This requires new approaches to how we upskill and reskill learners to better meet the demands of today and the future.
Tasks, Teams and Talent for the Future of WorkMartha Russell
Computation enables routine and predictable tasks to be automated; it leverages massive amounts of data to extract patterns, turn them into rules and apply those rules. Computer programs not only capture the “how” of human tasks but also the “what” of complex tasks. In a few decades, we’ve gone from machines that can execute a plan to machines that can plan. We've gone from computers as servants to computers as collaborators and team members. The expanding capabilities and applications of intelligent machines call for a more sophisticated understanding of the relationships between people and AI, especially as concerns the future of work for humans.
Around the world, organizations seek open channels and compete aggressively to recruit the best and the brightest minds to inspire, invent and implement a digital transformation – toward the Trillion Sensor Economy, toward the Internet of Things, AI-driven services, and a culture of abundance. Productive citizens, high performing workers and a fluid exchange of information are all essential for a high performance future. Preparations for this future must accommodate new organizational structures, evolving skill requirements and differences in what work means to diverse groups of people.
The mediaX “Thinking Tools for Wicked Problems” webinar series concludes with Martha Russell as she examines how we are interconnected in this networked world and how to orchestrate relational capital and shared vision to create the future we want to live in.
Human-Machine Interaction: Cognitives Models for a Hybrid Society. Presentation at The Transformation Society annual Meeting, 2020.
Cite: Ray Gallon and Neus Lorenzo (2020) Human Machine Interaction: Cognitives Models for a Hybrid Society. The Transformation Society, SlideShare presentation.
Further readings: Lorenzo, N & Gallon, R. (2018). A Social Constructionist Model for Human-Machine Ecosystems, Chapter 3 in 'Learning Strategies and Constructionism in Modern
Executive Director Steven Tobin presented at the CSLS Seminar to discuss the differences between labour shortages and skills shortages, how to measure them and how to adequately respond to them.
The Rockefeller Foundation's Digital Jobs Africa initiative aims to impact 1 million lives in six African countries by 2023. It will create sustainable digital employment opportunities for youth through impact sourcing, leveraging demand from companies for digital work, and exploring new digital jobs. The initiative will train youth in skills like data entry and digital literacy to prepare them for these jobs. It will also work to coordinate governments and businesses to continue supporting digital jobs beyond the initiative. The goal is for youth to gain skills and stable employment, improving their lives and communities through greater social and economic participation and resilience.
Saiful Hidayat Internet/IT sebagai Wahana Syiar DigitalSaiful Hidayat
Internet and information technology can be used as a medium for digital da'wah. Telkom Indonesia aims to encourage the development of a healthy digital creative industry and community in Indonesia through various "Indigo Initiatives". These initiatives include programs like Indigo Fellowship which provides workshops, coaching and seed capital for creative business ideas. The infrastructure being developed includes digital content platforms, payment systems, and broadband/broadcast networks to support various sectors like SMEs, education and government. The goal is to promote "valuetainment creativity" and give people freedom to express themselves through the digital tools and platforms.
Great report from Accenture. AI and ML are shaping human capabilities to ensure a better human/machine collaboration. This is how CEOs and CIOs should look at talent to take fully advantage of the new technologies.
It is time we recognize that learning, technology, and workforce development are experiencing a global convergence. In today’s technology-driven world, knowledge and information are growing exponentially. As globalization and advancements in technology reshape society, they also generate an accelerated pace of change that is outpacing humans’ ability to adapt. This requires new approaches to how we upskill and reskill learners to better meet the demands of today and the future.
A leaders' perspective on talent and culture in the idea economyBen Ponne
We are in the midst of the largest generational shift in human history. At the same time global trends start to disrupt talent management and culture in organisations. This will have a tremendous impact on how organisations will look like in the future.
