SlideShare a Scribd company logo

Cluster Analysis Explained in 7 Steps

•
•
E
Economic Research Forum

Cairo, May 2015 Irina Vartanova (Institute for Futures Studies) "Measurements and Analysis of Opinion Poll Data"

Government & Nonprofit
1 of 7
Download to read offline
Cluster Analysis Irina Vartanova Institute for Futures Studies, Stockholm ERF Workshop – May 12, 2015 1 / 7
Cluster analysis intuition q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q −5.0 −2.5 0.0 2.5 −4 0 4 x1 x2 2 / 7
Initialisation of cluster centroids q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q −5.0 −2.5 0.0 2.5 −4 0 4 x1 x2 cluster 1 2 3 / 7
Assigning cases to clusters q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q −5.0 −2.5 0.0 2.5 −4 0 4 x1 x2 cluster q q 1 2 4 / 7
Computing new centroid means q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q −5.0 −2.5 0.0 2.5 −4 0 4 x1 x2 cluster q q 1 2 5 / 7
Iteration 2 q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q −5.0 −2.5 0.0 2.5 −4 0 4 x1 x2 cluster q q 1 2 6 / 7
Iteration 2 q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q −5.0 −2.5 0.0 2.5 −4 0 4 x1 x2 cluster q q 1 2 7 / 7

Recommended

MENA’s Export Superstars
MENA’s Export SuperstarsMENA’s Export Superstars
MENA’s Export SuperstarsEconomic Research Forum
 
Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...
Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...
Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...Economic Research Forum
 
Neoliberalism, Islam(ism) and social justice
Neoliberalism, Islam(ism) and social justiceNeoliberalism, Islam(ism) and social justice
Neoliberalism, Islam(ism) and social justiceEconomic Research Forum
 
Out-of-pocket health expenditures in Turkey in the aftermath of the reforms
Out-of-pocket health expenditures in Turkey in the aftermath of the reforms Out-of-pocket health expenditures in Turkey in the aftermath of the reforms
Out-of-pocket health expenditures in Turkey in the aftermath of the reforms Economic Research Forum
 
Economic Census and the Economic Indicators - Sherine Al-Shawarby
Economic Census and the Economic Indicators - Sherine Al-ShawarbyEconomic Census and the Economic Indicators - Sherine Al-Shawarby
Economic Census and the Economic Indicators - Sherine Al-ShawarbyEconomic Research Forum
 
Categorical dependent variables: Application using WVS data from selected Ara...
Categorical dependent variables: Application using WVS data from selected Ara...Categorical dependent variables: Application using WVS data from selected Ara...
Categorical dependent variables: Application using WVS data from selected Ara...Economic Research Forum
 
Situating social justice within the broader context of MENA transitions
Situating social justice within the broader context of MENA transitionsSituating social justice within the broader context of MENA transitions
Situating social justice within the broader context of MENA transitionsEconomic Research Forum
 
Democracy and Democratization HON 272 01
Democracy and Democratization HON 272 01Democracy and Democratization HON 272 01
Democracy and Democratization HON 272 01atrantham
 

Recommended

MENA’s Export Superstars
MENA’s Export SuperstarsMENA’s Export Superstars
MENA’s Export SuperstarsEconomic Research Forum
 
Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...
Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...
Do Product Standards Matter for Margins of Trade in Egypt? Evidence from Firm...Economic Research Forum
 
Neoliberalism, Islam(ism) and social justice
Neoliberalism, Islam(ism) and social justiceNeoliberalism, Islam(ism) and social justice
Neoliberalism, Islam(ism) and social justiceEconomic Research Forum
 
Out-of-pocket health expenditures in Turkey in the aftermath of the reforms
Out-of-pocket health expenditures in Turkey in the aftermath of the reforms Out-of-pocket health expenditures in Turkey in the aftermath of the reforms
Out-of-pocket health expenditures in Turkey in the aftermath of the reforms Economic Research Forum
 
Economic Census and the Economic Indicators - Sherine Al-Shawarby
Economic Census and the Economic Indicators - Sherine Al-ShawarbyEconomic Census and the Economic Indicators - Sherine Al-Shawarby
Economic Census and the Economic Indicators - Sherine Al-ShawarbyEconomic Research Forum
 
