SlideShare a Scribd company logo
1 of 45
Download to read offline
1 
Detroit Industry, North Wall (Ford Plant at River Rouge). 1932-1933. Diego Rivera. 
CHANGES IN THE STRUCTURE OF EMPLOYMENT IN THE LONG RUN: THE SPANISH CASE 1977-2013 
José-Ignacio Antón & Rafael Muñoz de Bustillo 
University of Salamanca (Spain)
Contents of the presentation 
1. 
Introduction 
2. 
Methodology 
3. 
Data 
4. 
Results 
2
3 
1. Introduction 
Background 
 Relevant literature focused on inequalities in developed countries. 
 Explanations based on market forces -technology, international trade, returns to education- (versus institutional features) that refers to ‘unaivodable’ labour market issues. 
 Relevant amount of literature focusing on employment polarisation (David Autor, Alan Manning, Erik Olin Wright, Eurofound…) across Economics, Sociology, Industrial Relations, etc. 
 Most studies suggesting polarisation and the technical change/routinisation hypothesis as the most likely explanation.
4 
1. Introduction 
Aims of the paper 
 Exploring long-run trends with an uniform methodology to assess the extent and timing of polarisation. 
 Informative for the evolution of labour market inequalities Spain, with very bad databases before mid 90s. 
 Some light on some aspects of the polarisation debate (plausibility of the explanation).
5 
2. Methodology 
The so-called ‘jobs approach’ 
Define the jobs: combination of an occupation (2-digit ISCO category) and a sector of activity (2-digit NACE). 
Ranking (quintiles): rank the jobs according to earnings (or other variable proxying job quality)  create quintiles taking a year as reference (this is not innocous). 
Monitoring the changes: explore the pattern of changes, how they shape the employment structure and some features behind it.
6 
2. Methodology 
Creation of a job matrix 
Sector of activity (2 digits) 
Act 1 
Act 2 
… 
Act N 
Occupation (2 digits) 
Occ 1 
Job 1 
Job 2 
… 
Job N 
Occ 2 
Job N+1 
… 
… 
Job 2·N 
… 
… 
… 
… 
Occ K 
Job (K-1)·N 
… 
… 
Job K·N 
Mean/median wage 
An example
7 
Many possible patterns
8 
Many possible patterns
9 
3. Data and periods of interests 
oPeriods of interest 
oBreaks 
oDatabases
10 
-8-6-4-202468 197819791980198119821983198419851986198719881989199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013% of change from the 2ndquarter of the previous year Annual change of employment in Spain (%, 1978-2013) 
Source: Spanish Labour Force Survey. 
1977- 1985 
1985- 1991 
1991- 1994 
1994- 2008 
2008- 2011
11 
1977 
1985 
Crisis & job destruction 
Expansion & job growth 
1991 
1994 
2008 
2013 
Crisis & job destruction 
Expansion & job growth 
Crisis & job destruction 
Employment cycles 
Occupation 
Activity 
National Classification of Occupations 1979 
National Classification of Occupations 1994 (compatible with ISCO-88) 
National Classification of Occupations 2011 (inspired by ISCO- 08) 
National Classification of Economic Activities 1974 (equivalent to NACE) 
National Classification of Economic Activities 1993 (equivalent to NACE rev. 1 and 1.1) 
National Classification of Economic Activities 2009 (equivalent to NACE rev. 2)
12 
In sum, taking into account business cycles and breaks, we analyze 
o 
1977-1985 (job destruction) 
o 
1985-1991 (job growth) 
o 
1991-1992 (job destruction + break) 
o 
1992-1993 (job destruction + break) 
o 
1994-2008 (job growth) 
o 
2008-2010 (job destruction + break) 
o 
2011-2013 (job destruction) 
Spanish Labour Force Survey 
Basic Household Budget Survey 1990-1991 
Wage Structure Survey 2006 + Survey of Living Conditions 2006 
Wage Structure Survey 2010 
Survey of Living Conditions 2009 & 2010
13 
4. Results 
 
Overall patterns 
 
Modernisation, de-primarisation, de-industrialisation. 
 
