Okun's Law and the asymmetric and changing cyclical behaviour of the USA economy

This article examines the impact of the changing composition of the USA economy on Okun's Law. The article begins by reformulating Okun's Law to take account of the asymmetric nature of the USA business cycle, and estimates of the reformulated model confirm a break in the Okun coefficient around 1974. The principal findings are that the Okun coefficient has increased, and that the cycle has become more asymmetric. These changes are due to changes in the pattern of employment growth which has become more cyclically sensitive, and to a change in female labour supply behaviour which is now less affected by downturns.     

EXAMINING THE STABILITY OF OKUN'S COEFFICIENT

The stability of Okun's law coefficient in the United States from 1949 to 2015 is examined using a regression with GARCH errors in order to capture the volatility of the series. Rolling estimations suggest that taking the volatility of the series into account yields more stable results compared to the simple OLS estimation, irrespective of the specification (gap or growth model), the data frequency (monthly or quarterly), or the length of the rolling window. The results also suggest that the persistence of shocks became much more important in explaining contemporaneous volatility when data from the recent global financial crisis were incorporated. In contrast, the feedthrough of output shocks in next period's output volatility was more important in the past, and especially during the 1970s stagflation period, but has been declining since.     

On the Time‐Varying Relationship between Unemployment and Output: What shapes it?

This paper revisits, by means of both time series and panel data analyses, the empirical regularity popularized by Okun's (Proc Bus Econ Sect, 98‐103, 1962) seminal paper focusing on a sample of 20 advanced economies between 1978 and 2015. Not only do we provide arguably better estimates of the Okun's Law coefficient (OLC) (using the gap version) by employing a new filtering technique, but more importantly, we also contest the hypothesis that the OLC has been static over time. By estimating country‐specific time‐varying Okun coefficient models, we confirm that the unemployment‐output responsiveness has been changing over time. The dispersion between countries’ OLCs has been determined by some (structural) characteristics. The starting level of unemployment and the phase of the business cycle increase the estimated OLCs, while informality and certain labour and product market policies lower them. Our evidence sustains the fact that aggregate demand policies aiming at increasing output growth can equally contribute to the recovery in labour markets.     

Self-employment and the Okun's law

This research establishes a significant relationship between the share of self-employment in total employment and the Okun's coefficient, which had been insufficiently addressed in the literature. We provide evidence on the determinants driving the differences in the unemployment–output relationship in Spanish regions and conclude that the differences in the share of self-employment in total employment prove relevant when accounting for differences in Okun's law, and its effect is greater than that of labour productivity per worker, which had been considered the main factor for regional discrepancies. The economic policy implications of this outcome are valuable for two reasons: European authorities are promoting self-employment and the emergence of the ‘gig economy’. This finding also opens a notable line of research: assessing whether this empirical regularity is observable in other economies.     

ROLLING REGRESSION VERSUS TIME‐VARYING COEFFICIENT MODELLING: AN EMPIRICAL INVESTIGATION OF THE OKUN'S LAW IN SOME EURO AREA COUNTRIES

During the last decade, economists have shown that the inverse relationship between economic growth and unemployment rate varies over time. Rolling regression has been the main tool used to quantify such a relationship. This methodology suffers from several well‐known problems which lead to spurious non‐linear patterns in the Okun's coefficient behaviour over time. Here, we take a penalized regression spline approach to estimate the Okun's time‐varying effects. As a result, spurious non‐linearities are suppressed and hence important time‐varying coefficient features revealed. Our empirical results show that the inverse relationship in some Euro area countries is spatially heterogeneous and time‐varying. The findings are complemented by the calculation of the rate of output growth needed for a stable unemployment rate, as proposed by Knotek.     

An examination of Okun's law: evidence from regional areas in Greece

This paper estimates Okun's coefficient for certain regional areas in Greece over the period 1960–1997. Through the Hodrick-Prescott filtering and the band-pass filtering the empirical analysis shows that that the coefficients do not exhibit substantial interregional differences, except for the cases of Epirus and North Aegean Islands. In these two cases, the estimates are larger than the regional average under both detrending methodologies. The empirical findings also show that Okun's relationship undergoes a structural change in 1981. After this break, unemployment becomes less responsive to output changes in all regional areas.     

New insights into the nonlinearity of Okun's law

We estimate Okun's relationship for four European countries (France, Germany, the Netherlands and Spain) with a nonparametric procedure, without imposing a previous specific functional form. We apply the non parametric MARS methodology that endogenously detects multiple thresholds and therefore is able to identify multiple possible regimes. In addition, we control for the Euro area crisis to capture possible effects of the economic activity of neighbour countries on domestic unemployment rate variations. Our results confirm the existence of two regimes in each country but significantly different thresholds across countries. The form of Okun's relationship for Germany, France and the Netherlands are similar and quite different from Spain where it is much steeper. Differences between Okun coefficients below and above the threshold are consistent with the “firm's risk aversion hypothesis”, but different thresholds across countries may be related to the “labour hoarding hypothesis”. The negative value of the threshold in Spain may reflect the “institutional rigidity hypothesis”. Finally, the fact that the Euro area crisis may affect the domestic Okun's law is consistent with decision makers with risk aversion who use information from the economic area they are operating in. These results not only potentially enrich Okun's law estimations but also open the debate over how the different theoretical hypothesis intervene and shape Okun's law for each country.     