G.Bs Presentation Of Kashmir Univ.National Convention Of Knowledge Resource I...Goutam Biswas
The document discusses knowledge management in the digital era. It outlines different types of knowledge including tacit and explicit knowledge. It also discusses the challenges of converting tacit knowledge to explicit knowledge. The document then describes the process of knowledge management including knowledge capture, organization, and preservation. It notes that knowledge management has become an important tool for promoting innovation. Finally, it stresses the importance of linking knowledge sources and workers through computer networks to build knowledge networks in libraries.
AUGMENTED AND VIRTUAL REALITY MEDICAL AND HEALTHDan Lejerskar
EON Reality is a leading provider of augmented and virtual reality solutions for knowledge transfer. Their platform allows for the creation, storage, distribution and analysis of AR/VR content across industries such as healthcare, manufacturing and education. Some key benefits of their platform include accelerating training, reducing costs, improving safety and increasing productivity. Their solutions address challenges such as the growing skills gap, rising training expenses and low attention spans by delivering engaging and immersive learning experiences. Example use cases for healthcare include surgical assistance, remote rehabilitation and enhancing medical education.
Smart Cities, Smart Citizens and Smart DecisionsMartha Russell
Presentation given on December 11, 2016 in Hong Kong, hosted by Savantas Policy Institute, The Hong Kong Computer Society, Hong Kong Industry-University-Research Collaboration Association, Invotech, Internet Professional Association (iProA), and Savantas Liberal Arts Academy.
We stand on the thresh hold of abundance. Higher productivity is possible. Better quality of life is possible. We have new opportunities in personal and family wellness. The technological advances in sensors, connectivity and data now provide a perfect storm of change – for smart cities, smart workplaces, smart education, and smart communities. In this perfect storm, relationships, trust and vision are essential for innovation leadership. Shared vision among smart citizens allows people operating independently to arrive together at the same future. Massive data permits continuous feedback for high quality decisions. Change is an imperative. Change is continual. In order to move forward, we must be both the architects and the engines of change.
The question before us is: Are we moving forward – and, are we doing so fast enough?
Uma reflexão sobre o presente e lançar o território para o futuroLuis Borges Gouveia
Uma reflexão sobre o presente e lançar o território para o futuro
Luis Borges Gouveia
Seminário
Mestrado de Administração Pública
Instituto Politécnico da Guarda
22 de Junho de 2012
Applying a performance lens in this ever changing social and economic environment that now typifies the status quo may be a more effective way in engaging everyone in learning; from the board to new entrants into the world of work. Lisa introduces a guide for the future of learning - a 5-point framework for learning professionals to construct a holistic learning strategy that supports learning in their organisations.
Augmented Reality and Virtual Reality in AviationDan Lejerskar
EON Reality provides an augmented virtual reality (AVR) platform to address challenges in aerospace knowledge transfer, training, and work performance. The platform allows for user-generated AVR content to accelerate learning, improve engagement, and enable experiential assessment. It supports virtual and augmented reality applications across devices for training, remote assistance, and integrating real-time data. EON Reality's AVR solutions can help aerospace companies reduce costs, improve safety, and increase productivity through more effective knowledge transfer, training, and worker assistance.
The document outlines ICT's strategic planning process. It discusses ICT's mission to transform education through technology. It presents ICT's mission, vision, values, and goals. It also performs a SWOT analysis, identifying strengths like experienced staff, weaknesses like limited funding, opportunities like new partnerships, and threats like resistance to change. Finally, it explains the significance of the double phoenix symbol representing rebirth and the beginning of a new life through creative and spiritual regeneration.
The document discusses trends in economics, information, and society in the 21st century including the shift to globalization, knowledge-based economies, flat organizations, customization, and virtual communication. It also outlines major challenges like climate change, environmental issues, and energy needs. Key themes discussed are the need for innovation in education to develop skills like creativity, adaptability, and critical thinking for a changing job market focused increasingly on knowledge and new technologies.