The rise and fall of housing. 
 
The rise of the Welfare State. 
 
The polarising effects of crisis. 
 
Other issues worth mentioning.
14 
4. Results 
Advancing some preliminary results 
 Since the late 70s, modernisation of Spanish economy and labour market: de-primarisation, de-industrialisation, rise of the Welfare State, rise of temporary work, housing bubble and financial crisis, labour market crisis. 
 Overall, the overall pattern is upgrading and polarisation is only relevant in economic crisis. 
 If polarisation is associated to small segments and periods. Is it really so relevant? 
 Should we be more cautious about deus ex machina explanations?
Overall patterns 
15
16 
Source: AMECO.
17 
Source: Spanish Labour Force Survey.
18 
-600-400-2000Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1977-1985) 
Average change in employment: 
-14.3%
19 
-50005001,000Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1985-1991) 
Average change in employment: 
+19.1%
20 
-100-50050Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1991-1992) -100-50050Thousands of workersIIIIIIIVVAbsolute change in employment by quintile (1991-1992) 
Average change in employment: -1.4%
21 
-200-150-100-500Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1992-1993) 
Average change in employment: 
-4.8%
22 
05001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1994-2008) 
Average change in employment: 
+59%
23 
-600-400-2000Thousands of workersIIIIIIIVVAbsolute change in employment by quintile (2008-2010) 
Average change in employment: 
-10.4%
24 
-500-400-300-200-1000Thousands of workersIIIIIIIVVAbsolute change in employment by quintile (2011-2013) 
Average change in employment: -8.3%
25
Modernisation, de-primarisation, de- industrialisation 
26
27 
Source: AMECO.
28 
Source: AMECO.
29 
Source: AMECO.
30 
-600-400-2000200Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1977-1985) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
31 
-50005001,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1985-1991) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
32 
-150-100-50050Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1991-1992) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
33 
-50005001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1994-2008) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
34 
-600-400-2000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (2008-2010) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
35 
-500-400-300-200-1000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (2011-2013) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
The rise of the Welfare State 
36
37 
-50005001,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (1985-1991) Private employeesPublic employeesEmployersSelf-employed workersTotal
38 
-100-50050Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (1991-1992) Employment in Welfare State servicesTotal
39 
-100-50050Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (1991-1992) Private employeesPublic employeesEmployersSelf-employed workersTotal
40 
05001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (1994-2008) Employment in Welfare State servicesTotal
41 
-50005001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (1994-2008) Private employeesPublic employeesEmployersSelf-employed workersTotal
42 
-600-400-2000200Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (2008-2010) Employment in Welfare State servicesTotal
43 
-500-400-300-200-1000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (2011-2013) Employment in Welfare State servicesTotal
44 
-600-400-2000200Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (2008-2010) Private employeesPublic employeesEmployersSelf-employed workersTotal
45 
Thank you very much for your attention!

More Related Content

What's hot

An Evaluation of Informal Sector Activities and Urban Land Use Management in ...
An Evaluation of Informal Sector Activities and Urban Land Use Management in ...An Evaluation of Informal Sector Activities and Urban Land Use Management in ...
An Evaluation of Informal Sector Activities and Urban Land Use Management in ...Dr Lendy Spires
 
THE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACH
THE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACHTHE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACH
THE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACHVítor João Pereira Domingues Martinho
 
Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...
Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...
Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...StatsCommunications
 
Assess the reasons behind increasing unemployment and under-employment in pos...
Assess the reasons behind increasing unemployment and under-employment in pos...Assess the reasons behind increasing unemployment and under-employment in pos...
Assess the reasons behind increasing unemployment and under-employment in pos...Mark Heath - BA Hons, MSc, MCIPS
 
Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017
Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017
Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017Soledad Zignago
 
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...Soledad Zignago
 
Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...
Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...
Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...Adrián Podskľan
 
Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.
Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.
Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.Economist
 

What's hot (9)

An Evaluation of Informal Sector Activities and Urban Land Use Management in ...
An Evaluation of Informal Sector Activities and Urban Land Use Management in ...An Evaluation of Informal Sector Activities and Urban Land Use Management in ...
An Evaluation of Informal Sector Activities and Urban Land Use Management in ...
 
