Labor demand in a macro-econometric model: Neo-classical vs. Keynesian specifications

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1 Labor demand in a macro-econometric model: Neo-classical vs. Keynesian specifications Dr. Heike Joebges IMK Summer School August 7th,

2 Why do we care about the labor demand? Policy implications! What is the best response to the current crisis for Germany? Wage moderation and further labor market reforms or wage increases coupled with minimum wage introduction etc.? What are the implications for the euro area? 2

3 Do high wages/wage increases cause unemployment? YES! The prevailing view in Germany Up to the current crisis: praise of past wage moderation & past labor market reforms (e.g. Deutsche Bundesbank (2007), SVR (2007), European Commission (2007), OECD (2008)) Since the current crisis: growing calls for more wage moderation in order to save employment (e.g. organization of employers, research institutes, ) 3

4 Do high wages/wage increases cause unemployment? NO! Looking at case studies for big countries Relatively higher wage increases go in line with higher employment growth higher consumption & domestic demand growth higher GDP growth yet: less export growth Only for small countries, the reverse holds. 4

5 Outline Motivation Country comparisons Macro-econometric analysis Neo-classical employment equation Keynesian employment equation Simulation results Summary 5

6 Outline Motivation Country comparisons Macro-econometric analysis Neo-classical employment equation Keynesian employment equation Simulation results Summary 6

7 Country comparisons:* Labor market Total economy, 1999=100 Compensation of employees per hour Employment (in hours) AT NL UK 1 FR NL UK 1 FR 120 AT DE 98 DE AT = Austria, DE = Germany, FI = Finland, FR = France, NL = Netherlands, UK = Great Britain 1 national currency Quelle: Reuters EcoWin (Eurostat-national accounts); IMK-calculations. 7 *Selected countries with similar labor costs (Joebges et al. 2008)

8 Country comparisons:* Consumption & Exports Total economy, 1999=100 Exports (real) Private Consumption (real) NL DE AT UK FR UK FR AT 110 NL DE AT = Austria, DE = Germany, FI = Finland, FR = France, NL = Netherlands, UK = Great Britain 1 national currency Quelle: Reuters EcoWin (Eurostat-national accounts); IMK-calculations. 8 *Selected countries with similar labor costs (Joebges et al. 2008)

9 Country comparisons:* GDP & domestic demand Total economy, 1999=100 Gross domestic product (real) Domestic demand (real) UK 1 AT FR 110 DE 105 NL UK FR 120 NL AT DE AT = Austria, DE = Germany, FI = Finland, FR = France, NL = Netherlands, UK = Great Britain 1 national currency Quelle: Reuters EcoWin (Eurostat-national accounts); IMK-calculations. 9 *Selected countries with similar labor costs (Joebges et al. 2008)

10 Outline Motivation Country comparisons Macro-econometric analysis Neo-classical employment equation Keynesian employment equation Simulation results Summary 11

11 Econometric analysis of labor demand How to specify the employment equation? How does the employment equation fit in the macroeconometric model? Macro-model sets the frame for the equation! 12

12 Overview: Macro-econometric Models Theory based models for policy simulations (Quest II, Multimod): sound theoretical foundation; partly calibrated coefficients; Data based models for short-term forecasting (OFCE, Fair): try to fit data as well as possible, theoretical foundation is secondary; Forecasting and policy simulations (NIGEM, OEF): different equations for different purposes, i.e. estimated and calibrated coefficients. 13

13 IMK-Model for Germany Focus Short- to medium-term macroeconomic forecasts Analysis of different macroeconomic policies Structural model (47 stochastic equations) Equations guided by economic theory, but good datafit is necessary No calibration Same equations for forecasting and for policy simulations National Accounts Statistics raw data 14

14 IMK-Model for Germany Philosophy Based on Keynesian/New-Keynesian elements Crucial difference between short- and long-term Short-term: prices and wages only partly flexible; Long-term: adjustment mechanism towards steady state (adjustment of prices, wages, ) Real effects of economic policy Existence of unemployment in the long run Existence of nominal rigidities Market spillovers 15

