HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
Launch of Growth and Poverty in Sub-Saharan Africa BookUNU-WIDER
On 22 April 2016 UNU-WIDER visits the Swedish International Development Cooperation Agency to launch the new open access book Growth and Poverty in Sub-Saharan Africa. Resulting from UNU-WIDER’s project on ’Reconciling Africa’s growth, poverty and inequality trends: growth and poverty’— the book provides a comprehensive re-examination of Africa’s growth, poverty and inequality trends. While the economic growth renaissance in sub-Saharan Africa is widely recognized, much less is known about progress in living conditions. This book comprehensively evaluates trends in living conditions in 16 major sub-Saharan African countries, corresponding to nearly 75% of the total population.
Finn Tarp: A High Five to the AfDB: WIDER commentsUNU-WIDER
Finn Tarp's comments at the seminar discussion 'Unlocking Africa's development potential - how to translate economic growth into development goals’ in Helsinki on 9 June 2016.
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
Launch of Growth and Poverty in Sub-Saharan Africa BookUNU-WIDER
On 22 April 2016 UNU-WIDER visits the Swedish International Development Cooperation Agency to launch the new open access book Growth and Poverty in Sub-Saharan Africa. Resulting from UNU-WIDER’s project on ’Reconciling Africa’s growth, poverty and inequality trends: growth and poverty’— the book provides a comprehensive re-examination of Africa’s growth, poverty and inequality trends. While the economic growth renaissance in sub-Saharan Africa is widely recognized, much less is known about progress in living conditions. This book comprehensively evaluates trends in living conditions in 16 major sub-Saharan African countries, corresponding to nearly 75% of the total population.
Finn Tarp: A High Five to the AfDB: WIDER commentsUNU-WIDER
Finn Tarp's comments at the seminar discussion 'Unlocking Africa's development potential - how to translate economic growth into development goals’ in Helsinki on 9 June 2016.
The Emerging “Quiet Revolution” in African Agrifood Systems: Challenges for Mozambique - David Tschirley, Michael Dolislager, Jason Snyder, Thomas Reardon
Presentation at MSU/IFPRI conference on “Agricultural Public Investments, Policies, and Markets for Mozambique’s Food Security and Economic Transformation”, Maputo, Mozambique, 20 November 2014
After 2015 Agenda for Africa - Why development should be seen from individu...Euforic Services
Presentation by Yehualashet Mekonen (ACPF) during the High Level Policy Forum - After 2015: Promoting Pro-poor Policy after the MDGs - Brussels, 23 June 2009 - http://www.bit.ly/after2015
Using two survey rounds from IFPRI's Bangladesh Integrated Household Survey (BIHS), IFPRI researchers from the Bangladesh Policy Research and Strategy Support Program (PRSSP) analyze trends on poverty and women's empowerment in southwest Bangladesh between 2011/12 and 2015.
Reorienting a development agenda to accommodate the new African realities and its urban future is not as simple as it seems says Dr Sue Parnell in this presentation given at the UNHabitat "Take Off" Conference in Nairobi, December 2013
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
Oxford Poverty and Human Development Initiative fashioned the Multidimensional Poverty Index to better capture the different dimensions of deprivation. It used 10 variables spread across the 3 dimensions of Education (2), Health (2), and Living Standards (6).
Current state of migration in the Mediterranean - Nov 2016 by OECDICMPD
The OECD presents seven migration challenges and opportunities:
1. Continuing emigration from MENA to OECD countries
2. Existence of large diasporas in the OECD
3. Return migration to MENA countries
4. International students
5. Remittances
6. Transit migration in MENA countries
7. Emerging permanent immigration to MENA countries
How the world views migration - by IOM Global Migration Data Analysis CentreICMPD
"How the World Views Migration" is also about the potential role of diasporas in shaping public opinion on migration. There is a strong influence of public opinion on migration policymaking. Public attitudes towards migration affect migrants (in origin/destination countries) - Migration management includes managing perceptions of migration.
