Contents
Citation
| No | Title |
|---|---|
| 1 | Money stock determination process and money multiplier: case of South Korea / 2021 / Journal of Financial Economic Policy / vol.ahead-of-print, no.ahead-of-print, |
| 2 | Funding money-creating banks: Cash funding, balance sheet funding and the moral hazard of currency elasticity / 2021 / International Review of Financial Analysis pp.101736 / |
| 3 | Money Supply Determination Process for Japan / 2023 / Journal of Central Banking Theory and Practice / vol.12, no.1, pp.249 / |
East Asian Economic Review Vol. 22, No. 2, 2018. pp. 217-239.
DOI https://dx.doi.org/10.11644/KIEP.EAER.2018.22.2.343
Number of citation : 3|
Department of Economics, Kyonggi University |
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Department of Economics, Kyonggi University |
This paper tests empirically the causal relationship between bank loans and the monetary base before and after the adoption of inflation targeting in seven Asia-Pacific countries using Toda-Yamamoto Granger non causality test and the bootstrap test for causality. The most striking finding is that the bank loans Granger cause the monetary base during the inflation targeting period in all the countries, except Japan, which was under the influence of the quantitative easing, whereas the causality appeared diverse before the inflation targeting regime. This result implies the need for the policy makers to take the endogenous nature of the money supply into account in the modern economy.
Endogenous Money Supply, Money Multiplier, Monetary Policy Regime, Granger Causality, Bootstrap Test
Money in the modern economy is largely created by commercial banks when they offer loans to the public. The commercial bank creates its own funding in the act of lending, and does not need to procure excess reserves before lending. Such a perception is diametrically opposed to the money multiplier model, which suggests that the availability of excess reserves imposes constraints on bank lending and the money supply.
The fact that money is created in the act of lending is acknowledged largely by leading monetary policymakers and practitioners. For example, Mervyn King, former governor of the Bank of England, states that “When banks extend loans to their customer, they create money by crediting their customer’s account.”1 Although many policymakers and private sector practitioners understood exactly the nature of the money-supply process, most professional economists seem to have remained undisturbed by the description of the money-supply process based on the money multiplier model. Only a few economists, the majority of whom could be qualified as Post-Keynesians, have been arguing that money is endogenously supplied when commercial banks offer loans to the public2.
It is curious why the seemingly erroneous conception implied by the money multiplier model prevailed so long among academic economists. One possible explanation could be that the money multiplier model is accepted by many as a kind of parable. The logic behind such a posture might be formulated as follows: Well, it is true that money is created through lending; But newly created deposit money implies the need for more high-powered money, due to increased demand for cash and reserves; It is only the central bank which can supply the high-powered money; The central bank has the ultimate authority to say “yes” or “no” to the money-creating activities of commercial banks; Therefore, it is reasonable to describe the money supply starting from the exogenous change of the monetary base.
We think, however, that the parable needs to be verified by empirical investigation. Our conjecture is that the degree of intention and effectiveness of the control of the monetary base by the central bank depends critically on the monetary policy regime. When the central bank uses a monetary aggregate as an intermediate target, it would not willingly accommodate the demand for the monetary base arising from commercial banks’ lending, in order to control the intermediate target within the announced range. Once the central bank no longer sets an intermediate monetary target, and aims to achieve its inflation target by using the policy interest rate as an operational target, then it is highly possible that the monetary aggregates and the monetary base would be supplied endogenously by the decision of commercial banks and borrowers.