The Relationship Between Output Growth and Unemployment: A Re-examination of Okun's Law in Australia

In this article, we investigate the questions of whether some form of Okun's Law holds for Australia, and if so whether the Okun relationship has been stable. The results indicate that alternative formulations of the ‘law’ do not give rise to numerically similar parameter estimates. Nevertheless, one of these formulations yields estimates which appear to be both plausible and consistent with results from previous analyses. This particular formulation suggests that Okun's relationship in Australia underwent a structural change around 1974. The parameter estimates obtained can be regarded as rules of thumb which may be useful in discussing broad consequences of policy actions.     

Shadow economy and unemployment rate in USA: is there a structural relationship? An empirical analysis

This article aims to estimate the size of the US shadow economy (SE) using a structural equation approach and to evaluate if a structural relationship exists between the SE and the unemployment rate (UR) in the United States. The size of the SE is estimated to be decreasing over the last two decades. We corroborate the existence of a structural relationship between the SE and the UR by using a simple theoretical model. Furthermore, we extend the Okun's law to estimate the structural relationship between growth rate of official GDP, SE and UR. Our results indicate a significant positive relationship between the SE and the UR.     

A generalized Okun's Law: Uncovering the myth of China's labor market resilience

A stable labor market is a policy priority for most countries, especially after the burst of the global financial crisis. Unlike most countries, the labor market in China appears to be holding up well, despite sharp slowdown in economic growth. This paper argues that there are underlying fundamental mechanisms that help explain the resilience of China's labor market. The key to understanding labor market dynamics in China is that rural‐to‐urban migrant flows are more sensitive to growth than urban workers in the process of fast urbanization, which serves as a main shock absorber to buffer employment against adverse shocks. Therefore, we propose a generalized Okun's Law (GOL) that incorporates migrant flows with unemployment rates to capture the relation between labor market dynamics and economic cycles. The original Okun's Law can be regarded as a special case of the GOL for developed countries that have already completed urbanization. Conducting empirical analysis with both China's national‐ and city‐level data and cross‐country panel data, we find strong evidence supporting the GOL theory. Findings in the paper have implications for a deeper understanding of the wisdom of Okun's Law and its application in labor market policies.     

Alleged instability of the Okun's law relationship in Australia: an empirical analysis

The determinants of the long run equilibrium unemployment rate are modelled through a cointegrating regression. The residual term, which represents the error correction mechanism, is used in the testing of a general dynamic model to obtain a simplified representation of the data generation process over the period 1968(2)–1989(2). The long period equilibrium unemployment rate, which is I(1), is shown to be related to the rate of capacity utilization, a structural change variable and the rate of capacity growth. Steady state rates of unemployment are calculated which are based on different assumptions about the magnitudes of the independent variables. In contrast to the other two variables, changes in the rate of capacity utilization are shown to have only modest effects on the steady state unemployment rate. The Okun coefficient is inversely related to the steady state unemployment rate, which accords with intuition. The statistically significant decline in the trend growth rate of non-farm GDP in the 1970s explains, in part, the apparent instability of the Okun's law relationship which is revealed in recent studies. These studies can be criticised for their conometric methodologies.     

A cross-country analysis of the Okun's Law coefficient convergence in Europe

The paper examines whether or not evidence is consistent with convergence of the Okun's Law coefficient (OLC) among several alternative groupings of European economies. A two-step empirical strategy is employed. The first step obtains rolling regression estimates of the OLC for individual European countries. The second step examines how the cross-country variance of the OLC evolves over the decade until 2002 in the selected country groupings. Evidence is found consistent with convergence of the OLC among northern European countries, and among countries with centralized wage bargaining, but an absence of convergence in other country groups.     

Do gender and age impact the time‐varying Okun's law? Evidence from South Korea

This study investigates the time‐varying Okun's law for different age and gender cohorts in South Korea over the 1980–2014 period. We found that the absolute value of the estimated Okun coefficients for all age cohorts and both genders become larger in a recession than in an expansion. We also found that the youth cohort (15–24 years old) for both genders is more sensitive to a negative economic impact than are older cohorts. These differences imply that when policymakers try to find a way of reducing the unemployment rate, they should consider differences in behaviour among these groups. Furthermore, the policies should be combined with age‐specific policies.     