Konsep, Model dan Pengembangan Knowledge Management & e-Learning di PerusahaanDjadja Sardjana
Konsep, Model dan Pengembangan Knowledge Management dan E-Learning di Perusahaan
This document discusses concepts, models, and development of knowledge management and e-learning in companies. It begins with an introduction to the speaker and their background. It then covers topics such as the role of human capital and human resource management, knowledge management processes, learning organizations, and linking knowledge management and e-learning to corporate strategies. Examples of knowledge management initiatives at various companies are also provided.
How to develop a Knowledge Management Strategy for your Library Practical Pr...unulwbpartnership
In simple terms a KM strategy is the process of generating, codifying, and transferring explicit and tacit knowledge within an organization, getting the right information, to the right people, in the right place and at the right time.
This document provides guidance on developing a knowledge management strategy for a library. It outlines several key steps: 1) Identify problems to be solved, such as knowledge decay or high staff turnover. 2) Prepare for change by getting sponsorship and studying the existing culture. 3) Create an implementation team with a range of expertise. 4) Perform a knowledge audit to understand current assets and gaps. 5) Identify human capital and information resources. 6) Create knowledge management solutions like access applications or a knowledge warehouse. 7) Link knowledge to people through communities, processes, and technology. An effective strategy requires managing people, processes, knowledge, and infrastructure.
Generation switch: How to Transfer Boomer Brilliance to Tech-Savvy New HiresGovLoop
Every government agency is increasingly worried about one big problem: capturing Baby Boomer knowledge before it walks out the door. At the same time, government training leaders know that new hires have grown up with different learning tools, techniques and technology. How do you bridge what seems like an ever-growing gap in order to transfer critical knowledge and experience from one generation to the next?
The document discusses communities of practice and their value proposition. It proposes that communities of practice can develop testing grounds for piloting ideas with users before heavy investment. This promotes peer learning between colleagues and provides expert advice to strengthen evidence-based knowledge generation. Lessons learned can then support scaling up in similar circumstances elsewhere.
This document discusses challenges in knowledge management (KM) in education. It provides definitions of KM from various sources that emphasize systematic coordination of activities to share, create, store and use knowledge and expertise to achieve organizational goals. It identifies several challenges in implementing KM, including issues with knowledge itself, the lack of consensus around KM terms, overreliance on technology and documentation, and failure to accept failures. The document also presents a model for KM in education that uses different levels of knowledge building, use, organization, personalization and teaching.
This document provides an introduction to knowledge management (KM) and discusses its key concepts and evolution. It addresses:
1) KM gaining attention across disciplines as the economy shifts to knowledge-based. Effective KM drives innovation.
2) Knowledge is intangible and difficult to measure but critical to organizational survival. KM aims to increase useful knowledge through communication, learning opportunities, and knowledge sharing.
3) A KM initiative requires a focus on people, processes, and technology to create, share, and apply both explicit and tacit knowledge across the organization.
“We are currently preparing students for jobs and technologies that don’t yet exist… to solve problems that we don’t even know are problems yet.” — Richard Riley, former U.S. secretary of education
Corporate learning leaders have inherited one of the most difficult challenges of a changing world: Preparing a workforce for jobs that don’t yet exist. This webinar explores the vital skills and learning required to compete in the 21st century.
Charles Fadel, global lead for education at Cisco Systems and co-author of 21st Century Skills: Learning for Life in Our Times, and Michael E. Echols, Ph.D., executive vice president of Bellevue University and executive director of the university’s Human Capital Lab, bring their unique and complementary perspectives to what has been called the “most important conversation of our times.”
WillowDNA webinar march 2016 learning futureWillowDNA
This document discusses the future of learning over the next 10 years. It predicts that learning will become more personalized, accessible anywhere through mobile devices, and data-driven to provide continuous feedback. Learning professionals will shift towards being connectors who curate content and catalyze learning within communities. The future workforce will require skills like social intelligence, sense-making, and cognitive load management as jobs become more complex and AI impacts the labor market. Learning content will increasingly come from user-generated sources within communities.