Categorical dependent variables: Application using WVS data from selected Ara...
Categorical dependent variables: Application using WVS data from selected Ara...Categorical dependent variables: Application using WVS data from selected Ara...
Categorical dependent variables: Application using WVS data from selected Ara...Economic Research Forum
 
Situating social justice within the broader context of MENA transitions
Situating social justice within the broader context of MENA transitionsSituating social justice within the broader context of MENA transitions
Situating social justice within the broader context of MENA transitionsEconomic Research Forum
 
Democracy and Democratization HON 272 01
Democracy and Democratization HON 272 01Democracy and Democratization HON 272 01
Democracy and Democratization HON 272 01atrantham
 
Trade Facilitation and Firms Exports: The Case of Egypt
Trade Facilitation and Firms Exports: The Case of EgyptTrade Facilitation and Firms Exports: The Case of Egypt
Trade Facilitation and Firms Exports: The Case of EgyptEconomic Research Forum
 
Inequality trends in the world
Inequality trends in the worldInequality trends in the world
Inequality trends in the worldEconomic Research Forum
 
Determinants of education expenditures and private vs. public divide in educa...
Determinants of education expenditures and private vs. public divide in educa...Determinants of education expenditures and private vs. public divide in educa...
Determinants of education expenditures and private vs. public divide in educa...Economic Research Forum
 
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...Economic Research Forum
 
ERF ELMPS Conference_2013_day1_assaad&krafft
ERF ELMPS Conference_2013_day1_assaad&krafftERF ELMPS Conference_2013_day1_assaad&krafft
ERF ELMPS Conference_2013_day1_assaad&krafftEconomic Research Forum
 
The economics of social justice
The economics of social justiceThe economics of social justice
The economics of social justiceEconomic Research Forum
 
Inequality in Latin America: equity, perceptions and opportunities
Inequality in Latin America: equity, perceptions and opportunitiesInequality in Latin America: equity, perceptions and opportunities
Inequality in Latin America: equity, perceptions and opportunitiesEconomic Research Forum
 
Gendering costs and benefits egypt tunisia
Gendering costs and benefits egypt tunisiaGendering costs and benefits egypt tunisia
Gendering costs and benefits egypt tunisiaEconomic Research Forum
 
Causal Models and Structural Equations
Causal Models and Structural EquationsCausal Models and Structural Equations
Causal Models and Structural EquationsEconomic Research Forum
 
Access to Healthcare, Utilization and Health Outcomes in Turkey
Access to Healthcare, Utilization and Health Outcomes in TurkeyAccess to Healthcare, Utilization and Health Outcomes in Turkey
Access to Healthcare, Utilization and Health Outcomes in TurkeyEconomic Research Forum
 
The Arab youth in the labor market: Mismeasured, misunderstood and mistreated
The Arab youth in the labor market: Mismeasured, misunderstood and mistreatedThe Arab youth in the labor market: Mismeasured, misunderstood and mistreated
The Arab youth in the labor market: Mismeasured, misunderstood and mistreatedEconomic Research Forum
 
Identifying Sources of Inefficiency among Students of Five MENA Countries
Identifying Sources of Inefficiency among Students of Five MENA Countries Identifying Sources of Inefficiency among Students of Five MENA Countries
Identifying Sources of Inefficiency among Students of Five MENA Countries Economic Research Forum
 
The Nature and Determinants of Labor Market Dynamics in the MENA region
The Nature and Determinants of Labor Market Dynamics in the MENA regionThe Nature and Determinants of Labor Market Dynamics in the MENA region
The Nature and Determinants of Labor Market Dynamics in the MENA regionEconomic Research Forum
 
Social justice: Lessons of experience for Egypt
Social justice: Lessons of experience for EgyptSocial justice: Lessons of experience for Egypt
Social justice: Lessons of experience for EgyptEconomic Research Forum
 
National Data Warehouse For Egyptian Foreign Trade; a Success Story
National Data Warehouse For Egyptian Foreign Trade; a Success StoryNational Data Warehouse For Egyptian Foreign Trade; a Success Story
National Data Warehouse For Egyptian Foreign Trade; a Success StoryEconomic Research Forum
 
What do policymakers look for in a Policy Brief?
What do policymakers look for in a Policy Brief? What do policymakers look for in a Policy Brief?
What do policymakers look for in a Policy Brief? Economic Research Forum
 
