The Labor Content of Exports Database

This paper develops a novel methodology to measure the quantity of jobs and value of wages embodied in exports for a large number of countries and sectors for intermittent years between 1995 and 2011. The resulting Labor Content of Exports database...

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Main Authors: Cali, Massimiliano, Francois, Joseph, Hollweg, Claire H., Manchin, Miriam, Oberdabernig, Doris Anita, Rojas-Romagosa, Hugo, Rubinova, Stela, Tomberger, Patrick
Format: Working Paper
Language:English
en_US
Published: World Bank, Washington, DC 2016
Subjects:
JOB
WTO
GDP
Online Access:http://documents.worldbank.org/curated/en/2016/03/26137986/labor-content-exports-database
http://hdl.handle.net/10986/24156
id okr-10986-24156
recordtype oai_dc
repository_type Digital Repository
institution_category Foreign Institution
institution Digital Repositories
building World Bank Open Knowledge Repository
collection World Bank
language English
en_US
topic JOBS
EMPLOYMENT
FINANCIAL SERVICES
COUNTRY COMPARISONS
PRIVATE SECTOR ACTIVITIES
ACCOUNTING
MULTIPLIERS
PRODUCTION
LAGS
SKILLED WORKERS
INCOME
INDUSTRY
GDP PER CAPITA
INFORMATION
LABOR FORCE
WATER SUPPLY
SERVICES
EXPORTS
DEVELOPING COUNTRIES
LABOR-INTENSIVE EXPORT
TRADE FLOWS
SEWAGE
PUBLIC SERVICES
JOB
GROSS VALUE
EFFECTS
MIDDLE INCOME COUNTRY
EQUILIBRIUM
SERVANTS
VARIABLES
LABOR COMPENSATION
INPUTS
SAVING
VALUE OF OUTPUT
RENTS
TRENDS
DRIVERS
PRODUCTION PROCESS
DEVELOPMENT
LABOR MARKET
LABOR COSTS
EXPORT GROWTH
TELECOMMUNICATIONS
TRANSPORT
WORKER
DOMESTIC INPUTS
OUTPUTS
PREVIOUS STUDIES
PRODUCTIVITY
GROSS NATIONAL PRODUCT
TOTAL WAGES
MARKETS
WTO
ORGANIZATIONS
DIRECT VALUE
INCOME LEVELS
TRADE POLICY
LABOR
TOTAL EMPLOYMENT
TRADE AGREEMENT
NATURAL RESOURCES
TRADE MODEL
EQUILIBRIUM ANALYSIS
SKILL GROUPS
AVERAGE WAGES
GENERAL EQUILIBRIUM
VALUE ADDED
WORKERS
WAGES
POLICIES
INTERNATIONAL TRADE
EXPORT COMPETITIVENESS
LABOR DEMAND
VALUE
AVERAGE WAGE
EXPORT PRODUCTION
COMPETITIVENESS
BANK
CLERKS
COMPARATIVE ADVANTAGES
DEMAND
OCCUPATIONS
NATIONAL INCOME
NOMINAL WAGES
PRIVATE SERVICES
AGRICULTURE
ECONOMY
LABOR MARKET INSTITUTIONS
LABOR MARKET OUTCOMES
PRIVATE SECTOR
SHARES
LABOR INTENSITIES
ECONOMICS
LABOR VALUE
PRODUCTION FUNCTION
ECONOMIC SYSTEMS
SKILLED LABOR
REGRESSION ANALYSIS
INSURANCE
TRADE DATA
EXPORT SECTOR
TRADE
GDP
GOODS
LAND
THEORY
GLOBAL TRADE
GENERAL EQUILIBRIUM ANALYSIS
SECURITY
BILATERAL TRADE
INVESTMENT
DOMESTIC PRODUCTION
COMPARATIVE ADVANTAGE
LABORERS
SUPPLY
LABOR INTENSITY
WORLD TRADE
UNSKILLED WORKERS
TOTAL OUTPUT
SUPPLIERS
ECONOMIC GEOGRAPHY
LABOR OFFICE
LABOR MARKETS
GOVERNMENTS
OUTCOMES
UNSKILLED LABOR
MIDDLE INCOME COUNTRIES
LABOR SHARE
PRICES
ECONOMIES
INCOME GROUPS
DEVELOPMENT POLICY
EMPLOYEES
spellingShingle JOBS
EMPLOYMENT
FINANCIAL SERVICES
COUNTRY COMPARISONS
PRIVATE SECTOR ACTIVITIES
ACCOUNTING
MULTIPLIERS
PRODUCTION
LAGS
SKILLED WORKERS
INCOME
INDUSTRY
GDP PER CAPITA
INFORMATION
LABOR FORCE
WATER SUPPLY
SERVICES
EXPORTS
DEVELOPING COUNTRIES
LABOR-INTENSIVE EXPORT
TRADE FLOWS
SEWAGE
PUBLIC SERVICES
JOB
GROSS VALUE
EFFECTS
MIDDLE INCOME COUNTRY
EQUILIBRIUM
SERVANTS
VARIABLES
LABOR COMPENSATION
INPUTS
SAVING
VALUE OF OUTPUT
RENTS
TRENDS
DRIVERS
PRODUCTION PROCESS
DEVELOPMENT
LABOR MARKET
LABOR COSTS
EXPORT GROWTH
TELECOMMUNICATIONS
TRANSPORT
WORKER
DOMESTIC INPUTS
OUTPUTS
PREVIOUS STUDIES
PRODUCTIVITY
GROSS NATIONAL PRODUCT