PERSONALIZATION IN SENSOR-RICH ENVIRONMENTSMartha Russell
Issues and opportunities in designing personalized services, devices and apps for sensor-rich environments in the coming era of the privacy economy, the culture of self and the Internet of ME.
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The document discusses knowledge management in the digital era. It outlines different types of knowledge including tacit and explicit knowledge. It also discusses the challenges of converting tacit knowledge to explicit knowledge. The document then describes the process of knowledge management including knowledge capture, organization, and preservation. It notes that knowledge management has become an important tool for promoting innovation. Finally, it stresses the importance of linking knowledge sources and workers through computer networks to build knowledge networks in libraries.
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Presentation given on December 11, 2016 in Hong Kong, hosted by Savantas Policy Institute, The Hong Kong Computer Society, Hong Kong Industry-University-Research Collaboration Association, Invotech, Internet Professional Association (iProA), and Savantas Liberal Arts Academy.
We stand on the thresh hold of abundance. Higher productivity is possible. Better quality of life is possible. We have new opportunities in personal and family wellness. The technological advances in sensors, connectivity and data now provide a perfect storm of change – for smart cities, smart workplaces, smart education, and smart communities. In this perfect storm, relationships, trust and vision are essential for innovation leadership. Shared vision among smart citizens allows people operating independently to arrive together at the same future. Massive data permits continuous feedback for high quality decisions. Change is an imperative. Change is continual. In order to move forward, we must be both the architects and the engines of change.
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Applying a performance lens in this ever changing social and economic environment that now typifies the status quo may be a more effective way in engaging everyone in learning; from the board to new entrants into the world of work. Lisa introduces a guide for the future of learning - a 5-point framework for learning professionals to construct a holistic learning strategy that supports learning in their organisations.
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EON Reality provides an augmented virtual reality (AVR) platform to address challenges in aerospace knowledge transfer, training, and work performance. The platform allows for user-generated AVR content to accelerate learning, improve engagement, and enable experiential assessment. It supports virtual and augmented reality applications across devices for training, remote assistance, and integrating real-time data. EON Reality's AVR solutions can help aerospace companies reduce costs, improve safety, and increase productivity through more effective knowledge transfer, training, and worker assistance.
The document outlines ICT's strategic planning process. It discusses ICT's mission to transform education through technology. It presents ICT's mission, vision, values, and goals. It also performs a SWOT analysis, identifying strengths like experienced staff, weaknesses like limited funding, opportunities like new partnerships, and threats like resistance to change. Finally, it explains the significance of the double phoenix symbol representing rebirth and the beginning of a new life through creative and spiritual regeneration.
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Every government agency is increasingly worried about one big problem: capturing Baby Boomer knowledge before it walks out the door. At the same time, government training leaders know that new hires have grown up with different learning tools, techniques and technology. How do you bridge what seems like an ever-growing gap in order to transfer critical knowledge and experience from one generation to the next?
The document discusses communities of practice and their value proposition. It proposes that communities of practice can develop testing grounds for piloting ideas with users before heavy investment. This promotes peer learning between colleagues and provides expert advice to strengthen evidence-based knowledge generation. Lessons learned can then support scaling up in similar circumstances elsewhere.
This document discusses challenges in knowledge management (KM) in education. It provides definitions of KM from various sources that emphasize systematic coordination of activities to share, create, store and use knowledge and expertise to achieve organizational goals. It identifies several challenges in implementing KM, including issues with knowledge itself, the lack of consensus around KM terms, overreliance on technology and documentation, and failure to accept failures. The document also presents a model for KM in education that uses different levels of knowledge building, use, organization, personalization and teaching.
This document provides an introduction to knowledge management (KM) and discusses its key concepts and evolution. It addresses:
1) KM gaining attention across disciplines as the economy shifts to knowledge-based. Effective KM drives innovation.