Special Features of Women’s Economic Participation in MENA
Special Features of Women’s Economic Participation in MENASpecial Features of Women’s Economic Participation in MENA
Special Features of Women’s Economic Participation in MENAEconomic Research Forum
 
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENAEconomic Research Forum
 
Using STATA in Survey Data Analysis - Niveen El Zayat
Using STATA in Survey Data Analysis - Niveen El ZayatUsing STATA in Survey Data Analysis - Niveen El Zayat
Using STATA in Survey Data Analysis - Niveen El ZayatEconomic Research Forum
 
Human Capital in the Middle East and North Africa
Human Capital in the Middle East and North AfricaHuman Capital in the Middle East and North Africa
Human Capital in the Middle East and North AfricaEconomic Research Forum
 
Session 4 farhad mehran, single most data gaps
Session 4 farhad mehran, single most data gapsSession 4 farhad mehran, single most data gaps
Session 4 farhad mehran, single most data gapsEconomic Research Forum
 
Session 3 mahdi ben jelloul, microsimulation for policy evaluation
Session 3 mahdi ben jelloul, microsimulation for policy evaluationSession 3 mahdi ben jelloul, microsimulation for policy evaluation
Session 3 mahdi ben jelloul, microsimulation for policy evaluationEconomic Research Forum
 

More Related Content

Viewers also liked

Trade Facilitation and Firms Exports: The Case of Egypt
Trade Facilitation and Firms Exports: The Case of EgyptTrade Facilitation and Firms Exports: The Case of Egypt
Trade Facilitation and Firms Exports: The Case of EgyptEconomic Research Forum
 
Determinants of education expenditures and private vs. public divide in educa...
Determinants of education expenditures and private vs. public divide in educa...Determinants of education expenditures and private vs. public divide in educa...
Determinants of education expenditures and private vs. public divide in educa...Economic Research Forum
 
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...Economic Research Forum
 
ERF ELMPS Conference_2013_day1_assaad&krafft
ERF ELMPS Conference_2013_day1_assaad&krafftERF ELMPS Conference_2013_day1_assaad&krafft
ERF ELMPS Conference_2013_day1_assaad&krafftEconomic Research Forum
 
Inequality in Latin America: equity, perceptions and opportunities
Inequality in Latin America: equity, perceptions and opportunitiesInequality in Latin America: equity, perceptions and opportunities
Inequality in Latin America: equity, perceptions and opportunitiesEconomic Research Forum
 
Gendering costs and benefits egypt tunisia
Gendering costs and benefits egypt tunisiaGendering costs and benefits egypt tunisia
Gendering costs and benefits egypt tunisiaEconomic Research Forum
 
Access to Healthcare, Utilization and Health Outcomes in Turkey
Access to Healthcare, Utilization and Health Outcomes in TurkeyAccess to Healthcare, Utilization and Health Outcomes in Turkey
Access to Healthcare, Utilization and Health Outcomes in TurkeyEconomic Research Forum
 
The Arab youth in the labor market: Mismeasured, misunderstood and mistreated
The Arab youth in the labor market: Mismeasured, misunderstood and mistreatedThe Arab youth in the labor market: Mismeasured, misunderstood and mistreated
The Arab youth in the labor market: Mismeasured, misunderstood and mistreatedEconomic Research Forum
 
Identifying Sources of Inefficiency among Students of Five MENA Countries
Identifying Sources of Inefficiency among Students of Five MENA Countries Identifying Sources of Inefficiency among Students of Five MENA Countries
Identifying Sources of Inefficiency among Students of Five MENA Countries Economic Research Forum
 
The Nature and Determinants of Labor Market Dynamics in the MENA region
The Nature and Determinants of Labor Market Dynamics in the MENA regionThe Nature and Determinants of Labor Market Dynamics in the MENA region
The Nature and Determinants of Labor Market Dynamics in the MENA regionEconomic Research Forum
 
Social justice: Lessons of experience for Egypt
Social justice: Lessons of experience for EgyptSocial justice: Lessons of experience for Egypt
Social justice: Lessons of experience for EgyptEconomic Research Forum
 