15 IMK-Model for Germany Estimation approach Analysis of time series properties Single error correction equations Tests for serial correlation Stability tests Evaluation of the forecasting quality of the stochastic equation (dynamic in-sample and out-of-sample forecast) Evaluation of the behavior of the stochastic equation inside the model (ex post simulation) 16

16 IMK-Model for Germany Data Data All data in logs (excluding: rates, ratios, dummies) Quarterly data Raw data, not seasonally adjusted All data from national accounts, starting 1980 Q1 Almost all variables are I(1) Structural breaks! (Reunification, European Monetary Union, ) 17

17 Outline Motivation Country comparisons Macro-econometric analysis Neo-classical employment equation Keynesian employment equation Simulation results Summary 18

18 I) Neo-classical equation: Theory In the short run, employment is driven by demand factors, but in the long run, only by supply factors: Real output Real wage costs Real user costs of capital or: relative labor to capital costs (the ratio of real wage costs and real user costs of capital) Wage moderation increases employment 19

19 I) Neo-classical equation: Variables Employment: Persons employed [Hinz/Logeay (2006): hours worked] Real output: Real GDP Real wage costs: Compensation of employees per hours worked* Proxy for producer prices: GDP-deflator Real user costs of capital [Barrel et al. 1996]: Deflator of non-residential private investment Real interest rates (short-term: 3m; long-term: 10y) 20 *including: income tax & social security taxes of both employers & employees

20 I) Neo-classical equation: Results for the co-integration relation: Real GDP elasticity can be restricted to 1 Real wage elasticity is significantly negative, point estimate about -0,3 for persons employed [-0,6 for hours worked]* No substitution effect** (relative factor price elasticity is not significant for reunified Germany) System approach (VECM) confirms the elasticiy estimates and the single equation approach (weak exogeneity of real wages and real output) 21 *Hinz/Logeay 2006; **in constrast to Barrell et al. 1996

21 Outline Motivation Country comparisons Macro-econometric analysis Neo-classical employment equation Keynesian employment equation Simulation results Summary 22

22 II) Keynesian equation: Theory Aggregate demand for goods and services determines supply and thereby employment In the short-run, labor is the only mobile production factor; in the medium-run, capital stock adjustment Employment demand depends on total demand and the capital stock Unemployment is the result of insufficient demand, which could be raised by economic policy Expansionary economic policy increases employment 23

23 II) Keynesian equation: Variables Employment: Persons employed Real output: Real GDP Real capital stock: Real capital stock (last period) (Indicator construction: start value (DESTATIS) plus real investment excluding construction investment & real depreciation) 24

24 II) Keynesian equation: Results Real GDP-elasticity can be restricted to 1 Capital stock elasticity is significantly negative point estimate: -0,5 25

25 Comparing the employment equations: Co-integration relation Neo-classical equation: Employment = real GDP -0,3*real wage + trend + c Keynesian equation: Employment = real GDP -0,5*real capital stock +trend+c 26

26 Comparing the employment equations: Which equation performs better? Hard to discriminate between Keynesian/ Neo-classical employment equations Both equations perform well with regards to test statistics, robustness, & out-of-sample performance! Slightly better out-of-sample performance for the Keynesian equation, esp. starting 2001 Yet: implications for employment differ enormously! 27

27 Outline Motivation Country comparisons Macro-econometric analysis Neo-classical employment equation Keynesian employment equation Simulation results Summary 28

28 Simulation: Negative wage* shock** % -4-6 Neo-classical employment equation Neoklassische Beschäftigungsgleichung Keynessche Keynesian Beschäftigungsgleichung employment equation *compensation per employee; **differences to baseline scenario in percent