Yaw Adu-Gyamfi-how Africa fared with the MDGs- should Africa bother with the ...Yaw Adu-Gyamfi
Globally, there have been a reduction in poverty levels and diseases with the adoption and implementation on the global millennium development goals from year 2000 to 2015. In September 2015, the world gathered to adopt yet another set of goals, this time 17 sustainable development goals with 169 indicators for the next 15 years. The presentation delivered at IMANI Ghana organized Students and Young Professionals African Liberty Academy-SYPALA at the University of Ghana businesses school, tried to answer the question of "how Africa fared with the MDGs and whether Africa should bother with the new SDGs.
Environmental change and economic development in africaUNU-WIDER
With CoP21 fast approaching, and given the fact that developing countries are likely to play a greater role than they did six years ago at CoP15, this was a timely and important topic. Using research from our Growth and Poverty Project to lay out the economic progress Africa has made over the last twenty years, my contribution to the forum served to provide a background against which the other discussions could take place.
Contextualising demographic transition in subSaharan AfricaSeamus Grimes
It explores different perspectives on demographic change in the context of sub-Saharan Africa, paying particular attention to the case of Kenya. It will seek to understand the relatively high levels of fertility, mortality and population growth in sub-Saharan Africa, despite the many decades of population programmes focusing on raising levels of contraceptive prevalence. Having explored the different philosophical perspectives, attention will be focused on empirical trends in relation to the dynamics of population change in the region.
Keynote Address: Accelerating Progress Towards the Achievement of SDGs in the...ESD UNU-IAS
Keynote Address: Accelerating Progress Towards the Achievement of SDGs in the Kingdom of Eswatini
Ms Lungile Dladla
9th African Regional RCE Meeting
5-7 August, 2019, Luyengo, Eswatini
Body Code Animation Visualizing the Code of LifeBya.docxjasoninnes20
Body Code Animation:
Visualizing the Code of Life
By
asdf
The Millennium Development Goals Report
2015
UNITED NATIONS
Cover Inside
This report is based on a master set of data that has been compiled by the Inter-Agency and Expert
Group on MDG Indicators led by the Department of Economic and Social Affairs of the United nations
Secretariat, in response to the wishes of the General Assembly for periodic assessment of progress
towards the MDGs. The Group comprises representatives of the international organizations whose
activities include the preparation of one or more of the series of statistical indicators that were identified as
appropriate for monitoring progress towards the MDGs, as reflected in the list below. A number of national
statisticians and outside expert advisers also contributed.
ECOnOMIC AnD SOCIAL COMMISSIOn FOR ASIA AnD THE PACIFIC
ECOnOMIC AnD SOCIAL COMMISSIOn FOR WESTERn ASIA
ECOnOMIC COMMISSIOn FOR AFRICA
ECOnOMIC COMMISSIOn FOR EUROPE
ECOnOMIC COMMISSIOn FOR LATIn AMERICA AnD THE CARIBBEAn
FOOD AnD AGRICULTURE ORGAnIZATIOn OF THE UnITED nATIOnS
InTERnATIOnAL LABOUR ORGAnIZATIOn
InTERnATIOnAL MOnETARY FUnD
InTERnATIOnAL TELECOMMUnICATIOn UnIOn
InTERnATIOnAL TRADE CEnTRE
InTER-PARLIAMEnTARY UnIOn
JOInT UnITED nATIOnS PROGRAMME On HIV/AIDS
ORGAnISATIOn FOR ECOnOMIC CO-OPERATIOn AnD DEVELOPMEnT
SECRETARIAT OF THE PACIFIC COMMUnITY
THE WORLD BAnK
UnITED nATIOnS CHILDREn’S FUnD
UnITED nATIOnS COnFEREnCE On TRADE AnD DEVELOPMEnT
UnITED nATIOnS DEVELOPMEnT PROGRAMME
UnITED nATIOnS EDUCATIOnAL, SCIEnTIFIC AnD CULTURAL ORGAnIZATIOn
UnITED nATIOnS EnTITY FOR GEnDER EQUALITY AnD THE EMPOWERMEnT OF WOMEn - Un WOMEn
UnITED nATIOnS EnVIROnMEnT PROGRAMME
UnITED nATIOnS FRAMEWORK COnVEnTIOn On CLIMATE CHAnGE
UnITED nATIOnS HIGH COMMISSIOnER FOR REFUGEES
UnITED nATIOnS HUMAn SETTLEMEnTS PROGRAMME
UnITED nATIOnS InDUSTRIAL DEVELOPMEnT ORGAnIZATIOn
UnITED nATIOnS POPULATIOn FUnD
WORLD HEALTH ORGAnIZATIOn
WORLD TRADE ORGAnIZATIOn
The Millennium Development Goals Report
2015
asdf
United nations
new York, 2015
Foreword | 3
Foreword
The global mobilization behind the Millennium
Development Goals has produced the most successful
anti-poverty movement in history. The landmark
commitment entered into by world leaders in the year
2000—to “spare no effort to free our fellow men,
women and children from the abject and dehumanizing
conditions of extreme poverty”—was translated into
an inspiring framework of eight goals and, then, into
wide-ranging practical steps that have enabled people
across the world to improve their lives and their future
prospects. The MDGs helped to lift more than one billion
people out of extreme poverty, to make inroads against
hunger, to enable more girls to attend school than ever
before and to protect our planet. They generated new
and innovative partnerships, galvanized public opinion
and showed the immense value of setting ambitious ...
