Labor Market Polariza/on in Advanced Countries: Impact of GVCs, Technology, Import Compe//on from China and Labor Market Ins/tu/ons

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Labor Market Polariza/on in Advanced Countries: Impact of GVCs, Technology, Import Compe//on from China and Labor Market Ins/tu/ons Koen Breemersch, Jože Damijan & Jozef Konings University of Leuven & University of Ljubljana OECD (WPIA, WPGI, CIIE), Paris 11-12 October 2016 1

MoRvaRon Developments in the labor markets in advanced countries since 1970s: a shin in demand toward more educated workers Broadly accepted explanaron for this shin in the 1990s: skill- biased technological change (SBTC), Autor and Katz (1999) However this would predict a uniform shin of employment from low- skilled to high- skilled labor 2

While... Evidence of polarizaron in the labor markets: an U- shaped evoluron of employment wrt occuparonal wage in U.S. Autor, Katz and Kearney (2006), Autor (2010) 3

U- shaped polarizaron By occuparon: U.S., 1979-2009 (Autor, 2010) High- paid jobs Middle- paid jobs Low- paid jobs 4

A similar trend in Europe 22 EU countries, LFS data, 1995-2010 Share of middle paid jobs %point change in share of total employment AT BE CH CZ DE DK EE ES FI FR GR HU IE IS IT NL NO PT SE SI SK UK %point change in share total employment -15-10 -5 0 5 10 15 Middle- paid jobs disappear (7-12%pts in 15 years. But less so in new MSs 5

A similar trend in Europe 22 EU countries, LFS data, 1995-2010 %point change in share of total employment AT BE CH CZ DE DK EE ES FI FR GR HU IE IS IT NL NO PT SE SI SK UK %point change in share total employment -15-10 -5 0 5 10 15 Low paying Middle paying High paying replaced by Low- & High- paid jobs 6

ExplanaRons RouRnizaRon hypothesis (Autor, Levy & Murnane, 2003 ) the effect of technological progress is to replace rourne labor, which is in the middle of the wage distriburon GlobalizaRon and offshoring (Blinder, 2009) RouRne jobs (assembly lines) are being progressively offshored to lower- wage countries, Import comperron in low tech & middle- low tech industries PolarizaRon and wage inequality (Manning (2004), Mazzolari & Ragusa (2013 ) A surge in the share of income going to the rich may have contributed to the shin in demand for low- skill labor to provide services to the rich U.S. & UK only? 7

ExplanaRons (2) China shock (Autor, Dorn & Hanson, 2013, 2016 ) Rising imports from China cause higher unemployment, lower labor force parrciparon, and reduced wages in local labor markets that house import comperng manufacturing industries 1/4 of aggregate decline in U.S. manufacturing employment is due to the rise of Chinese import penetraron Similar findings for Spain, Germany, Norway and Denmark Donoso et al. (2014), Dauth et al. (2014), Balsvik et al. (2013), Keller & Utar (2016) Keller & Utar (2016) rise in Chinese imports led to labor mkt polarizaron: the decline of Danish middle- paid manufacturing jobs transfer to low- wage services or high- wage employment overall, Chinese import comperron accounts for about a 1/5 of total middle- paid employment decline 8

China shock in US Import penetraron & share of manufacturing jobs 2001: China s entry into WTO Boost in import penetraron aner 2001 9

US manufacturing employment & import share 2001: China s entry into WTO 2001-2008: - 3.5 mn empl - 5.7 mn

EU-15 manufacturing employment & import share 45.0% 2001: China s entry into WTO 40.5% 34.0 40.0% 31.3 32.0 35.0% 30.0% 27.5% 2001-2008: - 3.6 mn empl 30.0 25.0% 20.0% 15.0% 10.0% 5.0% Total: - 7.2 mn empl 14.8% 24.5 28.0 26.0 24.0 22.0 0.0% 20.0 Share of Total imports of goods and services Share of Imports from third countries Manufacturing employment (mill)

This research Study labor market polarizaron in EU in 1995-2010 Decompose polarizaron into between- sector and within- sector polarizaron Empirically verify how comperng market forces and insrturonal factors contributed to increased polarizaron both between- and within- polarizaron 12

This research Non- comperng theories, but rather complementary forces at work Focus on three forces: A: Technology & innovaron (SBTC): RouRne tasks computerized and carried out by machines (automaron, M ê ) some either abstract tasks or simple tasks cannot (H & L é ) B: GlobalizaRon & offshoring: GVCs: relocaron of producron, HQs remain home (M ê, H é ) Reinforces SBTC C: China shock : Import penetraron & comperron: L & M ê + D: Labor market insrturons: Dampening (min. wage, empl.protecron) vs. amplifying effects (trade unions ) 13

Extent of polarizaron in EU 20 EU countries, LFS data, 1995-2010 Disapearing Middle- paid jobs replaced by Low- & High- paid jobs 14

Within- vs. between- polarizaron 20 EU countries, LFS data, 1997-2007 32% 68% within- industry component is the most important contributor to overall polarizaron (68 % vs. 32 % on average) 15