Let us, however, relativize the schematic correspondence between the money-supply process and the monetary policy regime. First, even when a central bank chooses an intermediate monetary target to achieve its goal, its operational instrument could be the short-term interest rate instead of the monetary base. That was the case for Bundesbank, and subsequently the ECB for a certain lapse of time. In such a case, the central bank would show more accommodating behavior than when it chooses the monetary base as its operational instrument. Second, when a central bank in the monetary targeting regime conducts monetary policy based on control of the monetary base, what it actually does in its operations can be quite different from the official procedure, because a strict control of the monetary base necessarily results in very high fluctuation of short-term interest rates. Third, whether the bank lending is affected by the change of policy interest rate and/or the monetary base depends on whether commercial banks can have access to non-reservable resources, such as CDs, commercial papers, repos, or foreign borrowing, in both inflation targeting regime and other monetary policy regimes. Access to non-reservable resources depends on the development of financial markets, market liquidity, etc. Easy access to non-reservable resources will weaken the effect of the change in the policy interest rate and/or the monetary base on bank lending. Fourth, the nature of the money supply depends not only on the monetary policy regime but also on banking regulations. For example, when the regulator introduces or reinforces the regulation regarding liquidity risk, such as the net stable funding ratio, commercial banks will find it more difficult to expand lending at their will; so the causality running from bank lending to the monetary base may be weakened.
Taking all these considerations into account, we think that the questions as to whether the monetary aggregates and the monetary base are supplied endogenously or not, and whether the change of monetary policy regime results in a significant change in the nature of the money supply are largely empirical issues. The objective of the present study is precisely to investigate empirically those issues.
There are several studies which investigate empirically the endogeneity of the money supply. Badarudin, Ariff, and Khalid (2009) employed a vector error correction model to verify the money endogeneity for ten emerging economies with monthly data from 1996 to 2007. They found the evidence for the endogenous money supply in China, the Czech Republic, India, Malaysia and Turkey. Money supply was exogenous in Mexico while no causality between money supply and domestic credit was found in Indonesia, Russia and Taiwan. Nayan, Kadir, Abdullah, and Ahmad (2013) reported the evidence consistent with post-Keynesian hypothesis of the endogeneity of money supply using a dynamic panel analysis with annual data of 177 countries from 1970 to 2011. Badarudin, Ariff, and Khalid (2013) showed that the money supply is endogenous for G-7 countries using quarterly data with controls for monetary regime change effects. In a study conducted for Korea, Chai (2017) reported that, although the central bank was able to control bank lending by controlling the monetary base while it targeted a monetary aggregate, it had trouble doing so after the adoption of inflation targeting. Reverse causation, which runs from bank loans to the monetary base, has become predominant during the inflation targeting period.
This paper can be differentiated from the previous studies in the following points. First, the monetary regime change effects on the nature of the money supply are investigated by dividing the sample period before and after the introduction of inflation targeting, and then the endogeneity of money supply is investigated within each sub-period with the control for the structural breaks caused by unknown internal and external shocks in seven Asia-Pacific countries (Australia, Indonesia, Japan, Korea, New Zealand, Philippines, and Thailand). We use dummy variables indicating the structural changes in the VAR model following the methodology developed by Quandt (1960) and Andrews (1993). Second, we use the Toda-Yamamoto Granger non causality (GNC) test (1995) to test the causal relationship between bank loans and the monetary base. This test is designed for testing the causal relationship regardless of the magnitude of the integration order, or the cointegration properties of the time series. Third, we implement the bootstrap test for causality suggested by Hacker and Hatemi-J (2006) to overcome the weakness of the modified Wald test for Granger causality.
Understanding the nature of the money supply correctly is important not only for academic interests, but also for practical purposes aiming at evaluating the effects of monetary and regulatory policies. For example, the quantitative easing which increases the monetary base significantly may engender comparatively small changes in bank lending and monetary aggregates. In such a case, the policy should pay more attention to the asset side of the central bank’s balance sheet rather than the liability side. On the other hand, bank lending might fluctuate abruptly, engendering huge macroeconomic consequences, if banks can make loans and create money
The remainder of the paper is organized as follows. Section II provides a simple conceptual framework based on T-account analysis explaining the process of money supply. Section III investigates empirically the nature of the money supply for seven countries in the Asia-Pacific region based on the Toda-Yamamoto GNC tests. It will be shown that the money multiplier model no longer suits the modern economy if the central bank adopts inflation targeting and uses short-term interest rates as the operational target. Section IV is a conclusion with some remarks about the policy implications of the empirical study.