The Emerging “Quiet Revolution” in African Agrifood Systems: Challenges for Mozambique - David Tschirley, Michael Dolislager, Jason Snyder, Thomas Reardon
Presentation at MSU/IFPRI conference on “Agricultural Public Investments, Policies, and Markets for Mozambique’s Food Security and Economic Transformation”, Maputo, Mozambique, 20 November 2014
After 2015 Agenda for Africa - Why development should be seen from individu...Euforic Services
Presentation by Yehualashet Mekonen (ACPF) during the High Level Policy Forum - After 2015: Promoting Pro-poor Policy after the MDGs - Brussels, 23 June 2009 - http://www.bit.ly/after2015
Using two survey rounds from IFPRI's Bangladesh Integrated Household Survey (BIHS), IFPRI researchers from the Bangladesh Policy Research and Strategy Support Program (PRSSP) analyze trends on poverty and women's empowerment in southwest Bangladesh between 2011/12 and 2015.
Reorienting a development agenda to accommodate the new African realities and its urban future is not as simple as it seems says Dr Sue Parnell in this presentation given at the UNHabitat "Take Off" Conference in Nairobi, December 2013
HLEG thematic workshop on Measurement of Well Being and Development in Africa...StatsCommunications
HLEG thematic workshop on Measurement of Well Being and Development in Africa, 12-14 November 2015, Durban, South Africa, More information at: www.oecd.org/statistics/measuring-economic-social-progress
Oxford Poverty and Human Development Initiative fashioned the Multidimensional Poverty Index to better capture the different dimensions of deprivation. It used 10 variables spread across the 3 dimensions of Education (2), Health (2), and Living Standards (6).
Current state of migration in the Mediterranean - Nov 2016 by OECDICMPD
The OECD presents seven migration challenges and opportunities:
1. Continuing emigration from MENA to OECD countries
2. Existence of large diasporas in the OECD
3. Return migration to MENA countries
4. International students
5. Remittances
6. Transit migration in MENA countries
7. Emerging permanent immigration to MENA countries
How the world views migration - by IOM Global Migration Data Analysis CentreICMPD
"How the World Views Migration" is also about the potential role of diasporas in shaping public opinion on migration. There is a strong influence of public opinion on migration policymaking. Public attitudes towards migration affect migrants (in origin/destination countries) - Migration management includes managing perceptions of migration.
Yaw Adu-Gyamfi-how Africa fared with the MDGs- should Africa bother with the ...Yaw Adu-Gyamfi
Globally, there have been a reduction in poverty levels and diseases with the adoption and implementation on the global millennium development goals from year 2000 to 2015. In September 2015, the world gathered to adopt yet another set of goals, this time 17 sustainable development goals with 169 indicators for the next 15 years. The presentation delivered at IMANI Ghana organized Students and Young Professionals African Liberty Academy-SYPALA at the University of Ghana businesses school, tried to answer the question of "how Africa fared with the MDGs and whether Africa should bother with the new SDGs.
Environmental change and economic development in africaUNU-WIDER
With CoP21 fast approaching, and given the fact that developing countries are likely to play a greater role than they did six years ago at CoP15, this was a timely and important topic. Using research from our Growth and Poverty Project to lay out the economic progress Africa has made over the last twenty years, my contribution to the forum served to provide a background against which the other discussions could take place.
