THE MONETARY METHOD AND THE SIZE OF THE SHADOW ECONOMY: A CRITICAL ASSESSMENT

A widely applied approach to measure the size of the shadow economy, known as the "monetary method" or the "currency approach," is based on econometric estimates of the demand for money. These estimates are used to get the currency held by economic agents in excess of the amount they need to finance registered transactions. This excess of currency multiplied by the income-velocity of circulation (assumed to be equal in the registered and shadow economies) gives a measure of the hidden GDP. This paper shows that the monetary method only produces coherent estimates if the income-elasticity of the demand for currency is one and suggests a way to correct the estimated size of the shadow economy when such elasticity is not one. The correction is applied to existent measures for different countries.     

Estimating the size of the shadow economy in Spain: a structural model with latent variables

There has recently been a revival of international interest in measuring the size of the shadow economy. The current study adopts an approach to the Spanish case that is based on the theory of unobservable variables. This methodology involves the estimation of structural models (MIMIC) which analyses a set of causes of the shadow economy while simultaneously taking into account its influence upon a series of indicators. The proposed model permits the determination of a relative evolution over time of the size of the shadow economy, which requires the calibration of the model with an exogenous estimation in order to obtain real values. The exogenous estimation employed is that obtained by a monetary method based on a money demand function. The results show a considerable shadow economy, measuring between 8 and 18.8% of GDP in the period 1976–2002, and demonstrate that the shadow economy is significantly influenced by the tax burden, the degree of regulation and unit labour costs. A positive correlation is obtained between GDP, money demand and the level of the shadow economy.     

Reply to Gebhard Kirchgässner

In this reply to Kirchgässner, four issues are addressed: (1) the extent of double counting in attempts to reconcile estimates of the shadow economy based on the survey method and estimates based on the MIMIC (cum currency demand) approach, (2) advantages and disadvantages of the survey method, (3) of macro methods like the MIMIC approach and (4) the potential role of plausibility checks of estimates from the MIMIC approach with the survey method.     

Size and scope of the underground economy in Germany

The objective of this paper is to improve estimations of the size and scope of the underground economy by introducing a new approach that combines the advantages of the two most commonly used approaches, i.e. currency demand and multiple indicators, multiple causes (MIMIC). The new approach is applied to Germany. Among other things, it is shown that the approach yields improved estimation results. Some policy perspectives are discussed in the concluding section.     

The hidden economy in Spain – A monetary estimation, 1964–1998

The aim of this paper is to estimate the level and evolution of hidden income in Spain during the period 1964–1997. To this end, we employ the well-known monetary approach which supposes that the hidden economy is a response on the part of the economic agents to the tax burden, one which manifests itself in an excess of demand for currency. The estimation has been made on the basis of the ADL technique, an ECM and Johansen's cointegration approach. The period chosen was characterised by multiple institutional changes, an increase in the tax burden and wide-ranging financial liberalisation. This has obliged us to formulate a specific monetary model to estimate the hidden economy and is one of the original features of that model. First version received: February 1999/Final version received: March 2001     

The dynamics of parallel economies. Measuring the informal sector in Mexico

The existence of parallel economies that operate in the shadows of informality within most Latin American countries is widely recognized by the economic literature. However, its composition, size and effects on economic growth are still open questions. In this paper, we estimate the size and the evolution of the Mexican informal economy in the last three decades using a vector error correction model. In addition to the standard explanatory variables traditionally used in the currency demand approach, we include remittances given their relevance in the Mexican economic system. The results indicate that informality prior to the late 1980s accounted for at least two thirds of GDP, while stabilizing around one third of GDP in the last decade. Furthermore, our estimates provide evidence of a positive long-run relationship between informality and economic growth.     

The Underground Economy, the Demand for Currency Approach and the Analysis of Discrepancies: Some Recent European Experience

Recent estimates of the size of the "underground economy" have used the so-called "demand for currency approach." One of the assumptions made by these studies is that official statistics do not take into account the underground economy when estimating GDP. After setting some definitions, the paper presents a brief critical review of the method and results obtained for the European Union using this approach. It points out that the different concepts of unreported and unrecorded activities are incorrectly considered to be equivalent. The third section, after a review of the method of estimating the underground economy using the discrepancy approach, presents the new results of the authors which give an indication of the amount of the unreported activities already included in official national accounts statistics in the EU. The results of the discrepancy approach disprove the widespread belief that official statistics only include officially recorded transactions and reinforce the critical view on the results obtained with the currency-demand approach.     

