Assessing Labor Markets in the Developing World

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Assessing Labor Markets in the Developing World David Newhouse, Labor Economist Social Protection and Labor, World Bank Labor Market Core Course May 6, 2013

Labor Market Assessment I. Indicators (10) II. Data Sources (7) III. Recent Trends (3) IV. Implications for labor market assessment

I. Ten Labor Market Indicators o Primary activity (3) Employment ratio, Unemployment rate, Labor force participation o Type of job (3) Status: Government worker, Private wage worker, self employed, family and unpaid workers Sector Agriculture, industry, service, etc. Average productivity of sector o Compensation and hours (3) Earnings, benefits, hours of work o Subjective work satisfaction (1) Reflects respondent frame of reference / expectations

Activity Indicators Indicator Definition Strength Weakness Employment ratio #employed/# working age pop. Overall level of economic activity, simple & clear Whether good or bad depends on country context Labor force participation rate # labor force/# working age pop. Measures size of work force and willingness to work Fuzzy definition, whether good or bad depends on context Unemployment rate #unemployed/#of labor force A measure of lost potential Fuzzy definition, whether good or bad depends on context But these activity indicators don t measure job quality

Interpreting changes in employment and unemployment depends on country context 50 55 60 65 70 75 0 5 Unemployment rate 10 15 20 25 30 35 100 250 500 1000 2500 5000 10000 20000 GDP in 2000 100 250 500 1000 2500 5000 10000 20000 GDP in 2000 5

Job quality indicators are more informative 60 50 40 30 20 10 Hypothetical example Employment Employment 60 50 40 30 20 10 0 pre crisis post crisis 0 Pre crisis Post crisis employment Wage Self Family 6

Job Quality Indicators Indicator Definition Strength Weakness Employment Status and sector Share of employment in different status or sector Easy to measure and related to earnings and productivity Coarse measure Sectoral Productivity Value added per worker in each sector Well-defined and often measurable Coarse and challenging to construct Earnings Reported profits or salary per month What workers care about most. Good proxy for productivity. Continuous measure. Very difficult to measure accurately, especially for selfemployed. Self-reported job Satisfaction Reported Worker satisfaction with job Easy to measure, including for unpaid family workers Subjective -- definition varies greatly across people

0 20 40 60 80 100 Better jobs, not more jobs, drive development 300 500 1000 2500 5000 10000 25000 50000 Per Capita GDP Non-ag unpaid Non-ag employer All agricultural workers Non-ag own account Non-ag wage and salaried 8

II. Seven Sources of Data on Labor Markets o Where does information exist on labor market outcomes in developing countries? Three publicly available sources: 1. National estimates (from ILO) 2. ILO Estimates (imputed by ILO) These are the two sources for World Bank s WDI 3. IMF World Economic Outlook Unemployment only, about 60 developing countries Four privately held sources: 1. Aggregate national indicators IMF International Financial Statistics CEIC/Haver 2. Disaggregated data World Bank International Income Distribution Database (I2D2) Gallup World Poll

ILO data is scarce Years of available data, 2000-2008

Though ILO data availability is slowly improving 120 Countries reporting labor force participation at in least one year 100 80 60 40 20 0 1988-1990 2006-2008

ILO National Estimates KILM and Short-term indicators Derived from national labor force surveys, household surveys, or censuses Issues of timing KILM has a 2 year lag Short term indicators start in 2004 and limited coverage Short-term indicators: 35 developing countries (2004-2011) KILM Roughly 20 developing countries (1990-2009) 2010 information available for 13 developing countries

ILO estimates Seemingly precise, even in data-poor environments Country Y Sex Age Employment ('000) Population ('000) Employmentto-population ratio Congo, Democratic Republic of 2009 F 15-24 3176.3 6651.8 47.8 Korea, Democratic People's Republic 2009 F 15-24 661.2 1897.7 34.8 Zimbabwe 2009 F 15-24 688.6 1595.9 43.1 Where do these estimates come from?