Contextualising demographic transition in subSaharan AfricaSeamus Grimes
It explores different perspectives on demographic change in the context of sub-Saharan Africa, paying particular attention to the case of Kenya. It will seek to understand the relatively high levels of fertility, mortality and population growth in sub-Saharan Africa, despite the many decades of population programmes focusing on raising levels of contraceptive prevalence. Having explored the different philosophical perspectives, attention will be focused on empirical trends in relation to the dynamics of population change in the region.
Keynote Address: Accelerating Progress Towards the Achievement of SDGs in the...ESD UNU-IAS
Keynote Address: Accelerating Progress Towards the Achievement of SDGs in the Kingdom of Eswatini
Ms Lungile Dladla
9th African Regional RCE Meeting
5-7 August, 2019, Luyengo, Eswatini
Body Code Animation Visualizing the Code of LifeBya.docxjasoninnes20
Body Code Animation:
Visualizing the Code of Life
By
asdf
The Millennium Development Goals Report
2015
UNITED NATIONS
Cover Inside
This report is based on a master set of data that has been compiled by the Inter-Agency and Expert
Group on MDG Indicators led by the Department of Economic and Social Affairs of the United nations
Secretariat, in response to the wishes of the General Assembly for periodic assessment of progress
towards the MDGs. The Group comprises representatives of the international organizations whose
activities include the preparation of one or more of the series of statistical indicators that were identified as
appropriate for monitoring progress towards the MDGs, as reflected in the list below. A number of national
statisticians and outside expert advisers also contributed.
ECOnOMIC AnD SOCIAL COMMISSIOn FOR ASIA AnD THE PACIFIC
ECOnOMIC AnD SOCIAL COMMISSIOn FOR WESTERn ASIA
ECOnOMIC COMMISSIOn FOR AFRICA
ECOnOMIC COMMISSIOn FOR EUROPE
ECOnOMIC COMMISSIOn FOR LATIn AMERICA AnD THE CARIBBEAn
FOOD AnD AGRICULTURE ORGAnIZATIOn OF THE UnITED nATIOnS
InTERnATIOnAL LABOUR ORGAnIZATIOn
InTERnATIOnAL MOnETARY FUnD
InTERnATIOnAL TELECOMMUnICATIOn UnIOn
InTERnATIOnAL TRADE CEnTRE
InTER-PARLIAMEnTARY UnIOn
JOInT UnITED nATIOnS PROGRAMME On HIV/AIDS
ORGAnISATIOn FOR ECOnOMIC CO-OPERATIOn AnD DEVELOPMEnT
SECRETARIAT OF THE PACIFIC COMMUnITY
THE WORLD BAnK
UnITED nATIOnS CHILDREn’S FUnD
UnITED nATIOnS COnFEREnCE On TRADE AnD DEVELOPMEnT
UnITED nATIOnS DEVELOPMEnT PROGRAMME
UnITED nATIOnS EDUCATIOnAL, SCIEnTIFIC AnD CULTURAL ORGAnIZATIOn
UnITED nATIOnS EnTITY FOR GEnDER EQUALITY AnD THE EMPOWERMEnT OF WOMEn - Un WOMEn
UnITED nATIOnS EnVIROnMEnT PROGRAMME
UnITED nATIOnS FRAMEWORK COnVEnTIOn On CLIMATE CHAnGE
UnITED nATIOnS HIGH COMMISSIOnER FOR REFUGEES
UnITED nATIOnS HUMAn SETTLEMEnTS PROGRAMME
UnITED nATIOnS InDUSTRIAL DEVELOPMEnT ORGAnIZATIOn
UnITED nATIOnS POPULATIOn FUnD
WORLD HEALTH ORGAnIZATIOn
WORLD TRADE ORGAnIZATIOn
The Millennium Development Goals Report
2015
asdf
United nations
new York, 2015
Foreword | 3
Foreword
The global mobilization behind the Millennium
Development Goals has produced the most successful
anti-poverty movement in history. The landmark
commitment entered into by world leaders in the year
2000—to “spare no effort to free our fellow men,
women and children from the abject and dehumanizing
conditions of extreme poverty”—was translated into
an inspiring framework of eight goals and, then, into
wide-ranging practical steps that have enabled people
across the world to improve their lives and their future
prospects. The MDGs helped to lift more than one billion
people out of extreme poverty, to make inroads against
hunger, to enable more girls to attend school than ever
before and to protect our planet. They generated new
and innovative partnerships, galvanized public opinion
and showed the immense value of setting ambitious ...