THE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACH
THE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACHTHE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACH
THE ECONOMIC THEORY AND THE PORTUGUESE MANUFACTURED INDUSTRY. ANOTHER APPROACH
 
Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...
Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...
Kick-off Meeting of the Advisory Group for the OECD Guidelines for Measuring ...
 
Assess the reasons behind increasing unemployment and under-employment in pos...
Assess the reasons behind increasing unemployment and under-employment in pos...Assess the reasons behind increasing unemployment and under-employment in pos...
Assess the reasons behind increasing unemployment and under-employment in pos...
 
Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017
Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017
Missing Growth from Creative Destruction, Philippe Aghion's slides, Jan 16 2017
 
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...
 
Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...
Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...
Milan Zeleny: Evolutionary Economics - presentation from conferece CASA, E-Le...
 
A MODEL BASED ON THE ENDOGENOUS GROWTH THEORY FOR
A MODEL BASED ON THE ENDOGENOUS GROWTH THEORY FORA MODEL BASED ON THE ENDOGENOUS GROWTH THEORY FOR
A MODEL BASED ON THE ENDOGENOUS GROWTH THEORY FOR
 
Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.
Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.
Professor Alejandro Diaz Bautista, Input Output Conference, June 2012.
 

Viewers also liked

Innovative Lesson Plan
Innovative Lesson PlanInnovative Lesson Plan
Innovative Lesson Plansurajaaswathy
 
Phone terminology
Phone terminologyPhone terminology
Phone terminologyadildg
 
Chapter 1 introduction to Indian financial system
Chapter 1 introduction to Indian financial systemChapter 1 introduction to Indian financial system
Chapter 1 introduction to Indian financial systemShivam Singhal
 
java: basics, user input, data type, constructor
java:  basics, user input, data type, constructorjava:  basics, user input, data type, constructor
java: basics, user input, data type, constructorShivam Singhal
 
introduction to project management
introduction to project management introduction to project management
introduction to project management Shivam Singhal
 
10 8086 instruction set
10 8086 instruction set10 8086 instruction set
10 8086 instruction setShivam Singhal
 
encapsulation, inheritance, overriding, overloading
encapsulation, inheritance, overriding, overloadingencapsulation, inheritance, overriding, overloading
encapsulation, inheritance, overriding, overloadingShivam Singhal
 
Apoptosis in health and diseases
Apoptosis in health and diseasesApoptosis in health and diseases
Apoptosis in health and diseasesmeenuev
 
Chapter 3 capital market
Chapter 3 capital marketChapter 3 capital market
Chapter 3 capital marketShivam Singhal
 

Viewers also liked (14)

Innovative Lesson Plan
Innovative Lesson PlanInnovative Lesson Plan
Innovative Lesson Plan
 
Phone terminology
Phone terminologyPhone terminology
Phone terminology
 
Media slideshow
Media slideshowMedia slideshow
Media slideshow
 
English tenses
English tenses English tenses
English tenses
 
ofdm
ofdmofdm
ofdm
 
Chapter 1 introduction to Indian financial system
Chapter 1 introduction to Indian financial systemChapter 1 introduction to Indian financial system
Chapter 1 introduction to Indian financial system
 
Afrika shox
Afrika shoxAfrika shox
Afrika shox
 
C progrmming
C progrmmingC progrmming
C progrmming
 
java: basics, user input, data type, constructor
java:  basics, user input, data type, constructorjava:  basics, user input, data type, constructor
java: basics, user input, data type, constructor
 
introduction to project management
introduction to project management introduction to project management
introduction to project management
 