A short rant about the ILO estimates ILO methodology: Apply regional employment elasticities to countries historical labor market data Regress employment on GDP and country dummy variables, separately by age and gender group Issues: Estimates based only on GDP Assumes same employment elasticity for each country and across time No indication of precision of estimates And no validation against actual data Warning: ILO estimates are not always documented as estimates Participation statistics from WB World Development Indicators! Bottom line: Be aware of the difference between ILO estimates and national estimates

Private sources of labor market data Aggregate Information on LM indicators 1. IMF International Financial Statistics Accessible to World Bank and IMF staff Contains aggregate information on employment and labor force participation on about 37 developing countries 2. CEIC/Haver Companies that collect and sell information published by national statistical offices Contains employment, unemployment, and participation for about 35 developing countries

Private sources of labor market data Household Survey Data 3. International Income Distribution Database (I2D2) Large standardized database managed by DEC Grew out of successive WDRs, starting with Equity (2007) Latest version contains 533 standardized households surveys covering 126 countries Indicators: Activity, sector, status, unemployment duration (when available) Earnings and consumption not yet reliable Employment indicators sometimes inconsistent over time Future plans Clean up inconsistencies Merge with data on household consumption used for povcalnet Enable online analysis from public Data available to all Bank employees for any Bank work

Private sources of labor market data Household Survey Data (cont.) 4. Gallup World Poll Surveys of 1000 persons conducted annually in over 140 countries Some labor market questions are non-standard and hard to interpret Does your job always bring out your most creative ideas or not? At work, do your opinions seem to count or not? Microdata very expensive

III. Recent Trends 1. What do labor market outcomes look like around the developing world? Use Gallup World Poll We obtained aggregates by country Group countries by income group and region Population weighted

High-income countries UMIC LMIC Low-income No data GWP coverage is high

and significantly better than ILO national estimates for developing counties Data from 2009-2011 All countries Low and Middle-Income Number of countries Percent of Population Number of countries Percent of Population Gallup World Poll All four Indicators 90 86% 64 70% ILO Short Term Indicators Employment 62 36% 27 19% Unemployment 83 37% 36 20% Share in Employment in 46 29% 15 13% Agriculture Share of Employment in 53 34% 17 17% Wage or Salaried jobs

Perceived job conditions bounced back rapidly - Especially in LMICs Good time to get a job Low-Income Countries (15) 34 39 38 39 Lower Middle-Income Countries (31) 29 34 36 38 Upper Middle Income Countries (20) 27 35 42 45 High-Income Countries (19) 16 23 30 31 Total (85) 28 34 36 37 10 20 30 40 50 2008 2009 2010 2011 Source: Gallup World Poll

Strong LMIC performance most apparent in increasing wage employment for men Share of employment in full-time wage work Total Male Female Low-Income Countries (13) 21 25 17 21 24 13 22 24 14 Lower Middle-Income Countries (31) 33 35 29 40 43 31 42 45 34 Upper Middle Income Countries (20) 57 57 56 63 63 62 60 61 59 High-Income Countries (26) 63 68 55 66 69 59 65 72 54 Total (90) 36 38 32 43 45 37 45 48 38 20 30 40 50 60 70 20 40 60 80 10 20 30 40 50 60 2009 2010 2011

But ECA is still struggling - So is MNA, following the Arab spring - Everywhere else, 2011 was better than 2008 Good time to get a job Sub Saharan Africa (13) 29 34 35 38 East Asia and Pacific (7) 25 31 33 38 Europe and Central Asia (13) 12 22 27 45 Latin America and Caribbean (18) 35 43 46 50 Middle East and N Africa (9) 18 24 26 29 South Asia (6) 35 37 40 47 Total (66) 29 34 36 38 10 20 30 40 50 2008 2009 2010 2011