asdfThe Millennium Development Goals Report 2015UNIT.docxfestockton
asdf
The Millennium Development Goals Report
2015
UNITED NATIONS
Cover Inside
This report is based on a master set of data that has been compiled by the Inter-Agency and Expert
Group on MDG Indicators led by the Department of Economic and Social Affairs of the United nations
Secretariat, in response to the wishes of the General Assembly for periodic assessment of progress
towards the MDGs. The Group comprises representatives of the international organizations whose
activities include the preparation of one or more of the series of statistical indicators that were identified as
appropriate for monitoring progress towards the MDGs, as reflected in the list below. A number of national
statisticians and outside expert advisers also contributed.
ECOnOMIC AnD SOCIAL COMMISSIOn FOR ASIA AnD THE PACIFIC
ECOnOMIC AnD SOCIAL COMMISSIOn FOR WESTERn ASIA
ECOnOMIC COMMISSIOn FOR AFRICA
ECOnOMIC COMMISSIOn FOR EUROPE
ECOnOMIC COMMISSIOn FOR LATIn AMERICA AnD THE CARIBBEAn
FOOD AnD AGRICULTURE ORGAnIZATIOn OF THE UnITED nATIOnS
InTERnATIOnAL LABOUR ORGAnIZATIOn
InTERnATIOnAL MOnETARY FUnD
InTERnATIOnAL TELECOMMUnICATIOn UnIOn
InTERnATIOnAL TRADE CEnTRE
InTER-PARLIAMEnTARY UnIOn
JOInT UnITED nATIOnS PROGRAMME On HIV/AIDS
ORGAnISATIOn FOR ECOnOMIC CO-OPERATIOn AnD DEVELOPMEnT
SECRETARIAT OF THE PACIFIC COMMUnITY
THE WORLD BAnK
UnITED nATIOnS CHILDREn’S FUnD
UnITED nATIOnS COnFEREnCE On TRADE AnD DEVELOPMEnT
UnITED nATIOnS DEVELOPMEnT PROGRAMME
UnITED nATIOnS EDUCATIOnAL, SCIEnTIFIC AnD CULTURAL ORGAnIZATIOn
UnITED nATIOnS EnTITY FOR GEnDER EQUALITY AnD THE EMPOWERMEnT OF WOMEn - Un WOMEn
UnITED nATIOnS EnVIROnMEnT PROGRAMME
UnITED nATIOnS FRAMEWORK COnVEnTIOn On CLIMATE CHAnGE
UnITED nATIOnS HIGH COMMISSIOnER FOR REFUGEES
UnITED nATIOnS HUMAn SETTLEMEnTS PROGRAMME
UnITED nATIOnS InDUSTRIAL DEVELOPMEnT ORGAnIZATIOn
UnITED nATIOnS POPULATIOn FUnD
WORLD HEALTH ORGAnIZATIOn
WORLD TRADE ORGAnIZATIOn
The Millennium Development Goals Report
2015
asdf
United nations
new York, 2015
Foreword | 3
Foreword
The global mobilization behind the Millennium
Development Goals has produced the most successful
anti-poverty movement in history. The landmark
commitment entered into by world leaders in the year
2000—to “spare no effort to free our fellow men,
women and children from the abject and dehumanizing
conditions of extreme poverty”—was translated into
an inspiring framework of eight goals and, then, into
wide-ranging practical steps that have enabled people
across the world to improve their lives and their future
prospects. The MDGs helped to lift more than one billion
people out of extreme poverty, to make inroads against
hunger, to enable more girls to attend school than ever
before and to protect our planet. They generated new
and innovative partnerships, galvanized public opinion
and showed the immense value of setting ambitious
goals. By putting people and their immediate needs at
t ...
Scaling Up Nutrition Action for Africa: Where Are We and What Challenges Need To Be
Addressed To Accelerate Momentum
Lawrence Haddad, Executive Director, Global Alliance for Nutrition (GAIN), United Kingdom
Putting Children First: Session 2.1.A Winnie Sambu - Child poverty and hunger...The Impact Initiative
Putting Children First: Identifying solutions and taking action to tackle poverty and inequality in Africa.
