Keynote by Joseph E. Stiglitz at HLEG event "Beyond GDP: What counts for economic & social performance? Understanding different daily life challenges of Europeans", Jointly organised by Bertelsmann Stiftung & the OECD-hosted HLEG
The theory of Technical dualism is one of the theories of dualism. Professor Higgins has developed the theory of Technological Dualism. By this, he means: "The use of different production functions in the advance sector and in the traditional sectors of UDCs".
In economics, the theory of the second best concerns the situation when one or more optimality conditions cannot be satisfied.
The economists Richard Lipsey and Kelvin Lancaster showed in 1956, that if one optimality condition in an economic model cannot be satisfied, it is possible that the next-best solution involves changing other variables away from the values that would otherwise be optimal.
Politically, the theory implies that if it is infeasible to remove a particular market distortion, introducing a second (or more) market distortion may partially counteract the first, and lead to a more efficient outcome.
The theory of Technical dualism is one of the theories of dualism. Professor Higgins has developed the theory of Technological Dualism. By this, he means: "The use of different production functions in the advance sector and in the traditional sectors of UDCs".
In economics, the theory of the second best concerns the situation when one or more optimality conditions cannot be satisfied.
The economists Richard Lipsey and Kelvin Lancaster showed in 1956, that if one optimality condition in an economic model cannot be satisfied, it is possible that the next-best solution involves changing other variables away from the values that would otherwise be optimal.
Politically, the theory implies that if it is infeasible to remove a particular market distortion, introducing a second (or more) market distortion may partially counteract the first, and lead to a more efficient outcome.
The Kaldor-Hicks Compensation Principle was given by British Economists Nicholas Kaldor And Noble laureate John Hicks. Both are famous for giving their contribution to economic concepts in the existing knowledge of literature.
Professor Hala Myint has developed the theory of financial dualism. Such dualism rises because of division of money markets in unorganized and organized money markets in LDCs.
The economic literature ever since the dawn of modern economics has been much preoccupied with the issue of economic growth Economic growth has also been understood to establish the conditions for economic development The better-known models of economic growth such as the Lewis, Rostow Harrod Domar Solow, and Romer growth models are discussed
OECD Well-being and Mental Health Conference, Carrie Exton, OECDStatsCommunications
Session on Integrated approaches to mental health: where do we stand, where do we need to go next?, 6 December 2021, more information at www.oecd.org/wise/well-being-and-mental-health.htm
The Kaldor-Hicks Compensation Principle was given by British Economists Nicholas Kaldor And Noble laureate John Hicks. Both are famous for giving their contribution to economic concepts in the existing knowledge of literature.
Professor Hala Myint has developed the theory of financial dualism. Such dualism rises because of division of money markets in unorganized and organized money markets in LDCs.
The economic literature ever since the dawn of modern economics has been much preoccupied with the issue of economic growth Economic growth has also been understood to establish the conditions for economic development The better-known models of economic growth such as the Lewis, Rostow Harrod Domar Solow, and Romer growth models are discussed
OECD Well-being and Mental Health Conference, Carrie Exton, OECDStatsCommunications
Session on Integrated approaches to mental health: where do we stand, where do we need to go next?, 6 December 2021, more information at www.oecd.org/wise/well-being-and-mental-health.htm
BRAINPOoL (Bringing alternative indicators into policy) is an EU-funded project aimed at identifying and overcoming the barriers to ‘Beyond GDP’ indicators being used in policy.
During the project we are carrying out research and interviews, conducting workshops and knowledge-brokerage seminars and undertaking various action research case studies to explore ways to improve the uptake of Beyond GDP indicators.
Where is the demand for ‘Beyond GDP’ indicators?nefwellbeing
BRAINPOoL (Bringing alternative indicators into policy) is an EU-funded project aimed at identifying and overcoming the barriers to ‘Beyond GDP’ indicators being used in policy.
Linking well-being evidence across the policy cycle and across different time...StatsCommunications
Session 2 of the virtual event series on Implementing a well-being approach to policy and international partnerships in Latin America, 28-30 June 2022, More information at: https://www.oecd.org/wise/lac-well-being-metrics.htm
In many countries inequality is growing as the benefits of economic growth go to the richest members of society. Inclusive Growth is all about changing the rules so that more people can contribute to and benefit from economic growth. For more information see www.oecd.org/gov/inclusive-growth-and-public-governance.htm
The spirit level revisited - slides 15 Mar 17NevinInstitute
Slides from NERI Seminar on ‘The Spirit level revisited: importance of relative income position for well-being’ , presentation by Dr Lisa Wilson, Economist, NERI on 15th March, 2017.