10 8086 instruction set
10 8086 instruction set10 8086 instruction set
10 8086 instruction set
 
encapsulation, inheritance, overriding, overloading
encapsulation, inheritance, overriding, overloadingencapsulation, inheritance, overriding, overloading
encapsulation, inheritance, overriding, overloading
 
Apoptosis in health and diseases
Apoptosis in health and diseasesApoptosis in health and diseases
Apoptosis in health and diseases
 
Chapter 3 capital market
Chapter 3 capital marketChapter 3 capital market
Chapter 3 capital market
 

Similar to Presentation Manchester

Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'
Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'
Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'Fundación Ramón Areces
 
Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...
Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...
Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...ifpri_dhaka
 
Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...
Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...
Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...Stavros Mavroudeas
 
The Transformation of Work in the Information Age
The Transformation of Work in the Information AgeThe Transformation of Work in the Information Age
The Transformation of Work in the Information AgeRitesh Nayak
 
Learning at Work in the Future Economy
Learning at Work in the Future EconomyLearning at Work in the Future Economy
Learning at Work in the Future EconomySWiPE Research Project
 
Can we really explain worker flows in transition economies?
Can we really explain worker flows in transition economies?Can we really explain worker flows in transition economies?
Can we really explain worker flows in transition economies?GRAPE
 
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENTTHE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENTDr Lendy Spires
 
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT Dr Lendy Spires
 
M. Mancini, C. Pappalardo - Short-term Forecast of Labor Market Aggregates
M. Mancini, C. Pappalardo - Short-term Forecast of Labor Market AggregatesM. Mancini, C. Pappalardo - Short-term Forecast of Labor Market Aggregates
M. Mancini, C. Pappalardo - Short-term Forecast of Labor Market AggregatesIstituto nazionale di statistica
 
organized and unorganized sector
organized and unorganized sectororganized and unorganized sector
organized and unorganized sectorSonali Kukreja
 
Keis04 Services 2008
Keis04 Services 2008Keis04 Services 2008
Keis04 Services 2008Ian Miles
 
Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...
Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...
Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...OECD CFE
 
megatrends shaping thw future of work by cipd
megatrends shaping thw future of work by cipdmegatrends shaping thw future of work by cipd
megatrends shaping thw future of work by cipdLa innovation Kitchen
 
June Labour Market Update
June Labour Market UpdateJune Labour Market Update
June Labour Market UpdateKaylan Bland
 
G.mankiw macroeconomic 7th edition chapter1
G.mankiw macroeconomic 7th edition chapter1G.mankiw macroeconomic 7th edition chapter1
G.mankiw macroeconomic 7th edition chapter1Arifa Saeed
 
growth and pattern of industrialization in india
growth and pattern of industrialization in indiagrowth and pattern of industrialization in india
growth and pattern of industrialization in indiavriddhee Goel
 

Similar to Presentation Manchester (20)

Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'
Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'
Jorge Katz - Seminario 'Nuevos enfoques sobre políticas de innovación'
 
Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...
Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...
Escalation of Real Wage: Is it the Beginning of Structural Transformation? by...
 
Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...
Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...
Lecture on the 'Greek economic crisis' to UNAM and 4 other Latin American uni...
 
The Transformation of Work in the Information Age
The Transformation of Work in the Information AgeThe Transformation of Work in the Information Age
The Transformation of Work in the Information Age
 
A MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGAL. ANOTHER WAY
A MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGAL. ANOTHER WAYA MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGAL. ANOTHER WAY
A MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGAL. ANOTHER WAY
 
Learning at Work in the Future Economy
Learning at Work in the Future EconomyLearning at Work in the Future Economy
Learning at Work in the Future Economy
 
Can we really explain worker flows in transition economies?
Can we really explain worker flows in transition economies?Can we really explain worker flows in transition economies?
Can we really explain worker flows in transition economies?
 