while East and South Asia forge ahead - Maybe job conditions in MNA weren t as bad in 2011 as people think? Share of employment in full-time wage work Total Male Female Sub Saharan Africa (11) 20 22 20 21 27 25 16 17 16 East Asia and Pacific (5) 29 34 35 31 37 37 27 28 32 Europe and Central Asia (14) 65 66 67 64 66 68 66 65 65 Latin America and Caribbean (18) 47 53 51 49 56 55 43 49 46 Middle East and N Africa (10) 47 51 49 46 51 49 48 51 56 South Asia (6) 40 46 55 40 46 55 43 47 51 Total (64) 34 41 42 36 44 46 30 34 35 20 30 40 50 60 70 20 30 40 50 60 70 0 20 40 60 80 2009 2010 2011

Does creating good jobs make governments more popular? - Not immediately. Despite creating good jobs, MIC leaders much less popular in 2011 Approve of national leadership Low-Income Countries (14) 61 62 62 63 Lower Middle-Income Countries (25) 51 58 58 62 Upper Middle Income Countries (16) 54 58 60 64 High-Income Countries (18) 39 43 43 48 Total (73) 52 55 57 61 40 45 50 55 60 65 2008 2009 2010 2011

Decline in popularity driven by MNA and South Asia - In MNA, consistent with perceived worsening of job prospects - Government dissatisfaction rising in India, Pakistan, and Bangladesh for unrelated reasons? Approve of national leadership Sub Saharan Africa (13) 42 49 52 58 East Asia and Pacific (6) 68 73 76 80 Europe and Central Asia (9) 55 60 63 67 Latin America and Caribbean (18) 47 53 52 56 Middle East and N Africa (3) 37 50 58 57 South Asia (6) 49 59 58 63 Total (55) 52 57 58 62 30 40 50 60 70 80 2008 2009 2010 2011

Conclusions Recent trends give reason for optimism Crisis could have been worse Slow recovery continuing in Eastern Europe and Central Asia Rapid recovery or mild crisis effects -- in most other regions Major challenges remain Most workers remain in low-productivity jobs Need to create more good jobs By helping workers make transitions into higher-productivity jobs By supporting entrepreneurship efforts when possible Key roles for state include: maintaining rule of law providing infrastructure and other public goods (like information) promoting human capital (skills, health)

A jobs lens is crucial for learning how to better reduce poverty and share prosperity 1. Jobs are politically important 2. Jobs are more closely related to poverty and shared prosperity than growth 3. Unlike poverty and growth, jobs are measured at the individual level 4. Relatively little is known about how government can create conditions conducive to the growth of good jobs.

Large long-run agenda on labor assessment o Get a better picture of recent developments o Improve on ILO estimates if possible oinvestigate potential constraints to better employment outcomes: ohuman capital oearly Childhood Development, Health, Non-cognitive skills opopulation growth ofiscal and monetary policy? oinfrastructure improvements? omigration oboth internal and external osearch behavior otraining oboth on the job and through public programs

Continue to evaluating labor regulations and ALMPs Effects on aggregate jobs are usually modest, but o Debates on regulations can be heated onot sure how much o ALMPs are a political fact of life in many UMICs Evaluations can help learn about which types of training programs / regulations matter o How to better enforce existing regulations

Better Data can Help o Regular labor force surveys Important input into political debates about macroeconomic and other policy Labor force surveys cheaper than poverty surveys Urban surveys are particularly inexpensive Offer unexploited potential to look at how policies and ALMPs are associated with outcomes o Best if standardized across years and countries WB should continue investments in I2D2 and regional standardization efforts.

Better Data can Help owell-designed long-term household panel surveys are particularly valuable Potential to understand how interactions with public policies and institutions affect future outcomes Can be used to track long-term effects of interventions for youth. Common in OECD countries ous: Survey of Income and Program Participation, National Longitudinal Study of Youth, Panel Survey of Income Dynamics Examples in developing countries are rare o Indonesian and Mexican Family Life Surveys, China Health and Nutrition Longitudinal Survey, National survey of Income Dynamics in South Africa, others?