2) Knowledge is intangible and difficult to measure but critical to organizational survival. KM aims to increase useful knowledge through communication, learning opportunities, and knowledge sharing.
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Corporate learning leaders have inherited one of the most difficult challenges of a changing world: Preparing a workforce for jobs that don’t yet exist. This webinar explores the vital skills and learning required to compete in the 21st century.
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O documento discute a criação de um ecossistema para o bem-estar no trabalho, abordando tendências globais e problemas atuais. Ele também destaca a importância das relações e redes de confiança para reduzir riscos e acelerar a inovação.
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In this slide, we'll explore how to set up warehouses and locations in Odoo 17 Inventory. This will help us manage our stock effectively, track inventory levels, and streamline warehouse operations.
This presentation includes basic of PCOS their pathology and treatment and also Ayurveda correlation of PCOS and Ayurvedic line of treatment mentioned in classics.
Main Java[All of the Base Concepts}.docxadhitya5119
This is part 1 of my Java Learning Journey. This Contains Custom methods, classes, constructors, packages, multithreading , try- catch block, finally block and more.
it describes the bony anatomy including the femoral head , acetabulum, labrum . also discusses the capsule , ligaments . muscle that act on the hip joint and the range of motion are outlined. factors affecting hip joint stability and weight transmission through the joint are summarized.
Talent Pipelines for Smart Cities, Hong Kong Productivity Council, 21 sept2017
1. 1
TALENT
PIPELINES
FOR
SMART
FUTURES
h1ps://www.martechadvisor.com/arBcles/account-‐based-‐markeBng-‐2/the-‐marriage-‐of-‐ai-‐and-‐abm-‐a-‐perfect-‐match-‐for-‐b2b-‐organizaBons/
• September
21,
2017
• Martha
G
Russell
• mediaX
at
Stanford
University
2. Deep Knowledge with Wide Applicability
IN
THE
HEART
OF
SILICON
VALLEY
IN
A
CULTURE
OF
RAPID
ITERATION,
WHERE
DISRUPTION
IS
CELEBRATED,
WHERE
TALENT,
INFORMATION
&
CAPITAL
RESOURCES
FLOURISH
THE
ISSUE
IS
NOT
THE
RATE
OF
TECHNOLOGY
TRANSFER
THE
ISSUE
IS
THE
EFFECTIVENESS
OF
INNOVATION
AND
KNOWLEDGE
TRANSFER
WE
CALL
THIS
“COLLABORATIVE
DISCOVERY”
The
mediaX
approach
WORK
ON
BOLD
IDEAS
WITH
BUSINESS,
TEST
SUCCESS/FAILURE
CONDITIONS,
ITERATE
RESULTS
QUICKLY,
TRANSFER
INSIGHTS
AT
EVERY
STAGE
H-STAR
HUMAN SCIENCES AND
TECHNOLOGIES
ADVANCED RESEARCH INSTITUTE
4. CSLI
Eng
EE Psy
Ed
SSP
SCIL
SCAnS
PBLL
GSB
Ling
CHIMe
Art
Discovery
Collabora/ons
Span
Stanford
Labs
School of Education;
Education and
Learning Sciences
Digital Art
Center
Graduate School
Of Business
Communication Between Humans
and Interactive Media
Stanford Center
for Innovations
in Learning
Project Based
Learning
Laboratory
Symbolic
Systems Program
Engineering
& Product
Design
Center for the Study Of
Language & Information
Stanford Center for
Anatomical Imaging
Computer
Science
Psychology
Linguistics
Phil
Philosophy
Law
Center for
Legal Informatics
LIFE
Learning in Informal and
Formal Environments
CS
Electrical Engineering
SHL Stanford Humanities Lab
VHIL
Virtual Human
Interaction Lab
PBLL
Work
Technology &
Organization
CIBR
Interdiscipinary
Brain Research
Center
Des Stanford Joint
Program in Design
d.school
5. Key
Points
• 1.