Addis Ababa, Ethiopia, 23-25 October 2017
This three-day international conference aimed to engage policy makers, practitioners and researchers in identifying solutions for fighting child poverty and inequality in Africa, and in inspiring action towards change. The conference offered a platform for bridging divides across sectors, disciplines and policy, practice and research.
2nd Annual Malthus Lecture "Feeding the World Sustainably: Reflections, Issues, and Suggestions" given by Dr. Ismail Serageldin at IFPRI on 14 July 2011. Co-hosted by IFPRI and PRB (Population Reference Bureau). Sponsored by Montague Yudelman.
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
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)
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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).
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
Quantitative Data AnalysisReliability Analysis (Cronbach Alpha) Common Method...2023240532
Quantitative data Analysis
Overview
Reliability Analysis (Cronbach Alpha)
Common Method Bias (Harman Single Factor Test)
Frequency Analysis (Demographic)
Descriptive Analysis
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
Show drafts
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Opendatabay - Open Data Marketplace.pptxOpendatabay
Opendatabay.com unlocks the power of data for everyone. Open Data Marketplace fosters a collaborative hub for data enthusiasts to explore, share, and contribute to a vast collection of datasets.
First ever open hub for data enthusiasts to collaborate and innovate. A platform to explore, share, and contribute to a vast collection of datasets. Through robust quality control and innovative technologies like blockchain verification, opendatabay ensures the authenticity and reliability of datasets, empowering users to make data-driven decisions with confidence. Leverage cutting-edge AI technologies to enhance the data exploration, analysis, and discovery experience.
From intelligent search and recommendations to automated data productisation and quotation, Opendatabay AI-driven features streamline the data workflow. Finding the data you need shouldn't be a complex. Opendatabay simplifies the data acquisition process with an intuitive interface and robust search tools. Effortlessly explore, discover, and access the data you need, allowing you to focus on extracting valuable insights. Opendatabay breaks new ground with a dedicated, AI-generated, synthetic datasets.
Leverage these privacy-preserving datasets for training and testing AI models without compromising sensitive information. Opendatabay prioritizes transparency by providing detailed metadata, provenance information, and usage guidelines for each dataset, ensuring users have a comprehensive understanding of the data they're working with. By leveraging a powerful combination of distributed ledger technology and rigorous third-party audits Opendatabay ensures the authenticity and reliability of every dataset. Security is at the core of Opendatabay. Marketplace implements stringent security measures, including encryption, access controls, and regular vulnerability assessments, to safeguard your data and protect your privacy.
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
HLEG thematic workshop on Measurement of Well Being and Development in Africa, Sabina Alkire
1. Multidimensional Poverty in Sub-
Saharan Africa: Measurement and
Relevance
Sabina Alkire, OPHI, U of Oxford and GWU
Beyond GDP Conference, Durban South Africa, Nov 2015
2. Multidimensional Poverty Index (MPI)
- acute poverty in developing countries -
1. MPI Methodology
2. MPI 2015
3. Overview of Results in SSA
4. MPI in the Sustainable Development Goals
5. Order of Aggregation
Income Education Shelter Water
1. D ND ND ND
2. ND D ND ND
3. ND ND D ND
4. ND ND ND D
Income Education Shelter Water
1. ND ND ND ND
2. ND ND ND ND
3. ND ND ND ND
4. D D D D
Joint Distribution I Joint Distribution II
ND: Not Deprived
D: Deprived
6. Order of Aggregation
Income Education Shelter Water
1. D ND ND ND
2. ND D ND ND
3. ND ND D ND
4. ND ND ND D
Income Education Shelter Water
1. ND ND ND ND
2. ND ND ND ND
3. ND ND ND ND
4. D D D D
Joint Distribution I Joint Distribution II
ND: Not Deprived
D: Deprived
7. Who is poor?
A person who is deprived in more than
1/3 of the weighted indicators is MPI
poor.
Nathalie is deprived in 2/3 of indicators.
She is MPI poor.
8. What is the MPI?
• The MPI (like FGT-1) is the product of two components:
1) Incidence ~ the percentage of people who are poor, or
the headcount ratio H.
2) Intensity of people’s deprivation ~ the average share of
dimensions in which disadvantaged people are deprived A.