TOTAL WAGES
MARKETS
WTO
ORGANIZATIONS
DIRECT VALUE
INCOME LEVELS
TRADE POLICY
LABOR
TOTAL EMPLOYMENT
TRADE AGREEMENT
NATURAL RESOURCES
TRADE MODEL
EQUILIBRIUM ANALYSIS
SKILL GROUPS
AVERAGE WAGES
GENERAL EQUILIBRIUM
VALUE ADDED
WORKERS
WAGES
POLICIES
INTERNATIONAL TRADE
EXPORT COMPETITIVENESS
LABOR DEMAND
VALUE
AVERAGE WAGE
EXPORT PRODUCTION
COMPETITIVENESS
BANK
CLERKS
COMPARATIVE ADVANTAGES
DEMAND
OCCUPATIONS
NATIONAL INCOME
NOMINAL WAGES
PRIVATE SERVICES
AGRICULTURE
ECONOMY
LABOR MARKET INSTITUTIONS
LABOR MARKET OUTCOMES
PRIVATE SECTOR
SHARES
LABOR INTENSITIES
ECONOMICS
LABOR VALUE
PRODUCTION FUNCTION
ECONOMIC SYSTEMS
SKILLED LABOR
REGRESSION ANALYSIS
INSURANCE
TRADE DATA
EXPORT SECTOR
TRADE
GDP
GOODS
LAND
THEORY
GLOBAL TRADE
GENERAL EQUILIBRIUM ANALYSIS
SECURITY
BILATERAL TRADE
INVESTMENT
DOMESTIC PRODUCTION
COMPARATIVE ADVANTAGE
LABORERS
SUPPLY
LABOR INTENSITY
WORLD TRADE
UNSKILLED WORKERS
TOTAL OUTPUT
SUPPLIERS
ECONOMIC GEOGRAPHY
LABOR OFFICE
LABOR MARKETS
GOVERNMENTS
OUTCOMES
UNSKILLED LABOR
MIDDLE INCOME COUNTRIES
LABOR SHARE
PRICES
ECONOMIES
INCOME GROUPS
DEVELOPMENT POLICY
EMPLOYEES
Cali, Massimiliano
Francois, Joseph
Hollweg, Claire H.
Manchin, Miriam
Oberdabernig, Doris Anita
Rojas-Romagosa, Hugo
Rubinova, Stela
Tomberger, Patrick
The Labor Content of Exports Database
relation Policy Research Working Paper;No. 7615
description This paper develops a novel methodology to measure the quantity of jobs and value of wages embodied in exports for a large number of countries and sectors for intermittent years between 1995 and 2011. The resulting Labor Content of Exports database allows the examination of the direct contribution of labor to exports as well as the indirect contribution via other sectors of the economy for skilled and unskilled labor. The analysis of the new data sets documents several new findings. First, the global share of labor value added in exports has been declining globally since 1995, but it has increased in low-income countries. Second, in line with the standard Hecksher-Ohlin trade model, the composition of labor directly contained in exports is skewed toward skilled labor in high-income countries relative to developing countries. However, that is not the case for the indirect labor content of exports. Third, manufacturing exports are a key source of labor demand in other sectors, especially in middle- and low-income countries. And the majority of the indirect demand for labor spurred by exports is in services sectors, whose workers are the largest beneficiaries of exporting activities globally. Fourth, differences in the labor value added in exports share across developing countries appears to be driven more by differences in the composition of exports rather than in sector labor intensities. Finally, average wages typically increase rapidly enough with the process of economic development to more than compensate the loss in jobs per unit of exports. The paper also includes the necessary information to build the Labor Content of Exports database from the original raw data, including stata do-files and matlab files, as well as descriptions of the variables in the data set.
format Working Paper
author Cali, Massimiliano
Francois, Joseph
Hollweg, Claire H.
Manchin, Miriam
Oberdabernig, Doris Anita
Rojas-Romagosa, Hugo
Rubinova, Stela
Tomberger, Patrick
author_facet Cali, Massimiliano
Francois, Joseph
Hollweg, Claire H.