A
perfect
Storm
for
Change
and
TransformaBon
• Data
is
the
new
gold
–
for
digital
ciBes,
digital
living,
digital
working
• Technologies,
talent,
markets,
and
resources
are
local
&
global
• 2.
The
Human
Dimension
of
“Smart
Futures”
is
Crucial
• Partnerships
of
people
and
technology
• Smart
people
to
make
smart
decisions
• Smart
Futures
(I
o
T)
are
IdenBty
Systems
• Skilling
and
reskilling
are
urgent
• System
leadership
is
crucial
• 3.
Shared
Vision
and
Trust
Accelerate
InnovaBon
• InnovaBon
ecosystems
are
built
on
relaBonal
capital
• Stories
ma1er
-‐
we
are
“Homo
NarraBve”
9. We Have Survived Previous Transformations!
2
–
4
–
8
–
16
-‐
?
Zero
10. #1-A Data is the New Gold – for Living, Working, Mobility
11. Expert
Crowd-‐sourcing
with
Flash
Teams
h1p://flashteams.stanford.edu/
h1p://www.youtube.com/watch?v=teOBdtZR5uQ&list=PL2rro4X-‐RbDFWjQV_-‐XlHklj2bD3aNAr5#t=37
#1-B Know-How, Talent, Markets are Local and Global
12. #1-B Pop-up Employers: Build Team, Do Work, Say Good-bye
h1ps://www.nyBmes.com/2017/07/12/business/economy/flash-‐organizaBons-‐labor.html?smprod=nytcore-‐iphone&smid=nytcore-‐iphone-‐share
New
York
Times
By
NOAM
SCHEIBERJULY
12,
2017
13. 13
Partnerships
of
Human
and
Automated
Intelligence
Iden/ty
Systems
Smart
Decisions
Smart
Re-‐skilling
Smart
System
Leadership
#
2
THE
HUMAN
DIMENSION
OF
“SMART”
IS
CRUCIAL
14. “SMART”
is
an
Ecosystem
of
Data–Tech–People
CompuBng
Infrastructure
&
Energy
h1p://www.vaqueronet.com/colocaBng.php
h1p://www.alpheuscommunicaBons.com
Algorithms & Service Infrastructure
h1p://mashable.com/2009/04/30/facebook-‐friends-‐page/
USERS & Social Networks
Technology Infrastructure and Support
#
2-‐B
PARTNERSHIPS
OF
HUMAN
AND
AUTOMATED
INTELLIGENCE
20. #2-‐C
Smart
Futures
Require
People
Making
Smart
Decisions
In
automaBon
and
AI,
we
see
the
intertwining
of
humans
as
meaning-‐makers
and
as
sense-‐makers
21. Smart
Futures
Require
People
Making
Smart
Decisions
Non-‐verbal
&
Verbal
Dialogues
with
Automated
Agents
22. Smart
Futures
Require
People
Making
Smart
Decisions
PersonaliBes
and
Back-‐Stories
of
Automated
Agents
23. Smart
Futures
Require
People
Making
Smart
Decisions
SMART
=
Sense-‐Making
+
Making
Sense
24. #3-‐C
Smart
Futures
Enable
ConBnuous
Re-‐skilling
for
Smart
People
Workforce
and
learning
pathways
are
shiring
25. #3-‐C
Smart
Futures
Enable
ConBnuous
Re-‐skilling
for
Smart
People
Roy
Pea
David
Jacks
Professor
of
EducaBon
and
Learning
Sciences
and
Faculty
Director,
H-‐STAR
InsBtute
“Technology
is
not
simply
an
amplifier,
it
re-‐organizes
the
acBvity
systems
in
which
learning,
conversaBon,
work,
and
representaBonal
pracBces
are
achieved.”
Mar/n
Carnoy
Vida
Jacks
Professor
of
EducaBon
and
Economy
and
Faculty
Co-‐Director
Lemann
Center
“There
is
an
increasingly
close
relaBonship
between
physical
and
human
capital.