National Data Warehouse For Egyptian Foreign Trade; a Success Story
National Data Warehouse For Egyptian Foreign Trade; a Success StoryNational Data Warehouse For Egyptian Foreign Trade; a Success Story
National Data Warehouse For Egyptian Foreign Trade; a Success StoryEconomic Research Forum
 
What do policymakers look for in a Policy Brief?
What do policymakers look for in a Policy Brief? What do policymakers look for in a Policy Brief?
What do policymakers look for in a Policy Brief? Economic Research Forum
 
Special Features of Women’s Economic Participation in MENA
Special Features of Women’s Economic Participation in MENASpecial Features of Women’s Economic Participation in MENA
Special Features of Women’s Economic Participation in MENAEconomic Research Forum
 
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENAEconomic Research Forum
 
Using STATA in Survey Data Analysis - Niveen El Zayat
Using STATA in Survey Data Analysis - Niveen El ZayatUsing STATA in Survey Data Analysis - Niveen El Zayat
Using STATA in Survey Data Analysis - Niveen El ZayatEconomic Research Forum
 
Human Capital in the Middle East and North Africa
Human Capital in the Middle East and North AfricaHuman Capital in the Middle East and North Africa
Human Capital in the Middle East and North AfricaEconomic Research Forum
 

Viewers also liked (20)

Trade Facilitation and Firms Exports: The Case of Egypt
Trade Facilitation and Firms Exports: The Case of EgyptTrade Facilitation and Firms Exports: The Case of Egypt
Trade Facilitation and Firms Exports: The Case of Egypt
 
Inequality trends in the world
Inequality trends in the worldInequality trends in the world
Inequality trends in the world
 
Determinants of education expenditures and private vs. public divide in educa...
Determinants of education expenditures and private vs. public divide in educa...Determinants of education expenditures and private vs. public divide in educa...
Determinants of education expenditures and private vs. public divide in educa...
 
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...
Crony Interlockers and the Centrality of Banks: the Network of Moroccan Liste...
 
ERF ELMPS Conference_2013_day1_assaad&krafft
ERF ELMPS Conference_2013_day1_assaad&krafftERF ELMPS Conference_2013_day1_assaad&krafft
ERF ELMPS Conference_2013_day1_assaad&krafft
 
The economics of social justice
The economics of social justiceThe economics of social justice
The economics of social justice
 
Inequality in Latin America: equity, perceptions and opportunities
Inequality in Latin America: equity, perceptions and opportunitiesInequality in Latin America: equity, perceptions and opportunities
Inequality in Latin America: equity, perceptions and opportunities
 
Gendering costs and benefits egypt tunisia
Gendering costs and benefits egypt tunisiaGendering costs and benefits egypt tunisia
Gendering costs and benefits egypt tunisia
 
Causal Models and Structural Equations
Causal Models and Structural EquationsCausal Models and Structural Equations
Causal Models and Structural Equations
 
Access to Healthcare, Utilization and Health Outcomes in Turkey
Access to Healthcare, Utilization and Health Outcomes in TurkeyAccess to Healthcare, Utilization and Health Outcomes in Turkey
Access to Healthcare, Utilization and Health Outcomes in Turkey
 
The Arab youth in the labor market: Mismeasured, misunderstood and mistreated
The Arab youth in the labor market: Mismeasured, misunderstood and mistreatedThe Arab youth in the labor market: Mismeasured, misunderstood and mistreated
The Arab youth in the labor market: Mismeasured, misunderstood and mistreated
 
Identifying Sources of Inefficiency among Students of Five MENA Countries
Identifying Sources of Inefficiency among Students of Five MENA Countries Identifying Sources of Inefficiency among Students of Five MENA Countries
Identifying Sources of Inefficiency among Students of Five MENA Countries
 
The Nature and Determinants of Labor Market Dynamics in the MENA region
The Nature and Determinants of Labor Market Dynamics in the MENA regionThe Nature and Determinants of Labor Market Dynamics in the MENA region
The Nature and Determinants of Labor Market Dynamics in the MENA region
 
Social justice: Lessons of experience for Egypt
Social justice: Lessons of experience for EgyptSocial justice: Lessons of experience for Egypt
Social justice: Lessons of experience for Egypt
 
National Data Warehouse For Egyptian Foreign Trade; a Success Story
National Data Warehouse For Egyptian Foreign Trade; a Success StoryNational Data Warehouse For Egyptian Foreign Trade; a Success Story
National Data Warehouse For Egyptian Foreign Trade; a Success Story
 
What do policymakers look for in a Policy Brief?
What do policymakers look for in a Policy Brief? What do policymakers look for in a Policy Brief?
What do policymakers look for in a Policy Brief?
 