The shadow economy in three Mediterranean countries: France,Spain and Greece. A MIMIC approach

This paper offers estimations of the evolution of the shadow economy in three Mediterranean countries, namely France, Spain and Greece. A multiple indicators and multiple causes model based on the latent variable structural theory has been applied. As established by Giles (Working paper on monitoring the health of the tax system, 1995), filtered data to solve the non-stationary problems are used. The model includes the tax burden (both as a whole and disaggregated into direct taxes, indirect taxes and social security contributions), a proxy of regulation burden, theu nemployment rate and self-employment as causes of the shadow economy and the GDP growth rate, the labour force participation ratio and the currency ratio as indicators of the underground economy. The results confirm that unemployment, the fiscal burden and self-employment are the main causes of the shadow economy in these countries, and confirm that an inverse relationship exists between the official GDP growth rate and that of the unofficial economy. This paper has benefited from the comments and suggestions of the anonymous referees. The usual disclaimer applies. The paper was partly written when third author was visiting Real Colegio Complutense at Harvard University. The hospitality of this Institution is gratefully acknowledged.     

The Impact of the Shadow Economy on Indirect Tax Revenues

This paper examines empirically the impact of the shadow economy on indirect tax revenues in an unbalanced panel of 125 countries for the period 1990–2011. The same analysis is conducted excluding at first and then including international trade tax revenues in (total) indirect tax revenues, as a way to disentangle any impact of trade liberalization. In both cases, the results suggest that the size of the shadow economy increases the ratio of indirect tax revenues to GDP, as long as informality does not exceed a cutoff value. When the size of the shadow economy exceeds that level, any further increase affects indirect taxation negatively. The findings are robust to a number of sensitivity tests and when addressing the problem of potential endogeneity. The empirical evidence is in line with the predictions provided by the theoretical framework of the paper.     

Financial development and the shadow economy: A panel VAR analysis

This paper examines the dynamic relationship between financial development and the shadow economy using data for 161 countries over the period 1960–2009. Specifically, we use a panel vector autoregression model to construct impulse response functions that illustrate the time path of one variable (e.g., the shadow economy) following an orthogonal shock to another variable (e.g., financial development). We find that financial development reduces the size of the shadow economy. Moreover, there is some evidence of reverse causality between these variables; namely, a shock to shadow economy inhibits financial development.     

Human capital and economic growth: A macroeconomic model for Pakistan

The paper presents a small macro model for Pakistan economy focusing the impact of investment in human capital on the key macroeconomic variables. The demand side is modeled along the Keynesian lines while the supply side is modeled as per neoclassical theory of production. This framework allows analyzing the effects of investment in human capital on supply side variables (like labor, physical and human capital) and demand side variables (like consumption and investment) at the same time.The model has small forecasting horizon in which three alternative scenarios regarding government spending on education are evaluated from 2012 to 2016. The model shows that the link between human capital and labor market is weak however a change in education spending affects output through enhancing productivity and through multiplier-accelerator principle. Though the model is small in size and forecasting horizon, it can help in evaluating the future paths of key macroeconomic variables associated with education spending.     

Measuring the size of the shadow economy in 30 provinces of China over 1995–2016: The MIMIC approach

Applying the multiple indicators and multiple causes (MIMIC) approach, the present paper measured the size of the shadow economies in China's provinces over 1995–2016. The results show that the average size of the shadow economy in 30 provinces of China increased from 13.55% in 1995 to 14.39% in 2009, and then decreased to 12.30% in 2016. There are obvious variations in the size of the shadow economies in different districts of China. The average size of the shadow economy is lowest in provinces in the eastern district and highest in the western district. In addition, the causes and consequences of the shadow economies in China's provinces have also been analysed using the MIMIC approach, and the results show that tax burden, complexity of the tax system, intensity of regulation, unemployment, employment in the agricultural sector and economic openness have significant positive effects on China's shadow economy, while the ratio of direct taxes to indirect taxes, fiscal autonomy and income levels have significant negative effects on China's shadow economy. Using the growth rate of energy consumption as the benchmark indicator, the MIMIC analysis shows that the shadow economy has significant positive effects on the development of the official economy and income inequality while having a significant negative effect on the labour participation rate.     

Measuring the size and dynamics of U.S. state-level shadow economies using a dynamic general equilibrium model with trends

We use a two-sector dynamic deterministic general equilibrium model that specifically accounts for trends among time-series variables to estimate the size of the shadow economy for the 50 U.S. states from 1999 to 2019, following Solis-Garcia and Xie (2018, 2022). This paper improves on existing measures of the state-level shadow economy (such as the multiple indicators, multiple causes (MIMIC) methodology by Wiseman (2013a)). In particular, this new measure is based on theoretical foundations, extends the previous measure to include the Great Recession, includes dollar value estimates of the shadow economy, and produces considerably more variation over time and across states. Furthermore, we explore determinants of this new shadow economy measure using a panel vector autoregressive model and find that, on average, states with higher levels of economic freedom, lower regulatory barriers, and larger real GDP have smaller shadow economies. States with bigger governments, on average, have larger shadow economies, and the effect of corruption on shadow economic activity is non-linear, with a positive initial and subsequent negative impact.     