D2002 04
D2002 04D2002 04
D2002 04
 
D2002 04(1)
D2002 04(1)D2002 04(1)
D2002 04(1)
 
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENTTHE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
 
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
THE FUNCTION OF THE URBAN INFORMAL SECTOR IN EMPLOYMENT
 
M. Mancini, C. Pappalardo - Short-term Forecast of Labor Market Aggregates
M. Mancini, C. Pappalardo - Short-term Forecast of Labor Market AggregatesM. Mancini, C. Pappalardo - Short-term Forecast of Labor Market Aggregates
M. Mancini, C. Pappalardo - Short-term Forecast of Labor Market Aggregates
 
organized and unorganized sector
organized and unorganized sectororganized and unorganized sector
organized and unorganized sector
 
Keis04 Services 2008
Keis04 Services 2008Keis04 Services 2008
Keis04 Services 2008
 
Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...
Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...
Fluctuations of employment across age and gender - Enrico Zaninotto, Roberto ...
 
megatrends shaping thw future of work by cipd
megatrends shaping thw future of work by cipdmegatrends shaping thw future of work by cipd
megatrends shaping thw future of work by cipd
 
June Labour Market Update
June Labour Market UpdateJune Labour Market Update
June Labour Market Update
 
A MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGAL
A MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGALA MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGAL
A MODEL BASED ON THE RYBCZYNSKI EQUATION FOR PORTUGAL
 
G.mankiw macroeconomic 7th edition chapter1
G.mankiw macroeconomic 7th edition chapter1G.mankiw macroeconomic 7th edition chapter1
G.mankiw macroeconomic 7th edition chapter1
 
growth and pattern of industrialization in india
growth and pattern of industrialization in indiagrowth and pattern of industrialization in india
growth and pattern of industrialization in india
 

Recently uploaded

CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual serviceanilsa9823
 
Stock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdfStock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdfMichael Silva
 
Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...
Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...
Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...Pooja Nehwal
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptxFinTech Belgium
 
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...dipikadinghjn ( Why You Choose Us? ) Escorts
 
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikHigh Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptxFinTech Belgium
 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptxFinTech Belgium
 
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Delhi Call girls
 
The Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdfThe Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdfGale Pooley
 
Booking open Available Pune Call Girls Talegaon Dabhade 6297143586 Call Hot ...
Booking open Available Pune Call Girls Talegaon Dabhade  6297143586 Call Hot ...Booking open Available Pune Call Girls Talegaon Dabhade  6297143586 Call Hot ...
Booking open Available Pune Call Girls Talegaon Dabhade 6297143586 Call Hot ...Call Girls in Nagpur High Profile
 
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdfAdnet Communications
 
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsHigh Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...
VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...
VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...dipikadinghjn ( Why You Choose Us? ) Escorts
 
Gurley shaw Theory of Monetary Economics.
Gurley shaw Theory of Monetary Economics.Gurley shaw Theory of Monetary Economics.
Gurley shaw Theory of Monetary Economics.Vinodha Devi
 
Booking open Available Pune Call Girls Wadgaon Sheri 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Wadgaon Sheri  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Wadgaon Sheri  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Wadgaon Sheri 6297143586 Call Hot Ind...Call Girls in Nagpur High Profile
 

Recently uploaded (20)

CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gomti Nagar Lucknow best sexual service
 
Stock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdfStock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdf
 
Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...
Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...
Dharavi Russian callg Girls, { 09892124323 } || Call Girl In Mumbai ...
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
 
03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx
 
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road 💧 9920725232 ( Call Me ) Get A New Crush Everyday ...
 
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikHigh Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
 
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
 
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
 
The Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdfThe Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdf
 
Booking open Available Pune Call Girls Talegaon Dabhade 6297143586 Call Hot ...
Booking open Available Pune Call Girls Talegaon Dabhade  6297143586 Call Hot ...Booking open Available Pune Call Girls Talegaon Dabhade  6297143586 Call Hot ...
Booking open Available Pune Call Girls Talegaon Dabhade 6297143586 Call Hot ...
 