1)
2)To cite a few of them, see
In the modern economy, bank deposits are by far the most important form of money. They are created by the commercial banks in the act of lending and are eventually destroyed in the act of repayment. The deposits created circulate in the economy as they are used as means of payment. Although, for an individual bank, the deposits flowing out of its own network are not necessarily equal to new deposits coming in, the deposit money flowing out of the banking system taken as a whole and the money entering into it are largely comparable. If an individual bank increases its balance sheet in line with the growth of the banking system as a whole, it will easily find
However, the demand for currency and the need to procure more reserves to back the newly created deposits imply the flight to a form of money that the commercial banks cannot create themselves. It is only the central bank that can supply the monetary base, which explains ultimately why the central bank can make commercial banks listen to it. The commercial banks may rely on borrowing from the central bank or the sale of assets to the central bank to meet the needs for the monetary base. The recourse to non-reservable resources is another way to meet those needs.
The following T-account analysis will show how the money creation affects the balance sheets of different sectors in the economy: central bank, commercial banks, and the rest of the economy, that is, the public. The initial balance sheets are as follows:
A: financial assets issued by the public and bought by the central bank
B: borrowing of commercial banks from the central bank
C: currency
D: reservable deposits
L: claims of commercial banks on the public
N: non-reservable resources issued by commercial banks, and absorbed by the public
R: reserves
The figures in the initial stage are the equilibrium values, in the sense that the implied ratios, i.e. the currency-to-deposits ratio, the reserves-to-deposits ratio, and the ratio between deposits and non-reservable resources are derived from the optimal decisions of different actors in the economy. The currency-to-deposits ratio is mainly determined by the public, given the institutional development of the settlement system. The reserves-to-deposits ratio is determined by the central bank and commercial banks. The ratio between deposits and non-reservable resources depends on the decisions of commercial banks and the public, given the development of the money market, the policy stance of the central bank, and the banking regulations. When the commercial banks increase lending and accordingly deposits, then currency, reserves, and non-reservable resources should change to attain the desired ratios. The adjustment towards new equilibrium values to attain the desired ratios after granting new bank lending will take place simultaneously. But, we suppose here, for analytical purposes, that the adjustments to restore the currency-to-deposits ratio and the ratio between deposits and non-reservable resources are made before the adjustment to restore the reserves-to-deposits ratio.
Now, suppose that the commercial banks make loans equal to △
Another method is to sell assets equivalent to △
Although the two methods have different effects on the size of commercial banks’ balance sheet and their net position vis-à-vis the central bank, they have the common aspect that the commercial banks will eventually get the reserves they need only when the central bank supplies them. However, that observation does not necessarily imply that the money-supply process starts with the action of the central bank to supply the monetary base. Why? There are two different perspectives.
The first view, called the accommodationist view, asserts that the central bank is obliged to supply as many reserves as the commercial banks demand, to maintain the stability of the financial system (Moore, 1988). If the central bank refuses to accommodate the demand for the monetary base, the short-term interest rates will fluctuate so much that the stability of the financial system will be seriously hampered. Even though the central bank is required to accommodate the demands of commercial banks, it can affect the proportions of borrowed reserves and non-borrowed reserves by fixing the money-market policy rate and discount rate. That concept is criticized by the structuralist view (Palley, 1996) on the grounds that the central bank would not necessarily fully accommodate the demand for the monetary base. They accept even the traditional view that the central bank can change the money supply by increasing or decreasing the supply of the monetary base. But they differ from the traditional view in that the central bank’s ability to control the money supply is quite limited, because the commercial banks can reduce the need to procure reserves by relying on non-reservable resources. As we have seen from the above analysis, the bigger △
In our view, whether the central bank is accommodative or not and whether the commercial banks can have easy access to non-reservable resources or not are both empirical issues. Specifically, the answer to the first question seems to depend largely on the monetary policy regime. We think that the transition to inflation targeting, which aims to achieve the inflation rate goal without setting intermediate targets, implies a significant change in the nature of the money supply.
3)This situation implies the decrease of the desired ratio
This section reports the results of empirical tests on how the monetary policy regime affects the money-supply process. There are three alternative theories about the money-supply process: the traditional view, the accommodationist view, and the structuralist view. The traditional view maintains that the monetary base determines the money supply, which determines the bank loans. The accommodationist view maintains that the bank loans determine both the money supply and the monetary base. The structuralist view lies between the two previous views. The causality implications between the monetary base, money supply, and bank loans are summarized in Table 1.