The application of risk analysis to the appraisal of optional investment in the electricity supply industry

Although currency substitution is a widely observed phenomenon in both developed and developing counries, most of the studies on currency substitutioin in small open economies have focused on high inflatin South American countries. This paper extends the previous analysis to a newly industrializing, high-inflation economy, namely Turkey. A vector autoregression model has beeb estimated employing the certain policy variables to investigate the dynamics of currency substitution in the economy. Dynamic impulse responses show that the residents have a preference for substitutiong foregn currencies for domestic currency because of reawl-exchange-rate depreciations. The results suggest that to stop or to reverse the on-going currency substition process a plicy aiming to increase the expected real return on domestic assets should be adopted.     

The Effect of Public Education Expenditure on Shadow Economy: A Cross-Country Analysis

This paper empirically examines whether devoting more resources to education can reduce the size of the shadow economy on a cross-section of countries. The findings show a negative relationship between public education expenditure and the size of the shadow economy, which is robust to the inclusion of different proxies for the control variables, a large set of policy variables, regional differences and endogeneity. The findings also emphasize the role of education, suggesting that public policies devoted to higher education level imply a decreasing effect on the shadow economy.     

A model selection approach for multiple indicators multiple causes model

This study proposes a model selection approach for determining the inclusion or exclusion of a latent variable when two exogenous and two endogenous variables are provided. The models compared are the multivariate regression model without latent variables (MR model) and the multiple indicators multiple causes model (MIMIC model). The inclusion of a latent variable in the MR model yields the MIMIC model. In the proposed approach, an information criterion is used to select the best model of the two. The efficacy of the proposed approach is examined through two types of simulation studies and empirical analyses of the shadow economy and the fiscal illusion.     

Creating low skilled jobs by subsidizing market-contracted household work

The paper analyses the determinants of household work contracted in the German shadow economy. The German socio-economic household panel, which enumerates casual domestic employment, is used to estimate the demand for such household work. The regressors include regional wage rates, household income and several control variables for household composition. It is found that the demand for household work in the shadow economy is very income elastic. This suggests that targeted wage subsidies, linked to household work agencies, would be very effective in raising the legal demand for domestic help. A wage subsidy of 50% of wage costs could thus establish up to 500?000 new jobs for previously unemployed or non-working low skilled workers. The net fiscal costs of such a scheme are about 6.200 Euro per full-time job. In addition, society benefits from more law enforcement and from a raised female labour supply, especially by highly qualified mothers.     

VEHICLE CURRENCY*

Historically, the world economy has been dominated by a single currency accepted in the exchange of goods and assets among countries. In recent decades, the U.S. dollar has played this role. The dollar acts as a “vehicle currency” in the sense that agents in nondollar economies will generally engage in currency trade indirectly using the U.S. dollar instead of using direct bilateral trade among their own currencies. A vehicle currency is desirable when there are transactions costs of exchange. This article constructs a dynamic general equilibrium model of a vehicle currency. We explore the nature of the efficiency gains arising from a vehicle currency and show how it depends on the total number of currencies in existence, the size of the vehicle currency economy, and the monetary policy followed by the vehicle currency’s government. We find that there can be significant welfare gains to a vehicle currency in a system of many independent currencies. But these gains are asymmetrically weighted toward the residents of the vehicle currency country. The survival of a vehicle currency places natural limits on the monetary policy of the vehicle currency country.     

Currency demand and the growth of the underground economy in Canada, 1991-1995

The extent to which the recent introduction of a value-added tax in Canada contributed to the growth of the underground economy remains controversial. If underground economy growth led to increased currency holdings and shifted the currency demand function, forecasts for the period after the introduction of the tax should tend to underestimate currency holdings. Using a cointegration-based error correction mechanism in vector autoregression models, currency demand is estimated using quarterly data for 1968–1990 and dynamic forecasts are made for 1991–1995. On average, currency demand is underpredicted, but by a small amount. The results are consistent with an increase in the underground economy of between 0.01 and 0.3% of GDP as a result of the new tax. If changes in marginal direct tax rates are considered, the underground economy may have grown between 0.1 and 0.7% of GDP in 1991–1995.     

Corporate labour share of income and the shadow economy: a cross-country analysis

This article addresses a link between the size of the shadow economy and the corporate labour share of income in the European Union. Fixed individual and time effects models suggest that there is a negative link between these two indicators. The coefficients are statistically significant if we control for other variables related to labour markets, such as unemployment rates or strictness of employment protection (regular contracts). Depending on the exact model specification, our estimates suggest that an increase in the shadow economy by 1% of GDP results in a 0.5–1% decline in the labour share of income in the corporate sector.