Within- vs. between- polarizaron in EU 20 EU countries, LFS data, 1997-2007 Manufacturing is the biggest contributor to between and within polar. 16

Offshoring Empirical model (1) Labor market insrturons Technological InnovaRon & technological change China import penetraron Dependent variable in two forms: Differential growth of employment: Lowest-paying over middle-paying jobs Highest-paying over middle-paying jobs * Similar approach as in Autor and Dorn (2013), Oldenski (2014), Keller and Utar (2016) 17

Capturing the polarizaron effects Change in employment share RaRo of share Low to Middle paying jobs RaRo of share High to Middle paying jobs low high Jobs ranked by occuparonal wage 18

Employment European Labor Force Survey, 1995-2010 (Eurostat) 18 EU countries with complete data (ISCO 2008 1- digit occuparon) Nace 2- digit for manufacturing, Nace 1- digit for other industries But info on wages incomplete Technology & InnovaRon R&D intensity (OECD) Data ICT capital services (EU Klems) GlobalizaRon & Offshoring Foreign value added share in exp (TiVA) China import penetraron (Based on WIOD) Labor market Kaitz index, empl. protecron, union density (OECD) 19

Separate esrmarons: Within polarizaron Between polarizaron EsRmaRons OLS with: Country x industry FE Robustness check with country x year or country x period Weighted regressions (w: employment shares) All variables in logs (hence: elasrcires) Splipng the sample: Manufacturing, Non- manufacturing Pre- crisis (mainly) & Post- crisis 20

Results for Within polarizaron: Manufacturing Offshoring, technology & Chinese comperron correlated with high paid empl. polarizaron only Both innovaron and technological change correlated with polarizaron on top Labor market regularon has no effect 21

Results for Within polarizaron: Non- Manufacturing Offshoring correlated with high paid polarizaron (but only when controlling for tech.change) Technological change correlated with polarizaron on top, but not innovaron Chinese comperron associated with polarizaron at boqom Labor market regularon no systemarc effect 22

ImplicaRons so far Consistent with theory in previous evidence The triggers are Labor augmenrng technological progress benefirng the high- skilled tasks at the expense of middle- skilled tasks (both in manufacturing and non- manuf.) Offshoring adds to polarizaron, but mostly to high- paid jobs in manufacturing and low- paid jobs in non- manufacturing Chinese comperron ads to polarizaron at top in manufacturing and on boqom in non- manufacturing 23

Results for Within polarizaron: Importance of labor market regularon Offshoring correlated with high paid polarizaron in manufacturing where unions are strong Chinese comperron associated with polarizaron at top where EPL stronger Min.wage can have a dampening effect on polarizaron in non- manufacturing exposed to China But no systemarc labor market regularon effect 24

Results for Within polarizaron: Importance of LICs & exports to China Import comperron from low income countries also important for polarizaron at top, but smaller effect than China 25 Exports to China might dampen polarizaron on top and boqom, but not significant Hence, net effect of Chinese comperron on polarizaron is lower than only for imports

Empirical model (2) Between polarizaron Similar model, but different dependent variable: Overall employment growth Estimations: Differentiating between pre-crisis and whole period Differentiating between manufacturing and non-manufacturing 26

Results for Between polarizaron: Main results 1998-07 1998-10 1998-07 1998-10 Chinese net import penetraron is correlated with employment decline in manufacturing Both before and aner the crisis R&D related technology investment associated with decreasing employment aner 2007 No impact of offshoring, technology and Chinese comperron in non- manufacturing 27

Conclusions PolarizaRon occurs within all industries but is especially prevalent in the manufacturing industry Employment relocaron between sectors: Chinese net import penetraron is correlated with employment decline in manufacturing R&D related technology investment is associated with decreasing employment in manufacturing aner 2007 Offshoring through GVCs not correlated with relocaron between sectors PolarizaRon within sectors: Mostly associated with a rise in Chinese import comperron and technological change in manufacturing (polarizaron at the top) Associated with a rise in technological change and offshoring in industries outside of manufacturing Chinese comperron ads to polarizaron at top in manufacturing and on boqom in non- manufacturing However, large heterogeneity across countries Old vs. New MSs, North vs. South 28

Policy implicarons PolarizaRon in labor market does take place Heterogeneity across countries, regions and industries Most affected industries and regions are those that are more exposed to Chinese comperron (Autor et al, 2016a; Dauth et al, 2014, etc.) And where technological change is more intensive Labor market regularon has less clear implicarons Economic polarizaron seems to affect polircal polarizaron: Autor et al (2016b) show that in regions more severely hit by Chinese shock polircal polarizaron rises ( impor.ng poli.cal polariza.on ) congressional elecrons 2010: in trade exposed districts voters vote more extreme i.e. moderate representarves removed by Republican or liberal democrats Policy implicarons Strengthening social, welfare and acrve labor market policies to compensate the losers and help finding jobs with matching wages 29