The global MPI uses the Alkire & Foster (2011) methodology.
The structure is unchanged since 2010.
MPI = H × A
9. Literature Review, AF Methodology,
Measurement Design, Robustness, Statistics,
Analysis:
multidimensionalpoverty.org
11. What does the Global MPI add to a dashboard?
A Dashboard: Across 101 countries and 5.2 billion people:
• 53.2% of the considered population lack clean cooking fuel
• 40.3% lack adequate sanitation by MDG definitions
• 26.5% live in houses where floors are dirt, sand, or natural
• 26.5% have someone in their household who is undernourished
• 21.8% lack electricity
• 17.0% of people live in houses where a child has died
• 16.3% lack safe water by MDG definitions
• 14.5% live in a household where a child is not attending school
up to class 8.
• 13.6% live in a household in which no member has completed
five years of schooling.
Totals 13.2 billion
deprivations across
5.2 billion people.
Simple question:
How many people
have more than
one deprivation?
12. Looking Across Dimensions:
Across 5.2 billion people:
• 3.9 billion are deprived in at least one indicator – 75%
• 2.3 billion are deprived in 20% or more of the weighted indicators
• 1.6 billion are deprived in 33% or more of the weighted indicators
• 800 million are deprived in 50% or more of the weighted indicators
- For each of these we can then show how they are poor – the composition.
• 1 billion are deprived in one indicator only – none of the others.
14. MPI 2010-2015: At-a-Glance
• Since 2010: Global MPI estimations for 117 countries
using 217 datasets fielded 2000-2014
• Since 2010: MPI estimations for 1362 sub-national
regions in 100 country-periods
• New Methods: Destitution, Inequality among the poor,
Standard errors, Dynamic analysis
• Data quality: In 2010 we had all 10 indicators for only
60% of countries; now it is 84%. Harmonization better.
• Robustness: More Robust in 2015 than 2010.
14
16. Global MPI 2015: Major Update
2015: Biggest update to date ~ countries & population
• 37 countries: new or updated MPI estimations.
• 2.1 billion people
e.g. 43% of the population covered in Africa, 72% in Arab
States and 82% in East Asia have new MPIs in 2015 – thanks
to DHS and MICS survey data, & PAPFAM.
The 2015 analysis covers 101 countries with data 2005-14.
The countries have a total population of 5.2 billion people,
75% of the world’s population.
(no imputations/extrapolations)
16
17. Global MPI 2015: SSA Data
- The 2015 SS African MPI estimations cover 39 countries,
housing 96% of the people – 812 out of 842 million.
- We have disaggregated data for 391 subnational regions in 37
African countries – all except S Africa and Guinea Bissau.
- In 34 SSA countries, data are from surveys fielded 2010-2014.
- Between 2014 and 2015 OPHI have new or updated
estimations for 30 of the 39 SS African countries.
- All 39 SSA countries have all 10 MPI indicators.
17
18. Population Coverage by Region
MPI 2015:
Covers 5.2 billion people
living in six world regions
MPI countries by Region
Population in MPI
countries (million)
Total Pop in
regions
% Pop
covered
15 Europe and Central Asia 152 492 30.9
12 Arab States 263 352 74.9
18 Latin America & Caribbean 499 588 85
10 East Asia and the Pacific 1889 2041 92.6
7 South Asia 1608 1704 94.3
39 Sub-Saharan Africa 812 842 96.4
Europe and
Central Asia
3%
Latin
America and
Caribbean
10%
East Asia
and the
Pacific
36%
Arab States
5%
South Asia
31%
Sub-
Saharan
Africa
15%
19. 19
Across 101 countries & 5.2 billion people
30% of people are poor
Aggregates
use 2011
population
data
Global MPI
=1.6 billion people
20. 31% of MPI poor people live in Sub-Saharan Africa,
and 54% in South Asia
MPI, H and A are highest in SS Africa
In Sub-Saharan
Africa 61% of
people are MPI
poor; average
intensity is
56%
21. 0%
10%
20%
30%
40%
50%
60%
70%
Europe and
Central Asia
Latin
America and
Caribbean
East Asia
and the
Pacific Arab States South Asia
Sub-Saharan
Africa
Censoredheadcountratiosintheregion:
proportionwhoispooranddeprivedin...