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf
 
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsHigh Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 
Veritas Interim Report 1 January–31 March 2024
Veritas Interim Report 1 January–31 March 2024Veritas Interim Report 1 January–31 March 2024
Veritas Interim Report 1 January–31 March 2024
 
VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...
VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...
VIP Independent Call Girls in Andheri 🌹 9920725232 ( Call Me ) Mumbai Escorts...
 
Gurley shaw Theory of Monetary Economics.
Gurley shaw Theory of Monetary Economics.Gurley shaw Theory of Monetary Economics.
Gurley shaw Theory of Monetary Economics.
 
Booking open Available Pune Call Girls Wadgaon Sheri 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Wadgaon Sheri  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Wadgaon Sheri  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Wadgaon Sheri 6297143586 Call Hot Ind...
 

Presentation Manchester

  • 1. 1 Detroit Industry, North Wall (Ford Plant at River Rouge). 1932-1933. Diego Rivera. CHANGES IN THE STRUCTURE OF EMPLOYMENT IN THE LONG RUN: THE SPANISH CASE 1977-2013 José-Ignacio Antón & Rafael Muñoz de Bustillo University of Salamanca (Spain)
  • 2. Contents of the presentation 1. Introduction 2. Methodology 3. Data 4. Results 2
  • 3. 3 1. Introduction Background  Relevant literature focused on inequalities in developed countries.  Explanations based on market forces -technology, international trade, returns to education- (versus institutional features) that refers to ‘unaivodable’ labour market issues.  Relevant amount of literature focusing on employment polarisation (David Autor, Alan Manning, Erik Olin Wright, Eurofound…) across Economics, Sociology, Industrial Relations, etc.  Most studies suggesting polarisation and the technical change/routinisation hypothesis as the most likely explanation.
  • 4. 4 1. Introduction Aims of the paper  Exploring long-run trends with an uniform methodology to assess the extent and timing of polarisation.  Informative for the evolution of labour market inequalities Spain, with very bad databases before mid 90s.  Some light on some aspects of the polarisation debate (plausibility of the explanation).
  • 5. 5 2. Methodology The so-called ‘jobs approach’ Define the jobs: combination of an occupation (2-digit ISCO category) and a sector of activity (2-digit NACE). Ranking (quintiles): rank the jobs according to earnings (or other variable proxying job quality)  create quintiles taking a year as reference (this is not innocous). Monitoring the changes: explore the pattern of changes, how they shape the employment structure and some features behind it.
  • 6. 6 2. Methodology Creation of a job matrix Sector of activity (2 digits) Act 1 Act 2 … Act N Occupation (2 digits) Occ 1 Job 1 Job 2 … Job N Occ 2 Job N+1 … … Job 2·N … … … … Occ K Job (K-1)·N … … Job K·N Mean/median wage An example
  • 7. 7 Many possible patterns
  • 8. 8 Many possible patterns
  • 9. 9 3. Data and periods of interests oPeriods of interest oBreaks oDatabases
  • 10. 10 -8-6-4-202468 197819791980198119821983198419851986198719881989199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013% of change from the 2ndquarter of the previous year Annual change of employment in Spain (%, 1978-2013) Source: Spanish Labour Force Survey. 1977- 1985 1985- 1991 1991- 1994 1994- 2008 2008- 2011
  • 11. 11 1977 1985 Crisis & job destruction Expansion & job growth 1991 1994 2008 2013 Crisis & job destruction Expansion & job growth Crisis & job destruction Employment cycles Occupation Activity National Classification of Occupations 1979 National Classification of Occupations 1994 (compatible with ISCO-88) National Classification of Occupations 2011 (inspired by ISCO- 08) National Classification of Economic Activities 1974 (equivalent to NACE) National Classification of Economic Activities 1993 (equivalent to NACE rev. 1 and 1.1) National Classification of Economic Activities 2009 (equivalent to NACE rev. 2)
  • 12. 12 In sum, taking into account business cycles and breaks, we analyze o 1977-1985 (job destruction) o 1985-1991 (job growth) o 1991-1992 (job destruction + break) o 1992-1993 (job destruction + break) o 1994-2008 (job growth) o 2008-2010 (job destruction + break) o 2011-2013 (job destruction) Spanish Labour Force Survey Basic Household Budget Survey 1990-1991 Wage Structure Survey 2006 + Survey of Living Conditions 2006 Wage Structure Survey 2010 Survey of Living Conditions 2009 & 2010