A
major
complementary
investment
is
required
in
the
human
capital
required
for
modernizing
21st
Century
systems.
”
26. Skilling
and
Re-‐skilling
for
Smart
Futures
The
Increasingly
Close
RelaBon
Between
Physical
and
Human
Capital
• “As
urban
systems
developed
and
built
to
support
20th
century
economic
development
and
demographics
rapidly
become
anachronisBc,
they
will
be
replaced
by
new
soluBons
using
much
more
sophisBcated
technologies
that
are
more
appropriate
to
21st
century
development.
• The
choice
of
soluBons,
the
type
of
physical
capital
and
the
technologies
inherent
in
those
soluBons,
and
the
implementaBon,
installaBon,
operaBon,
and
maintenance
of
the
new
technologies
require
a
major
complementary
investment
in
the
human
capital
required
for
these
different
stages
of
modernizing
the
system.
– MarBn
Carnoy,
Professor
and
EducaBonal
Economist,
Graduate
School
of
EducaBon,
Stanford
University
27. Skilling
and
Re-‐skilling
for
Smart
Futures
“1:
The
more
general
the
knowledge,
the
less
likely
private
firms
will
pay
for
transferring
the
knowledge
to
their
employees.
Vice-‐versa
for
knowledge
highly
specific
to
a
parBcular
technology
(Becker,
1964).
2:
The
more
abstract
and
general
the
knowledge
to
be
transferred,
the
more
the
training
requires
face
to
face
interacBon
and
powerful
teaching;
ie,
business
decision-‐making
training
for
execuBves.
3:
The
more
specific
the
knowledge
to
be
transferred,
the
more
the
experBse
can
be
taught
in
direct
contact
with
the
technology,
or
virtually;
ie,
flight
simulators
for
pilot
training.”
Axioms
for
Developing
Training
Programs
MarBn
Carnoy,
Professor
and
EducaBonal
Economist,
Graduate
School
of
EducaBon,
Stanford
University
28. Skilling
and
Re-‐skilling
for
Smart
Futures
General
Axioms
for
VocaBonal
EducaBon
• “In
the
context
of
most
market
economies,
vocaBonal
educaBon
that
is
preparing
workers
in
secondary
schools
for
specific
jobs
has
not
been
very
successful
unless
the
vocaBon
is
one
that
is
in
especially
high
demand
at
the
Bme
the
students
graduate.”
• Specific
job
preparaBon
is
most
successful
when:
– It
takes
place
in
firms
training
already
employed
workers
on
equipment
that
the
workers
will
actually
use
arer
training,
OR
– In
training
insBtuBons
such
as
HKPC
Training
InsBtute,
that
are
linked
to
groups
of
firms
and
train
workers
employed
in
those
firms
for
tasks
specified
by
the
firms.
• “Training
for
tasks
using
new
technology
requires
access
of
trainers
and
trainees
to
the
new
technology,
usually
requiring
the
training
to
take
place
at
the
firms
already
possessing
the
technology
by
trainers
familiar
with
it.”
– MarBn
Carnoy,
Professor
and
EducaBonal
Economist,
Graduate
School
of
EducaBon,
Stanford
University
30. Skilling
and
Re-‐skilling
for
Smart
Futures
Training
the
Technicians
Who
Will
Install,
Operate,
and
Maintain
the
New
Systems
31. Skilling
and
Re-‐skilling
for
Smart
Futures
Preparing
ExecuBves
to
Move
into
the
Next
GeneraBon
of
Technologies
and
Beyond
Henley
Business
School
32. Skilling
and
Re-‐skilling
for
Smart
Futures
Opportunity
1:
Personalized
learning
at
scale
Always-‐on
networked
world
of
educaBonal
opportuniBes
that
opBmize
learning
at
many
levels
of
difficulty
and
assistance.