Special Features of Women’s Economic Participation in MENA
Special Features of Women’s Economic Participation in MENASpecial Features of Women’s Economic Participation in MENA
Special Features of Women’s Economic Participation in MENA
 
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA
PEERING BEHIND THE TRENDS IN WOMEN’S LABOR FORCE PARTICIPATION IN MENA
 
Using STATA in Survey Data Analysis - Niveen El Zayat
Using STATA in Survey Data Analysis - Niveen El ZayatUsing STATA in Survey Data Analysis - Niveen El Zayat
Using STATA in Survey Data Analysis - Niveen El Zayat
 
Human Capital in the Middle East and North Africa
Human Capital in the Middle East and North AfricaHuman Capital in the Middle East and North Africa
Human Capital in the Middle East and North Africa
 

More from Economic Research Forum

Session 4 farhad mehran, single most data gaps
Session 4 farhad mehran, single most data gapsSession 4 farhad mehran, single most data gaps
Session 4 farhad mehran, single most data gapsEconomic Research Forum
 
Session 3 mahdi ben jelloul, microsimulation for policy evaluation
Session 3 mahdi ben jelloul, microsimulation for policy evaluationSession 3 mahdi ben jelloul, microsimulation for policy evaluation
Session 3 mahdi ben jelloul, microsimulation for policy evaluationEconomic Research Forum
 
Session 3 m.a. marouani, structual change, skills demand and job quality
Session 3 m.a. marouani, structual change, skills demand and job qualitySession 3 m.a. marouani, structual change, skills demand and job quality
Session 3 m.a. marouani, structual change, skills demand and job qualityEconomic Research Forum
 
Session 3 ishac diwn, bridging mirco and macro appraoches
Session 3 ishac diwn, bridging mirco and macro appraochesSession 3 ishac diwn, bridging mirco and macro appraoches
Session 3 ishac diwn, bridging mirco and macro appraochesEconomic Research Forum
 
Session 3 asif islam, jobs flagship report
Session 3 asif islam, jobs flagship reportSession 3 asif islam, jobs flagship report
Session 3 asif islam, jobs flagship reportEconomic Research Forum
 
Session 2 yemen hlel, insights from tunisia
Session 2 yemen hlel, insights from tunisiaSession 2 yemen hlel, insights from tunisia
Session 2 yemen hlel, insights from tunisiaEconomic Research Forum
 
Session 2 samia satti, insights from sudan
Session 2 samia satti, insights from sudanSession 2 samia satti, insights from sudan
Session 2 samia satti, insights from sudanEconomic Research Forum
 
Session 2 mona amer, insights from egypt
Session 2 mona amer, insights from egyptSession 2 mona amer, insights from egypt
Session 2 mona amer, insights from egyptEconomic Research Forum
 
Session 2 ali souag, insights from algeria
Session 2 ali souag, insights from algeriaSession 2 ali souag, insights from algeria
Session 2 ali souag, insights from algeriaEconomic Research Forum
 
Session 2 abdel rahmen el lahga, insights from tunisia
Session 2 abdel rahmen el lahga, insights from tunisiaSession 2 abdel rahmen el lahga, insights from tunisia
Session 2 abdel rahmen el lahga, insights from tunisiaEconomic Research Forum
 
Session 1 ragui assaad, moving beyond the unemployment rate
Session 1 ragui assaad, moving beyond the unemployment rateSession 1 ragui assaad, moving beyond the unemployment rate
Session 1 ragui assaad, moving beyond the unemployment rateEconomic Research Forum
 
Session 1 luca fedi, towards a research agenda
Session 1 luca fedi, towards a research agendaSession 1 luca fedi, towards a research agenda
Session 1 luca fedi, towards a research agendaEconomic Research Forum
 
من البيانات الى السياسات : مبادرة إتاحة البيانات المنسقة
من البيانات الى السياسات : مبادرة إتاحة البيانات المنسقةمن البيانات الى السياسات : مبادرة إتاحة البيانات المنسقة
من البيانات الى السياسات : مبادرة إتاحة البيانات المنسقةEconomic Research Forum
 