  • 13. 13 4. Results  Overall patterns  Modernisation, de-primarisation, de-industrialisation.  The rise and fall of housing.  The rise of the Welfare State.  The polarising effects of crisis.  Other issues worth mentioning.
  • 14. 14 4. Results Advancing some preliminary results  Since the late 70s, modernisation of Spanish economy and labour market: de-primarisation, de-industrialisation, rise of the Welfare State, rise of temporary work, housing bubble and financial crisis, labour market crisis.  Overall, the overall pattern is upgrading and polarisation is only relevant in economic crisis.  If polarisation is associated to small segments and periods. Is it really so relevant?  Should we be more cautious about deus ex machina explanations?
  • 17. 17 Source: Spanish Labour Force Survey.
  • 18. 18 -600-400-2000Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1977-1985) Average change in employment: -14.3%
  • 19. 19 -50005001,000Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1985-1991) Average change in employment: +19.1%
  • 20. 20 -100-50050Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1991-1992) -100-50050Thousands of workersIIIIIIIVVAbsolute change in employment by quintile (1991-1992) Average change in employment: -1.4%
  • 21. 21 -200-150-100-500Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1992-1993) Average change in employment: -4.8%
  • 22. 22 05001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute change in employment by quintile (1994-2008) Average change in employment: +59%
  • 23. 23 -600-400-2000Thousands of workersIIIIIIIVVAbsolute change in employment by quintile (2008-2010) Average change in employment: -10.4%
  • 24. 24 -500-400-300-200-1000Thousands of workersIIIIIIIVVAbsolute change in employment by quintile (2011-2013) Average change in employment: -8.3%
  • 25. 25
  • 26. Modernisation, de-primarisation, de- industrialisation 26
  • 30. 30 -600-400-2000200Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1977-1985) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
  • 31. 31 -50005001,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1985-1991) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
  • 32. 32 -150-100-50050Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1991-1992) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
  • 33. 33 -50005001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (1994-2008) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
  • 34. 34 -600-400-2000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (2008-2010) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
  • 35. 35 -500-400-300-200-1000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and sector of activity (2011-2013) Agriculture, forestry and fishingHigh-technology industryLow-technology industryConstructionKnowledge-intensive servicesLess knowledge-intensive servicesNon-manufacturing industriesTotal
  • 36. The rise of the Welfare State 36
  • 37. 37 -50005001,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (1985-1991) Private employeesPublic employeesEmployersSelf-employed workersTotal
  • 38. 38 -100-50050Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (1991-1992) Employment in Welfare State servicesTotal
  • 39. 39 -100-50050Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (1991-1992) Private employeesPublic employeesEmployersSelf-employed workersTotal
  • 40. 40 05001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (1994-2008) Employment in Welfare State servicesTotal
  • 41. 41 -50005001,0001,5002,000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (1994-2008) Private employeesPublic employeesEmployersSelf-employed workersTotal
  • 42. 42 -600-400-2000200Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (2008-2010) Employment in Welfare State servicesTotal
  • 43. 43 -500-400-300-200-1000Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile (2011-2013) Employment in Welfare State servicesTotal
  • 44. 44 -600-400-2000200Thousands of workers IIIIIIIVVAbsolute changes in employment by quintile and professional situation (2008-2010) Private employeesPublic employeesEmployersSelf-employed workersTotal
  • 45. 45 Thank you very much for your attention!