29 Simulation: effect on employment* 2,0 1,5 1,0 0,5 Neoklassische Beschäftigungsreaktion Neo-classical employment equation % 0,0-0,5-1,0 Keynesian employment equation Keynesianische Beschäftigungsreaktion -1, *differences to baseline scenario in percent

30 Simulation: effect on real GDP* 0,5 0,0 % -0,5 Neo-classical Neoklassische employment Beschäftigungsgleichung equation -1,0 Keynessche Keynesian Beschäftigungsgleichung employment equation -1, *differences to baseline scenario in percent

31 Simulation: effect on real private consumption* 0,0-0,5-1,0 % -1,5-2,0-2,5 Neo-classical Neoklassische employment Beschäftigungsgleichung equation -3,0-3,5-4,0 Keynesian Keynessche Beschäftigungsgleichung employment equation -4, *differences to baseline scenario in percent

32 Simulation: effect on real exports* 3,5 3,0 2,5 Keynesian employment equation Keynessche Beschäftigungsgleichung % 2,0 1,5 Neoklassische Beschäftigungsgleichung Neo-classical employment equation 1,0 0,5 0, ,5 33 *differences to baseline scenario in percent

33 Simulation: effect on consumption deflator* 0,5 0, ,5-1,0 % -1,5-2,0 Neo-classical employment equation Neoklassische Beschäftigungsgleichung -2,5-3,0-3,5 Keynesian employment equation Keynessche Beschäftigungsgleichung 34 *differences to baseline scenario in percent

34 Outline Motivation Country comparisons Macro-econometric analysis Neo-classical employment equation Keynesian employment equation Simulation results Summary 35

35 Summary Neo-classical vs. Keynesian employment equation: Both equations perform equally well with regards to test statistics, robustness, & out-of-sample performance! Hard to discriminate between the two equations Out-of-sample performance is slightly better for Keynesian equation, esp. from 2001 onwards Reaction to shocks is similar, if oil price or demand shocks are modeled; only wage shocks make a huge difference (and only for employment) 36

36 Summary (continued) Arguments in favor of the Keynesian equation: Stagnating employment after years of wage moderation cannot be explained with the neoclassical employment equation* Model is better fitting the data Future research: Better discrimination, if equation is specified for hours worked instead of persons employed? 37 *...neither with labor market institutions (Bassanini et al. 2006)

37 Thank you! 38

38 Neoclassical employment equation Dependent Variable: DLOG(DE_EE-DE_RES_EE) Method: Least Squares Date: 11/14/06 Time: 13:17 Sample (adjusted): 1981Q2 2005Q4 Included observations: 99 after adjustments Variable Coefficient Std. Error t-statistic Prob. LOG(DE_EE(-1)-DE_RES_EE(-1))-LOG(DE_GDP00(-1)) LOG(DE_COEE(-1))-LOG(DE_PGDP00(-1)) C E S91Q I91Q DLOG(DE_EE(-3)-DE_RES_EE(-3)) DLOG(DE_EE(-4)-DE_RES_EE(-4)) DLOG(DE_GDP00(-1))+DLOG(DE_GDP00(-2)) DLOG(DE_GDP00) I91Q1(-3) I91Q1(-4) R-squared Mean dependent var Adjusted R-squared S.D. dependent var S.E. of regression Akaike info criterion Sum squared resid Schwarz criterion Log likelihood F-statistic Durbin-Watson stat Prob(F-statistic)

39 Neoclassical employment equation Prognoseguete (dynamic, in-sample, Sample (adjusted): 1981Q2 2005Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion Prognoseguete (dynamic, out-of-sample, Sample (adjusted): 1981Q2 2001Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion Prognoseguete (dynamic, out-of-sample, Sample (adjusted): 1981Q2 2000Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion Prognoseguete (dynamic, out-of-sample, Sample (adjusted): 1981Q2 1999Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion

40 Neoclassical employment equation CUSUM 5% Significance In-Sam ple Prognosen "eq_de_ee_5" CUSUM of Squares 5% Significance 41 YH AT YH AT+1.96*YH ATS E YH AT-1.9 6*YH ATSE de_ee Abh. Bes chaeftigte, Inl.