The relationship between the inflation rate and its variability: the issues reconsidered

This paper empirically reexamines the hypothesis of a positive relationship between the inflation rate and its variability. The sample consists of 66 countries for the 1955–85 sample period. Using pooled cross-section time series data, empirical tests are performed for nine different country-groupings ranging from the G–7 developed countries to a group of 10 developing Asian countries. Several important conclusions can be derived. First, irrespective of the variability measure employed, the results indicate the presence of a significant positive relationship between the inflation rate and its variability. This provides strong support to Okun's hypothesis. Second, this relationship is stronger during the flexible rather than the fixed exchange rate period. Third, there appears to be an optimum zone of inflation rate within which the predictability of inflation is at its highest and hence uncertainty cost is at its lowest. For the 1955–85 sample period, this optimum zone of average inflation rate lies in the range of 5 to 7 percent.     

Environmental Policy in Developing Countries: A Dynamic Analysis

A dynamic model is constructed of the environmental policy formulation process in a stylized developing country (DC). The paper analyzes the employment and output effects of three pollution control policies. These policies embody different assumptions about the DC government's ability to commit to its announced course of action. The timepath of the government's policy variable is characterized. Optimality calls for an activist policy, irrespective of the length of time to which the government can commit to its announced policy. However, the effects of this activist policy depend fundamentally on the government's period of commitment.     

Is there a Core of Macroeconomics that Euro Area Forecasters Believe In?

The quantity theory of money, Okun's law, and the Phillips curve are cornerstones of macroeconomic theory. But are they also of practical relevance? Using survey data for the euro area, we found that professional economists’ forecasts are consistent with a version of the quantity theory in which forecasts of the growth rate of money supply correlate in a proportional way with forecasts of the inflation rate. We also found that forecasts of changes in the unemployment rate and forecasts of the growth rate of real output are consistent with Okun's law. Evidence of a systematic link between forecasts of the inflation rate and forecasts of the unemployment rate, however, is not strong.     

Growth,unemployment and labour market institutions: evidence from a cross-section of EU regions

The responsiveness of unemployment to growth is an issue of ongoing political and academic interest. Economic growth is supposed to be the key to increase labour demand and reduce unemployment. Departing from Okun's law, most research on the unemployment intensity of growth has focused on national disparities and the role of labour market institutions. Empirical evidence at the regional level is scarce. We investigate differences in regional labour market responsiveness and their potential determinants for a cross section of European regions. The data set covers the NUTS 2 regions in the EU15 for the period 1980 to 2002. Following a spatial modelling approach interaction among neighbouring labour markets is taken into account. Our findings point to substantial differences in labour market effects of output growth among European countries and regions. Both national labour market institutions and regional characteristics, such as structural change explain a significant part of these disparities.     

The demand for home-produced and imported alcoholic beverages in Cyprus: the AIDS approach

The purpose of this paper is to investigate the demand and its composition between home-produced and imported for alcoholic beverages in Cyprus. The methodological approach used is the Almost Ideal Demand System (AIDS), both in static and dynamic terms. Empirically, the AIDS, both in its static and dynamic version, was estimated using time-series (1970-1992) for three sets of data which include: (1) alcoholic beverages (wine-beer-other brandies) broken down between home-produced and imported (model A); (2) alcoholic beverages only without disaggregation between home-produced and imported (model B), and (3) aggregate alcoholic beverages (wine-beer-other brandies) and food (model C). Zellner's iterative estimation procedure was used for estimating the model. The empirical findings: (1) strongly support the dynamic version of the AIDS over its static alternative; and (2) provide certain guidelines concerning economic policies relating to an increase in government revenues and changing the composition between home-produced and imported consumption of alcoholic beverages. These basic findings could be considered relevant to the policy makers in the light of Cyprus' accession to the EU.     

Advertising,learning, and consumer choice in experience good markets: an empirical examination*

This article empirically analyzes different effects of advertising in a nondurable, experience good market. A dynamic learning model of consumer behavior is presented in which I allow both “informative” effects of advertising and “prestige” or “image” effects of advertising. This learning model is estimated using consumer level panel data tracking grocery purchases and advertising exposures over time. Empirical results suggest that in this market, advertising's primary effect was that of informing consumers. The estimates are used to quantify the value of this information to consumers and evaluate the welfare implications of an alternative advertising regulatory regime.     

A cointegrated structural VAR model of the Canadian economy

This paper implements a cointegrated structural VAR model of the Canadian economy using quarterly data over the period 1964–1994. The dynamic properties of the estimated model are compared to the predictions of a simple textbook macro model. Four long-run equilibrium relationships are tested: (i) consumption–income; (ii) consumption–wealth; (iii) money demand; and (iv) the Fisher equation. The empirical results obtained are generally consistent with the predictions of the textbook model's long-run implications, although level shifts are observed in the consumption/income and the wealth/income ratios. Similarly it is found that there was an increase in the ex post real interest rate, implying a level shift in the Fisher relation, following the Bank of Canada's policy change towards a stable price level target.