The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...
The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...
The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...Economic Research Forum
 
Job- Creating Growth in the Emerging Global Economy
Job- Creating Growth in the Emerging Global EconomyJob- Creating Growth in the Emerging Global Economy
Job- Creating Growth in the Emerging Global EconomyEconomic Research Forum
 
The Role of Knowledge in the Process of Innovation in the New Global Economy:...
The Role of Knowledge in the Process of Innovation in the New Global Economy:...The Role of Knowledge in the Process of Innovation in the New Global Economy:...
The Role of Knowledge in the Process of Innovation in the New Global Economy:...Economic Research Forum
 
Rediscovering Industrial Policy for the 21st Century: Where to Start?
Rediscovering Industrial Policy for the 21st Century: Where to Start?Rediscovering Industrial Policy for the 21st Century: Where to Start?
Rediscovering Industrial Policy for the 21st Century: Where to Start?Economic Research Forum
 
How the Rise of the Intangibles Economy is Disrupting Work in Africa
How the Rise of the Intangibles Economy is Disrupting Work in AfricaHow the Rise of the Intangibles Economy is Disrupting Work in Africa
How the Rise of the Intangibles Economy is Disrupting Work in AfricaEconomic Research Forum
 
On Ideas and Economic Policy: A Survey of MENA Economists
On Ideas and Economic Policy: A Survey of MENA EconomistsOn Ideas and Economic Policy: A Survey of MENA Economists
On Ideas and Economic Policy: A Survey of MENA EconomistsEconomic Research Forum
 

More from Economic Research Forum (20)

Session 4 farhad mehran, single most data gaps
Session 4 farhad mehran, single most data gapsSession 4 farhad mehran, single most data gaps
Session 4 farhad mehran, single most data gaps
 
Session 3 mahdi ben jelloul, microsimulation for policy evaluation
Session 3 mahdi ben jelloul, microsimulation for policy evaluationSession 3 mahdi ben jelloul, microsimulation for policy evaluation
Session 3 mahdi ben jelloul, microsimulation for policy evaluation
 
Session 3 m.a. marouani, structual change, skills demand and job quality
Session 3 m.a. marouani, structual change, skills demand and job qualitySession 3 m.a. marouani, structual change, skills demand and job quality
Session 3 m.a. marouani, structual change, skills demand and job quality
 
Session 3 ishac diwn, bridging mirco and macro appraoches
Session 3 ishac diwn, bridging mirco and macro appraochesSession 3 ishac diwn, bridging mirco and macro appraoches
Session 3 ishac diwn, bridging mirco and macro appraoches
 
Session 3 asif islam, jobs flagship report
Session 3 asif islam, jobs flagship reportSession 3 asif islam, jobs flagship report
Session 3 asif islam, jobs flagship report
 
Session 2 yemen hlel, insights from tunisia
Session 2 yemen hlel, insights from tunisiaSession 2 yemen hlel, insights from tunisia
Session 2 yemen hlel, insights from tunisia
 
Session 2 samia satti, insights from sudan
Session 2 samia satti, insights from sudanSession 2 samia satti, insights from sudan
Session 2 samia satti, insights from sudan
 
Session 2 mona amer, insights from egypt
Session 2 mona amer, insights from egyptSession 2 mona amer, insights from egypt
Session 2 mona amer, insights from egypt
 
Session 2 ali souag, insights from algeria
Session 2 ali souag, insights from algeriaSession 2 ali souag, insights from algeria
Session 2 ali souag, insights from algeria
 
Session 2 abdel rahmen el lahga, insights from tunisia
Session 2 abdel rahmen el lahga, insights from tunisiaSession 2 abdel rahmen el lahga, insights from tunisia
Session 2 abdel rahmen el lahga, insights from tunisia
 
Session 1 ragui assaad, moving beyond the unemployment rate
Session 1 ragui assaad, moving beyond the unemployment rateSession 1 ragui assaad, moving beyond the unemployment rate
Session 1 ragui assaad, moving beyond the unemployment rate
 
Session 1 luca fedi, towards a research agenda
Session 1 luca fedi, towards a research agendaSession 1 luca fedi, towards a research agenda
Session 1 luca fedi, towards a research agenda
 
من البيانات الى السياسات : مبادرة إتاحة البيانات المنسقة
من البيانات الى السياسات : مبادرة إتاحة البيانات المنسقةمن البيانات الى السياسات : مبادرة إتاحة البيانات المنسقة
من البيانات الى السياسات : مبادرة إتاحة البيانات المنسقة
 
The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...
The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...
The Future of Jobs is Facing the Biggest Policy Induced Price Distortion in H...
 