41 Neoclassical employment equation Out-Of-Sample Prognosen "eq_de_ee_5" Out-Of-Sample Prognosen (2) "eq_de_ee_5" Out-Of-Sam ple Prognosen (3) "eq_de_ee_5" Out-Of-Sample Prognosen (4) "eq_de_ee_5"

42 Keynesian employment equation Dependent Variable: DLOG(DE_EE-DE_RES_EE) Method: Least Squares Date: 11/20/06 Time: 15:21 Sample (adjusted): 1981Q2 2005Q4 Included observations: 99 after adjustments Variable Coefficient Std. Error t-statistic Prob. LOG(DE_EE(-1)-DE_RES_EE(-1))-LOG(DE_GDP00(-1)) C LOG(DE_CSTOCK00(-1)) S91Q I91Q DLOG(DE_EE(-4)-DE_RES_EE(-4)) DLOG(DE_GDP00(-1))+DLOG(DE_GDP00(-2)) DLOG(DE_GDP00) I91Q1(-4) Z Z Z S91Q1*Z S91Q1*Z S91Q1*Z DLOG(DE_CSTOCK00)+DLOG(DE_CSTOCK00(-1))+DLOG(DE_CSTOCK00(-2))+DLOG(DE_CSTOCK00(-3)) R-squared Mean dependent var Adjusted R-squared S.D. dependent var S.E. of regression Akaike info criterion Sum squared resid Schwarz criterion Log likelihood F-statistic Durbin-Watson stat Prob(F-statistic)

43 44 Keynesian employment equation Prognoseguete (dynamic, in-sample, Sample (adjusted): 1981Q2 2005Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion Prognoseguete (dynamic, out-of-sample, Sample (adjusted): 1981Q2 2001Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion Prognoseguete (dynamic, out-of-sample, Sample (adjusted): 1981Q2 2000Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion Prognoseguete (dynamic, out-of-sample, Sample (adjusted): 1981Q2 1999Q4) Root Mean Squared Error Mean Absolute Error Mean Absolute Percentage Error Theil Inequality Coefficient Bias Proportion Variance Proportion Covariance Proportion

44 Keynesian employment equation CUSUM 5% Significance In-Sam ple Prognosen "eq_de_ee_10" CU SUM of Squ ares 5% Significance YH AT YH AT+1.96*YH ATS E YH AT-1.9 6*YH ATSE de_ee Abh. Bes chaeftigte, Inl.

45 Keynesian employment equation Out-Of-Sample Prognosen "eq_de_ee_10" Out-Of-Sam ple Prognosen (2)"eq_de_ee_10" Out-Of-Sample Prognosen (3) "eq_de_ee_10" Out-Of-Sam ple Prognosen (4) "eq_de_ee_10"

46 Literature Barrel, R./Pain, N./Young, G. (1996): A cross-country comparison of the demand for labour in Europe, Weltwirtschaftliches Archiv 132 (4): Bassanini, A./Duval, R. (2006): Employment Patterns in OECD countries: Reassessing the Role of Policies and Institutions, OECD Economics Department Working Paper no Deutsche Bundesbank (2007): Monthly Bulletin, August, S Hinz, D./Logeay, C. (2006): Forecasting Employment for Germany, IMK Working Paper No. 1. Joebges, H./Logeay, C./Peters, D./Stephan, S./Zwiener, R. (2008): Deutsche Arbeitskosten steigen im europäischen Vergleich nur gering, IMK Report Nr. 34, November. Sachverständigenrat (SVR 2007): Jahresgutachten. European Commission (2007): Raising Germany s Growth Potential, DG ECFIN Occasional Paper Nr. 28, February. OECD 2008: Economic Surveys, Vol. 7, April. 47

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