Composition of Poverty by Indicator
Nutrition
Child
Mortality
Years of
Schooling
Attendance
Cooking
Fuel
Sanitation
Water
Electricity
Floor
Assets
H (% MPI
poor people)
22. st Asia and the
Pacific Arab States South Asia Sub-Saharan Africa
ty by Indicator
Nutrition
Child Mortality
Years of Schooling
Attendance
Cooking Fuel
Sanitation
Water
Electricity
Floor
Assets
H (% MPI poor
people)
In Sub-Saharan
Africa, on avg
deprivations in
all dimensions
are >25% - LS
highest
27. Nigeria and South Sudan – no relationship?
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
The size of the bubbles
represent the total
number of MPI poor in
each country
Nigeria
MPI 0.303
H 53.2%
A 56.8%
South Sudan
MPI 0.547
H 91.1%
A 61.2%
28. Nigeria and South Sudan – no relationship?
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
The size of the bubbles
represent the total
number of MPI poor in
each country
Nigeria has
three regions
with a higher
MPI than South
Sudan.
They have 13.9
million MPI
poor people.
South Sudan has
9.5 million MPI
poor people.
29. Nigeria and South Sudan – no relationship?
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
The size of the bubbles
represent the total
number of MPI poor in
each country
South Sudan
Is home to 9.5
million MPI poor
people.
Nigeria has more MPI
poor people with the
same intensity as S Sudan.
Nigeria has
three regions
with a higher
MPI than South
Sudan.
They have 13.9
million MPI
poor people.
33. Cameroon
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
Cameroon - National Level
The size of the bubbles
is a proportional
representation of the total
number of MPI poor in
each country
35. Ethiopia
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
Ethiopia - National Level
The size of the bubbles
is a proportional
representation of the total
number of MPI poor in
each country
36. Addis Ababa
Affar
Amhara
Dire Dawa
GambelaHarari Oromiya
Somali
Tigray
Ethiopia
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
Ethiopia- Subnational Decomposition
The size of the bubbles
is a proportional
representation of the total
number of MPI poor in
each country
37. Tanzania
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
Tanzania - National Level
The size of the bubbles
is a proportional
representation of the total
number of MPI poor in
each country
39. Uganda
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
Uganda- National Level
The size of the bubbles
is a proportional
representation of the total
number of MPI poor in
each country
40. Central 1
Central 2
East Central
EasternKampala
Karamoja
North
Southwest
West Nile
Western
Uganda
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
AverageIntensityofPoverty(A)
Percentage of People Considered Poor (H)
Uganda - Subnational Decomposition
The size of the bubbles
is a proportional
representation of the total
number of MPI poor in
each country
45. MPI vs. Income poverty for SSA countries
If progress was only measured by reducing income
poverty, the tremendous gains of Rwanda and
Ghana would have been less visible.
49. Relationship between Income Poor
& MPI Poor
12.6%
Income
poor
5.5%
MD
poor
12.6%
5.5%
12.6%
Income
Poor
5.5%
MPI
Poor
1.6
%
50. GLOBAL: MPI ~ $1.90/DAY
NATIONAL: nMPI ~ INCOME
Both useful
51. National MPIs using AF methodology
Chile
Oct 29th 2015 Launch:
Costa Rica &
El Salvador
52. The Multidimensional Poverty Peer Network
Launched in June 2013 at University of Oxford with
President Santos and Amartya Sen:
• 2014: Berlin
• 2015: Colombia
• 2015: Mexico 2017: China
• Includes high level participation in 40+ countries
• Side events at UN General Assembly, UN Stats Com
53. A Global MPI in the Sustainable
Development Goals (SDGs)
Target 1.2: by 2030, reduce at least by half the
proportion of men, women and children of all ages
living in poverty in all its dimensions according to
national definitions.
‘Green’ Indicators:
1.2.1 – National Income and National MPIs
1.2.2 – MPI
Sixty-Ninth Session of the UN
General Assembly Dec 2014.
(A/RES/69/238)
5. Underlines the need to
better reflect the
multidimensional nature of
development and poverty...
UNSG Synthesis Report Dec 2014:
5.1 Measuring the new dynamics ...
Poverty measures should reflect the
multi-dimensional nature of poverty.