As part of its overall mission of promoting the well-being of humanity throughout the world, The Rockefeller Foundation developed the goal of advancing inclusive economies. The framing of this goal is deliberate: the word inclusive stresses the need to overcome disadvantage while the choice of economies versus growth suggests the need to consider all dimensions of economic life. This executive summary outlines efforts to develop a framework to better understand and measure the characteristics of an inclusive economy. It includes:
• The evolution of the concept of an inclusive economy
• Key lessons learned from an analysis of indicator initiatives
related to measuring an inclusive economy
• A recommended indicator framework composed of 5 broad
characteristics, 15 sub-categories, and 57 indicators
• Implications for future work
For more details, a full report is available at:
inclusiveeconomies.org
What is Beyond GDP? And how are Beyond GDP indicators used?nefwellbeing
BRAINPOoL (Bringing alternative indicators into policy) is an EU-funded project aimed at identifying and overcoming the barriers to ‘Beyond GDP’ indicators being used in policy.
The Dynamics of Building Political Support for Social Protection in Uganda: I...BASIS AMA Innovation Lab
A presentation by Charles Lwanga-Ntale from the 2009 BASIS Conference on "Escaping Poverty Traps: Connecting the Chronically Poor to the Economic Growth Agenda."
Aid and Growth in Perspective - Lecture by Finn TarpUNU-WIDER
A lecture by Professor Finn Tarp, UNU-WIDER Director, on 5 April 2018 at the Paris Sorbonne Sustainable Development Seminar on the topic ’Aid and Growth in Perspective’.
Consreuction Management in Developing Countries; Lecture 1, concepts of development, causes of underdevelopment, commonalities and differences among developing countries
Similar to Joseph E. Stiglitz - HLEG event "Beyond GDP: What counts for economic & social performance?" (20)
Presentation from Tatsuyoshi Oba, Executive Manager of Group HR Division, Persol Holdings during the OECD WISE Centre & Persol Holdings Workshop on Advancing Employee Well-being in Business and Finance, 22 November 2023
Presentation from Amy Browne, Stewardship Lead, CCLA Investment Management, during the OECD WISE Centre & Persol Holdings Workshop on Advancing Employee Well-being in Business and Finance, 22 November 2023
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
StarCompliance is a leading firm specializing in the recovery of stolen cryptocurrency. Our comprehensive services are designed to assist individuals and organizations in navigating the complex process of fraud reporting, investigation, and fund recovery. We combine cutting-edge technology with expert legal support to provide a robust solution for victims of crypto theft.
Our Services Include:
Reporting to Tracking Authorities:
We immediately notify all relevant centralized exchanges (CEX), decentralized exchanges (DEX), and wallet providers about the stolen cryptocurrency. This ensures that the stolen assets are flagged as scam transactions, making it impossible for the thief to use them.
Assistance with Filing Police Reports:
We guide you through the process of filing a valid police report. Our support team provides detailed instructions on which police department to contact and helps you complete the necessary paperwork within the critical 72-hour window.
Launching the Refund Process:
Our team of experienced lawyers can initiate lawsuits on your behalf and represent you in various jurisdictions around the world. They work diligently to recover your stolen funds and ensure that justice is served.
At StarCompliance, we understand the urgency and stress involved in dealing with cryptocurrency theft. Our dedicated team works quickly and efficiently to provide you with the support and expertise needed to recover your assets. Trust us to be your partner in navigating the complexities of the crypto world and safeguarding your investments.
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Joseph E. Stiglitz - HLEG event "Beyond GDP: What counts for economic & social performance?"