Manchin, Miriam
Oberdabernig, Doris Anita
Rojas-Romagosa, Hugo
Rubinova, Stela
Tomberger, Patrick
author_sort Cali, Massimiliano
title The Labor Content of Exports Database
title_short The Labor Content of Exports Database
title_full The Labor Content of Exports Database
title_fullStr The Labor Content of Exports Database
title_full_unstemmed The Labor Content of Exports Database
title_sort labor content of exports database
publisher World Bank, Washington, DC
publishDate 2016
url http://documents.worldbank.org/curated/en/2016/03/26137986/labor-content-exports-database
http://hdl.handle.net/10986/24156
_version_ 1764455796982153216
spelling okr-10986-241562021-04-23T14:04:19Z The Labor Content of Exports Database Cali, Massimiliano Francois, Joseph Hollweg, Claire H. Manchin, Miriam Oberdabernig, Doris Anita Rojas-Romagosa, Hugo Rubinova, Stela Tomberger, Patrick JOBS EMPLOYMENT FINANCIAL SERVICES COUNTRY COMPARISONS PRIVATE SECTOR ACTIVITIES ACCOUNTING MULTIPLIERS PRODUCTION LAGS SKILLED WORKERS INCOME INDUSTRY GDP PER CAPITA INFORMATION LABOR FORCE WATER SUPPLY SERVICES EXPORTS DEVELOPING COUNTRIES LABOR-INTENSIVE EXPORT TRADE FLOWS SEWAGE PUBLIC SERVICES JOB GROSS VALUE EFFECTS MIDDLE INCOME COUNTRY EQUILIBRIUM SERVANTS VARIABLES LABOR COMPENSATION INPUTS SAVING VALUE OF OUTPUT RENTS TRENDS DRIVERS PRODUCTION PROCESS DEVELOPMENT LABOR MARKET LABOR COSTS EXPORT GROWTH TELECOMMUNICATIONS TRANSPORT WORKER DOMESTIC INPUTS OUTPUTS PREVIOUS STUDIES PRODUCTIVITY GROSS NATIONAL PRODUCT TOTAL WAGES MARKETS WTO ORGANIZATIONS DIRECT VALUE INCOME LEVELS TRADE POLICY LABOR TOTAL EMPLOYMENT TRADE AGREEMENT NATURAL RESOURCES TRADE MODEL EQUILIBRIUM ANALYSIS SKILL GROUPS AVERAGE WAGES GENERAL EQUILIBRIUM VALUE ADDED WORKERS WAGES POLICIES INTERNATIONAL TRADE EXPORT COMPETITIVENESS LABOR DEMAND VALUE AVERAGE WAGE EXPORT PRODUCTION COMPETITIVENESS BANK CLERKS COMPARATIVE ADVANTAGES DEMAND OCCUPATIONS NATIONAL INCOME NOMINAL WAGES PRIVATE SERVICES AGRICULTURE ECONOMY LABOR MARKET INSTITUTIONS LABOR MARKET OUTCOMES PRIVATE SECTOR SHARES LABOR INTENSITIES ECONOMICS LABOR VALUE PRODUCTION FUNCTION ECONOMIC SYSTEMS SKILLED LABOR REGRESSION ANALYSIS INSURANCE TRADE DATA EXPORT SECTOR TRADE GDP GOODS LAND THEORY GLOBAL TRADE GENERAL EQUILIBRIUM ANALYSIS SECURITY BILATERAL TRADE INVESTMENT DOMESTIC PRODUCTION COMPARATIVE ADVANTAGE LABORERS SUPPLY LABOR INTENSITY WORLD TRADE UNSKILLED WORKERS TOTAL OUTPUT SUPPLIERS ECONOMIC GEOGRAPHY LABOR OFFICE LABOR MARKETS GOVERNMENTS OUTCOMES UNSKILLED LABOR MIDDLE INCOME COUNTRIES LABOR SHARE PRICES ECONOMIES INCOME GROUPS DEVELOPMENT POLICY EMPLOYEES This paper develops a novel methodology to measure the quantity of jobs and value of wages embodied in exports for a large number of countries and sectors for intermittent years between 1995 and 2011. The resulting Labor Content of Exports database allows the examination of the direct contribution of labor to exports as well as the indirect contribution via other sectors of the economy for skilled and unskilled labor. The analysis of the new data sets documents several new findings. First, the global share of labor value added in exports has been declining globally since 1995, but it has increased in low-income countries. Second, in line with the standard Hecksher-Ohlin trade model, the composition of labor directly contained in exports is skewed toward skilled labor in high-income countries relative to developing countries. However, that is not the case for the indirect labor content of exports. Third, manufacturing exports are a key source of labor demand in other sectors, especially in middle- and low-income countries. And the majority of the indirect demand for labor spurred by exports is in services sectors, whose workers are the largest beneficiaries of exporting activities globally. Fourth, differences in the labor value added in exports share across developing countries appears to be driven more by differences in the composition of exports rather than in sector labor intensities. Finally, average wages typically increase rapidly enough with the process of economic development to more than compensate the loss in jobs per unit of exports. The paper also includes the necessary information to build the Labor Content of Exports database from the original raw data, including stata do-files and matlab files, as well as descriptions of the variables in the data set. 2016-04-26T17:05:27Z 2016-04-26T17:05:27Z 2016-03 Working Paper http://documents.worldbank.org/curated/en/2016/03/26137986/labor-content-exports-database http://hdl.handle.net/10986/24156 English en_US Policy Research Working Paper;No. 7615 CC BY 3.0 IGO http://creativecommons.org/licenses/by/3.0/igo/ World Bank World Bank, Washington, DC Publications & Research Publications & Research :: Policy Research Working Paper