– Mapping
dependency
relaBonships
– Metadata
tagging
– RecommendaBon
engines
– Digital
assessment
and
feedback
systems
– IdenBty
and
relaBonships
in
the
technology-‐enhanced
learning
process
Roy
Pea,
Professor
Learning
Sciences
and
Technology
Design,
Stanford
University,
Na=onal
Research
Council’s
Grand
Challenges
for
Educa=on
for
Life
and
Work.
33. Skilling
and
Re-‐skilling
for
Smart
Futures
Opportunity
2:
MulB-‐modal
learning
MediaRoom
-‐
UNI-‐Konstanz
Virtual
InteracBon
Lab
-‐
Stanford
InteracBon
science
and
technology;
Sensory
modaliBes
and
mulB-‐sensory
experiences
of
embodied
semioBc
interacBons,
meaning
in
context;
Technologies
and
methodologies
for
integraBng
diverse
types
of
data
(from
sensor
streams,
workbench
streams
and
human-‐
coded
data
for
pa1ern
detecBon
–sense
making);
In
situ
experiences
for
rich
interacBon
with
data
stream
interrelaBonships
– Roy
Pea,
Professor
Learning
Sciences
and
Technology
Design,
Stanford
University
34. #2-‐E
System
Leadership
is
Crucial
• The
‘Commons’
refers
to
shared
resources
in
which
all
stakeholders
have
interests
• It
concerns
a
Common
Set
of
Problems/SoluBons
• Elinor
Ostrom,
Nobel
Laureate,
Governing
the
Commons:
– “All
efforts
to
organize
collecBve
acBon
.
.
.
Must
address
a
common
set
of
problems.”
– Commitment,
governance,
resources
– This
includes
informaBon,
data
and
issues
about
public
knowledge,
the
public
domain,
open
science,
and
the
free
exchange
of
ideas.
• System
leadership
is
the
criBcal
element
36. • The
listener’s
brain
determines
how
a
story
is
heard
• Influence
by
– framing
– parBcipaBon
Put
ME
in
the
Story
#3
Shared
Vision
and
Trust
Accelerate
InnovaBon
37. The Way We Think About Organizations
New
OrganizaBonal
Chart
Based
on
RelaBonships
Relationship-Focused Co-Creation Infrastructure
Change
and
transforma=on
are
interlocked
through
key
people
–
informa=on
flow,
norms,
mental
models.(Davis,1996)
#3-A Shared Vision Is Built on Relational Capital
38. Agents
Events
Impact
Coalitions
Shared
Vision
TransformaBon
Iterative
Alignment
Interact &
Feedback
Co-Create
Value
Through
Context,
Culture,
Capital
Russell, M.G., Still, K., Huhtamäki, J., and Rubens, N., “Relational Capital for Shared Vision in Innovation Ecosystems,” in Gebhardt,
C., and Meig, H.A. (Eds.), Special Issue: The Spatial Dimension of Innovation: Triple Helix and the City, Triple Helix Journal,
Forthcoming.
#3-A Shared Vision Guides the Transformation
40. • The
listener’s
brain
determines
how
a
story
is
heard
• Influence
by
– framing
– parBcipaBon
Put
ME
in
the
Story
h1p://uphillwriBng.org/wp-‐content/uploads/2011/11/Reality-‐Mirror.gif
Inclusion
Means
Being
Part
of
the
Story
41. Key
Points
• 1.
A
Perfect
Storm
for
Change
and
TransformaBon
• Data-‐driven
• Local
&
Global
• 2.
The
Human
Dimension
of
“Smart
CiBes”
is
Crucial
• Partnerships
of
Human
and
AI
• Smart
Decisions
• IdenBty
Systems
• Re-‐skilling
• System
Leadership
• 3.
Shared
Vision
and
Trust
Accelerate
InnovaBon
• RelaBonal
capital
• Stories
• Martha
G
Russell
• Martha.russell@stanford.edu
• mediax.stanford.edu
Talent Pipelines for Smart Futures