Job- Creating Growth in the Emerging Global Economy
Job- Creating Growth in the Emerging Global EconomyJob- Creating Growth in the Emerging Global Economy
Job- Creating Growth in the Emerging Global Economy
 
The Role of Knowledge in the Process of Innovation in the New Global Economy:...
The Role of Knowledge in the Process of Innovation in the New Global Economy:...The Role of Knowledge in the Process of Innovation in the New Global Economy:...
The Role of Knowledge in the Process of Innovation in the New Global Economy:...
 
Rediscovering Industrial Policy for the 21st Century: Where to Start?
Rediscovering Industrial Policy for the 21st Century: Where to Start?Rediscovering Industrial Policy for the 21st Century: Where to Start?
Rediscovering Industrial Policy for the 21st Century: Where to Start?
 
How the Rise of the Intangibles Economy is Disrupting Work in Africa
How the Rise of the Intangibles Economy is Disrupting Work in AfricaHow the Rise of the Intangibles Economy is Disrupting Work in Africa
How the Rise of the Intangibles Economy is Disrupting Work in Africa
 
On Ideas and Economic Policy: A Survey of MENA Economists
On Ideas and Economic Policy: A Survey of MENA EconomistsOn Ideas and Economic Policy: A Survey of MENA Economists
On Ideas and Economic Policy: A Survey of MENA Economists
 
Future Research Directions for ERF
Future Research Directions for ERFFuture Research Directions for ERF
Future Research Directions for ERF
 

Recently uploaded

call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...
Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...
Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...narwatsonia7
 
Action Toolkit - Earth Day 2024 - April 22nd.
Action Toolkit - Earth Day 2024 - April 22nd.Action Toolkit - Earth Day 2024 - April 22nd.
Action Toolkit - Earth Day 2024 - April 22nd.Christina Parmionova
 
Start Donating your Old Clothes to Poor People kurnool
Start Donating your Old Clothes to Poor People kurnoolStart Donating your Old Clothes to Poor People kurnool
Start Donating your Old Clothes to Poor People kurnoolSERUDS INDIA
 
YHR Fall 2023 Issue (Joseph Manning Interview) (2).pdf
YHR Fall 2023 Issue (Joseph Manning Interview) (2).pdfYHR Fall 2023 Issue (Joseph Manning Interview) (2).pdf
YHR Fall 2023 Issue (Joseph Manning Interview) (2).pdfyalehistoricalreview
 
2024: The FAR, Federal Acquisition Regulations - Part 25
2024: The FAR, Federal Acquisition Regulations - Part 252024: The FAR, Federal Acquisition Regulations - Part 25
2024: The FAR, Federal Acquisition Regulations - Part 25JSchaus & Associates
 
call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
history of 1935 philippine constitution.pptx
history of 1935 philippine constitution.pptxhistory of 1935 philippine constitution.pptx
history of 1935 philippine constitution.pptxhellokittymaearciaga
 
Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...
Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...
Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...narwatsonia7
 
How to design healthy team dynamics to deliver successful digital projects.pptx
How to design healthy team dynamics to deliver successful digital projects.pptxHow to design healthy team dynamics to deliver successful digital projects.pptx
How to design healthy team dynamics to deliver successful digital projects.pptxTechSoupConnectLondo
 
IFA system in MES and diffucultiess.pptx
IFA system in MES and diffucultiess.pptxIFA system in MES and diffucultiess.pptx
IFA system in MES and diffucultiess.pptxSauravAnand68
 