To investigate the validity of the different causality implications of different approaches, this study uses the Granger non causality (GNC) test, which is based on two axioms. First, the observable cause proceeds temporarily to the observable effect. Second, the cause has significant information that other variables do not have in predicting the effect. In this study, we plan to test the GNC only between the monetary base and bank loans, and not between bank loans and money supply, because money supply and bank loans change at the same time for all the three approaches. According to the accommodationist or structuralist approaches, bank loans and money supply vary simultaneously although the former logically determines the latter. According to the dynamic money-multiplier model, which is the conceptual backbone of the traditional approach, bank loans and money supply vary simultaneously also, although the former is logically determined by the latter. As was mentioned before, the GNC test cannot be used to see the causal relationship between variables that vary simultaneously. To understand this point, let us consider the simple model as follows4:

According to Granger (1969),

Simple arithmetic allows us to transform the model composed of equations (3) and (4) into the model composed of equations (1) and (2). Then the coefficients
It is clear here that
Another important limit to the GNC test using the bivariate VAR system for the MB and BL variables needs to be mentioned. As bank loans and monetary base can respond to current and future economic condition with different speeds, timing-relation or predictability between two variables might not be fully attributed to the structural one5. One way to circumvent (albeit imperfect) the problem would be to introduce control variables representing economic conditions in the VAR framework. It is however difficult to determine which control variables to include, and the direction (past or future?) and length of time lag. Inadequate specification might even lead to erroneous test results. That is the reason why we decided here to conduct the test based on a simple model of two variables.
The empirical analyses of the GNC test are performed using monthly data for different sample periods. The data for all relevant variables are collected from the central bank of each country and the International Financial Statistics (IFS) of the International Monetary Fund (IMF). The sample periods depend on the availability of the data for the countries: Australia (1990:1–2017:3); Indonesia (2002:1–2017:2); Japan (1998:4–2017:2); Korea (1970:1–2017:3); New Zealand (1990:1–2017:3); Philippines (2001:12–2017:3); and Thailand (2001:12–2017:2)6.
The time series of the monetary base (MB) and bank loans (BL) are chosen for the empirical analysis. All variables are seasonally adjusted with the X-13 ARIMA method of the US Bureau of the Census and deflated by the consumer price index (CPI)7. Finally, they are transformed to logarithmic form.
To test the endogeneity of money in each country, we perform a GNC test using the bivariate VAR system for the MB and BL variables. If the integration order of both time-series variables is I(0), the Wald test statistic of GNC follows the standard
However, in most cases these variables exhibit the characteristics of nonstationary time series with a maximum integration order of 1. Thus, the distribution of the usual Wald test statistic for the GNC follows a nonstandard asymptotic distribution. Moreover, if structural changes occur because of a financial crisis or policy changes, it becomes more difficult to know the limiting distribution of the Wald test statistic because of their nuisance parameters. In this study, we use the modified Wald test (MW) suggested by Toda and Yamamoto (1995), and Dolado and Lütkepohl (1996), which is designed for testing the causal relationship regardless of the magnitude of the integration order, or the cointegration properties of the time series. Since the distribution of the MW statistic follows the standard
To explain our methodology more formally, consider first a bivariate augmented level VAR (
From equation (6), the null hypothesis of GNC to find out whether or not
Let
be the LS estimator of θ=
This statistic is asymptotically distributed as a
The simulation study by Shukur and Mantalos (2000) shows that the Modified Wald test of Toda and Yamamoto (1995) does not possess the correct size for small samples. Furthermore, if we use the methodology of Toda and Yamamoto (1995) when we are sure that the time series are cointegrated or all the variables in VAR system are in fact I(0), we lose some asymptotic efficiency and power with the test.