1. GOING BEYOND GDP: MEASURING WHAT
COUNTS FOR ECONOMIC AND SOCIAL
PERFORMANCE
HIGHLIGHTS OF THE HLEG REPORTS
Professor Joseph E. Stiglitz
Bertelsmann Stiftung virtual conference
16 June 2020
2. THE HIGH-LEVEL EXPERT GROUP
• Follow-up to the 2007 Commission on Measurement of Economic Performance and
Social Progress (Stiglitz-Sen-Fitoussi, SSF)
• SSF key message: “GDP is not a measure of well-being. Growth is a means to an end, rather than
end in itself” (Mismeasuring Our Life)
• Need to take into account non-economic factors that shape people’s quality of life; distribution of
outcomes across population groups; sustainability, including depletion of environmental
resources
• Independent group, hosted by OECD, established in 2013 to pursue the ‘Beyond GDP’
agenda undertaken since 2009 nationally and internationally
• Two reports released in November 2019 in Incheon (Korea) at 6th OECD World Forum
on Statistics, Knowledge and Policy:
Chairs’ Summary
Beyond GDP: Measuring What Counts for Economic and Social Performance)
Collection of authored chapters by selected HLEG members
For Good Measure: Advancing Research Beyond GDP 2
3. HLEG membership
3
Chairs
Joseph E. Stiglitz, Columbia University
Jean-Paul Fitoussi, Sciences-Po, Paris and
Luiss University, Rome
Martine Durand, OECD
Members
Yann Algan, Sciences-Po, Paris
François Bourguignon, Paris School of Economics
Angus Deaton, Princeton University
Enrico Giovannini, University of Rome Tor Vergata
Jacob Hacker, Yale University
Geoffrey Heal, Columbia University
Ravi Kanbur, Cornell University
Alan Krueger, Princeton University
Nora Lustig, Tulane University
Jil Matheson, Former UK National Statistician
Thomas Piketty, Paris School of Economics
Walter Radermacher, Former DG Eurostat
Chiara Saraceno, Honorary fellow, Collegio
Carlo Alberto, Turin
Arthur Stone, University of Southern California
Yang Yao, Peking University
Rapporteurs
Marco Mira d’Ercole, OECD
Elizabeth Beasley, CEPREMAP, Sciences-Po
4. Two key messages from the HLEG reports
Measures: What you measure affects what you do. If you measure the
wrong thing, you will do the wrong thing. If you don’t measure something it
becomes neglected, as if the problem did not exist
When measures don’t reflect well citizens perceptions of what is
happening, there can be an erosion of trust
As in SFS, need dashboard—not a single number—to summarize what is
going on
Policies: Issues of measurement are not only technical, but go to the root
of our democratic system; they will shape whether policy can connect to the
concerns of ordinary people 4
5. Main themes of the HLEG reports
1. Better measuring the effects of the 2008 financial crisis
could have led to better policy response
2. Deepen analysis of themes already in SSF (e.g. inequalities, subjective well-
being, sustainability and begin enquiry into new ones (e.g. inequality of
opportunity, economic insecurity, trust, resilience)
recognising and addressing concerns that weigh heavily in people’s
daily life
3. Encourage use of new well-being metrics in policy decisions
moving beyond identifying “problems”, to anchor well-being
metrics in the design, implementation and evaluation of public
rules
ALL THEMES RELEVANT FOR RESPONSE TO COVID-19 CRISIS
TODAY’S TALK WILL FOCUS ON A FEW OF THEM ONLY
5
6. BETTER MEASURING THE EFFECTS OF
THE 2008 FINANCIAL CRISIS
Reports emphasize the need to pay greater attention to measuring:
• permanent effects of the recession : the “missing wealth”
• balance sheets (liabilities & assets) of all sectors
• impacts of the crisis on more intangible aspects of people’s life (e.g. economic insecurity,
subjective well-being, trust, health, human capital)
If there had been greater awareness of the true costs of austerity, or more broadly,
of an inadequate response to the crisis, perhaps governments would have
responded better
• This is an important lesson for the response to the Covid-19 crisis: governments should
not withdraw their support measures as soon as signs of economic pick-up emerge
6
7. Permanent effects of the 2008 financial crisis:
“Missing wealth”?
7
The “permanent” effects of the financial crisis exceeded 1 year of GDP
8. DEEPEN RESEARCH AND STATISTICAL EFFORTS
ON PREVIOUS SSF THEMES
Improving existing measures :
A. Inequalities in economic resources
B. Inequalities across population groups
C. Subjective well-being
D. Sustainability and resilience
The Covid-19 crisis has exacerbated economic inequalities, has affected
people’s well-being and some groups have been disproportionately affected
Sustainability and resilience will need to be strengthened
8
9. A. Inequalities in economic resources
• What? Inequalities in earnings, income, consumption, wealth
• Within countries and at the world level
• Integrating economic inequalities in macro-economic statistics (to answer the
question “who benefits from GDP growth?”)
• Where do we stand?
• Issues of timeliness, under-coverage, under-reporting at both ends of income
distribution
• Lack of statistical standards and data for inequalities in consumption and wealth
9
10. HLEG recommendations on inequalities
in economic resources
• What should be done?