Start Donating your Old Clothes to Poor People
Start Donating your Old Clothes to Poor PeopleStart Donating your Old Clothes to Poor People
Start Donating your Old Clothes to Poor PeopleSERUDS INDIA
 
call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...
call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...
call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...saminamagar
 
productionpost-productiondiary-240320114322-5004daf6.pptx
productionpost-productiondiary-240320114322-5004daf6.pptxproductionpost-productiondiary-240320114322-5004daf6.pptx
productionpost-productiondiary-240320114322-5004daf6.pptxHenryBriggs2
 
call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
(多少钱)Dal毕业证国外本科学位证
(多少钱)Dal毕业证国外本科学位证(多少钱)Dal毕业证国外本科学位证
(多少钱)Dal毕业证国外本科学位证mbetknu
 
call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
Jewish Efforts to Influence American Immigration Policy in the Years Before t...
Jewish Efforts to Influence American Immigration Policy in the Years Before t...Jewish Efforts to Influence American Immigration Policy in the Years Before t...
Jewish Efforts to Influence American Immigration Policy in the Years Before t...yalehistoricalreview
 

Recently uploaded (20)

call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mehrauli DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...
Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...
Premium Call Girls Btm Layout - 7001305949 Escorts Service with Real Photos a...
 
Action Toolkit - Earth Day 2024 - April 22nd.
Action Toolkit - Earth Day 2024 - April 22nd.Action Toolkit - Earth Day 2024 - April 22nd.
Action Toolkit - Earth Day 2024 - April 22nd.
 
Start Donating your Old Clothes to Poor People kurnool
Start Donating your Old Clothes to Poor People kurnoolStart Donating your Old Clothes to Poor People kurnool
Start Donating your Old Clothes to Poor People kurnool
 
YHR Fall 2023 Issue (Joseph Manning Interview) (2).pdf
YHR Fall 2023 Issue (Joseph Manning Interview) (2).pdfYHR Fall 2023 Issue (Joseph Manning Interview) (2).pdf
YHR Fall 2023 Issue (Joseph Manning Interview) (2).pdf
 
2024: The FAR, Federal Acquisition Regulations - Part 25
2024: The FAR, Federal Acquisition Regulations - Part 252024: The FAR, Federal Acquisition Regulations - Part 25
2024: The FAR, Federal Acquisition Regulations - Part 25
 
call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Mayapuri DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
history of 1935 philippine constitution.pptx
history of 1935 philippine constitution.pptxhistory of 1935 philippine constitution.pptx
history of 1935 philippine constitution.pptx
 
Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...
Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...
Russian Call Girl Hebbagodi ! 7001305949 ₹2999 Only and Free Hotel Delivery 2...
 
How to design healthy team dynamics to deliver successful digital projects.pptx
How to design healthy team dynamics to deliver successful digital projects.pptxHow to design healthy team dynamics to deliver successful digital projects.pptx
How to design healthy team dynamics to deliver successful digital projects.pptx
 
IFA system in MES and diffucultiess.pptx
IFA system in MES and diffucultiess.pptxIFA system in MES and diffucultiess.pptx
IFA system in MES and diffucultiess.pptx
 
Start Donating your Old Clothes to Poor People
Start Donating your Old Clothes to Poor PeopleStart Donating your Old Clothes to Poor People
Start Donating your Old Clothes to Poor People
 
call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...
call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...
call girls in Mukherjee Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝...
 
productionpost-productiondiary-240320114322-5004daf6.pptx
productionpost-productiondiary-240320114322-5004daf6.pptxproductionpost-productiondiary-240320114322-5004daf6.pptx
productionpost-productiondiary-240320114322-5004daf6.pptx
 
call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Narela DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
(多少钱)Dal毕业证国外本科学位证
(多少钱)Dal毕业证国外本科学位证(多少钱)Dal毕业证国外本科学位证
(多少钱)Dal毕业证国外本科学位证
 
call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Tilak Nagar DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
Hot Sexy call girls in Palam Vihar🔝 9953056974 🔝 escort Service
Hot Sexy call girls in Palam Vihar🔝 9953056974 🔝 escort ServiceHot Sexy call girls in Palam Vihar🔝 9953056974 🔝 escort Service
Hot Sexy call girls in Palam Vihar🔝 9953056974 🔝 escort Service
 
call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in Punjabi Bagh DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
Jewish Efforts to Influence American Immigration Policy in the Years Before t...
Jewish Efforts to Influence American Immigration Policy in the Years Before t...Jewish Efforts to Influence American Immigration Policy in the Years Before t...
Jewish Efforts to Influence American Immigration Policy in the Years Before t...
 

Cluster Analysis Explained in 7 Steps