• Defining a more comprehensive income concept (incl. benefits in kind, including health
services, consumption taxes, capital gains), with metrics produced as “experimental
statistics”
• Systematically assessing scope for underreporting and non-coverage of the rich, allowing
NSOs to use (anonymised) tax records for linking to survey records
• Using all data sources on wealth and income inequality (e.g. surveys, censuses, lists of
large wealth-holders, administrative data on people’s estate at death and on annual
wealth taxes)
• Addressing inconsistencies in international datasets used for research
10
11. B. Inequalities across population groups
• What? Inequalities in all well-being outcomes (e.g. not just income, but health, jobs,
skills, social connections, political voice, etc.) between people sharing common
characteristics (e.g. age, gender, ethnicity, place of living, country of birth)
• These shape people’s identity, affect people’s well-being, are a source of discrimination,
political grievances & mass mobilisation
• Concerns about racial inequities are at the source of recent protests in US
• Where do we stand?
• Few comparative measures of the relevant outcomes
• Differences in range of individual characteristics considered in national and
international studies for different outcomes, makes cross country comparisons
more difficult 11
12. Life expectancy for men at age 25 and 65 by education
(gaps, tertiary less lower secondary education )
12
Large inequalities in health by education
13. HLEG recommendations on group inequalities
• What should be done?
• Define common set of group categories (e.g. disability, gender, ethnicity, place of living)
implemented throughout the statistical system, and assess broad range of inequalities
(e.g. health, education, political voice) beyond economic ones
• Focus on gender inequalities :
• develop measures of intra-household income inequality through either inclusion of specific
questions in surveys or through more systematic collection of data for all household members
• develop measures of the gender wealth gap by including questions on ownership of key assets and
marital regimes
13
14. BEGIN ENQUIRY ON NEW THEMES
Developing metrics in new fields :
A. Inequality of opportunity
B. Economic insecurity
C. Trust
The Covid-19 is particularly affecting vulnerable people, e. g. those
economically insecure or with multiple disadvantages, who will require
attention
Trust in others and in institutions is key for the success of Covid-19
response and recovery phases
14
16. B. Economic insecurity
• What? Vulnerability to economic losses, where “economic” is used as descriptor
of the consequences (income losses) rather than of its cause (e.g. sickness,
unemployment, family breakdown)
• Many reforms have shifted risks from firms/governments to households
• With limited savings, large fractions are not able to cope
• Where do we stand?
• No measure (either objective of subjective) widely used and accepted
• Measures consistent with available theory and evidence exist: they could
be produced with existing data, and should be used in policy
• Should use both subjective and objective measures
16
18. HLEG recommendations on economic insecurity
• What should be done?
• Encouraging multi-disciplinary research on concepts (salient risks, available buffers) and
measures (identify causality and confounders)
• Improving the evidence base (panel data; linking panel and administrative data on benefit-
use; incorporate small set of ‘security questions’ in opinion surveys; assess relation
between objective and subjective measures)
• Identifying small number of core metrics (e.g. income shocks, available buffers, perceived
insecurity, “named risks”, e.g. unemployment, disability)
18
19. USING WELL-BEING METRICS IN PUBLIC POLICIES
• Anchoring these new well-being indicators
in all phases of the « policy cycle »,
beyond the simple diagnostic
• Several national initiatives
• Italy: Budget Reform Law
• New Zealand: first “well-being budget” in 2019
• Scotland, Finland, Iceland, Wales, Slovenia, Slovakia:
new performance frameworks, national development plans
• United Kingdom: range of instruments for public officials
19
• Common goals
Identifying outcomes, objectives, targets, indicators
Joining up across government to deliver shared aims
A management tool and feedback mechanism
20. Relevance of HLEG work for policy response
to COVID-19 Crisis
• Pandemic has shown consequences of
• High level of vulnerability: in the US low level of social protection,—workers going to work who are sick
because (i) they have no paid sick leave; and (ii) have no cash balances—living paycheck to paycheck; in
Europe people in precarious jobs, with no financial buffer, leaving in poor housing conditions, little access to
digital services
• High level of health and other well-being inequalities
• Horizonal inequities fueled social unrest
• Low level of preparedness (lack of stockpiles, lack of planning) and low level of resilience (private sector
couldn’t even produce masks, protective gear)
• Reflecting short-sightedness on part of both government and private sector
• Private sector driven by short term metrics (focusing on not savings from not providing paid sick leave, not having empty
hospital beds)
• Better metrics might have led us to be better prepared. We need a dashboad of indicators
• Covid-19 crisis provides opportunities to apply a well-being lense to the policy response by
focusing on the right things and taking a long-term perspective to build resilience in people and
systems
20