To overcome this weakness of the modified Wald test for Granger causality, we, in addition, implement the bootstrap test for causality suggested by Hacker and Hatemi-J (2006). They showed that the modified Wald test based on a bootstrap distribution exhibits smaller size-distortions irrespective of sample sizes, integration orders, and cointegrating rank. In our empirical analysis we obtain the bootstrapped critical values using the parametric bootstrap distribution constructed by means of Monte Carlo simulation using 1,000 samples generated from a VAR model.
During the estimation period of this study, it may have included structural changes due to a financial crisis or policy changes in each country. Therefore, we use dummy variables indicating the structural changes in the VAR model and modify the model (6) as follows:
where Π
When employing the Toda-Yamamoto testing procedure, the value of
The results from the empirical study are shown in Tables 2, 3, and 4. Table 2 reports unknown breakpoint test results. Table 3 is the causal relationship between the monetary base and bank loans based on Toda-Yamamoto GNC tests before and after the adoption of the inflation targeting (IT) in seven Asia-Pacific countries. To check the robustness, we conducted the same tests using bootstrapped data, the results of which are reported in Table 4. The results in Table 4 are practically the same as those in Table 3.
The most striking finding is that the bank loans Granger cause the monetary base during the IT period in six out of seven countries, except Japan, whereas the causality appeared diverse before the IT regime. Thus, it seems possible to give an affirmative answer to the question, “Does the monetary policy regime determine the nature of the money-supply process?” However, a closer look at the results is needed before giving a definitive answer in view of the countries’ differences.
Based on the tests using the original data before the IT regime, the central banks appear to have command over bank loans through the control of the monetary base in Korea and Indonesia. The Korean case reflects the fact that the monetary policy had been based on “orthodox” monetary targeting. That result is consistent with the previous study (Chai, 2017). As for Indonesia, there exists bidirectional causality between bank loans and the monetary base. Bank Indonesia adopted formal inflation targeting after July 2005. Before that date, Bank Indonesia announced an inflation target, but also relied on the monetary base as the operational target. However, it could not achieve both targets, with the growth rates of CPI and the monetary base far exceeding the targets. That period was neither a strict monetary targeting regime nor an inflation targeting regime.
In Australia, the causation ran from bank loans to the monetary base, not vice versa, even before the IT period. That result seems to have to do with the specificity of the monetary policy procedure in that country before the IT period. The monetary targeting had been abandoned in early 1985, far ahead of the introduction of inflation targeting in 1993. The period between 1985 and 1993 can be qualified as an ‘ad hoc’ policy regime. The Reserve Bank of Australia used the money-market rate as the operational target to achieve price stability. Since January 1990, monetary policy has been very accommodative to cope with the severe recession.
The case of Japan is rather peculiar. For the period before as well as after the introduction of inflation targeting, there is no causal relation between the two variables. The Bank of Japan adopted a “zero interest policy” after 1999. In 2001, the Bank changed its operational target from the money-market rate to the current account balances held by banks at the Bank of Japan. The excess reserves held by banks increased significantly with the introduction of quantitative easing in March 2001. The quantitative easing program came to a stop in March 2006. After the global financial crisis, a relatively small quantitative easing program was implemented in October 2010. The Bank of Japan has been implementing a more ambitious quantitative easing in April 2013 till the end of our sample period. The Granger non causality from the monetary base to bank loans seems to show that the quantitative easing did not have significant effect on bank loans. The Granger non causality from bank loans to the monetary base might be explained by the fact that the increase of bank loans is not related with a subsequent increase of the monetary base because there exits already a large stock of the monetary base available for banks due to the quantitative easing. We believe that the case of Japan is a kind of outlier because the quantitative easing distort the interpretation of the empirical results.
After the introduction of inflation targeting, the causality running from bank loans to the monetary base is observed in six out of seven countries, except Japan. Which characteristics of the inflation targeting are responsible for such causation? According to Mishkin (1999), an inflation-targeting regime involves five elements:
(1) Public announcement of medium-term numerical targets for inflation;
(2) An institutional commitment to price stability as the primary, long-run goal of monetary policy in order to achieve the inflation goal;
(3) An information-inclusive strategy, with a reduced role for intermediate targets such as money growth;
(4) Increased transparency of the monetary policy strategy by communicating with the public and the markets about the plans and objectives of monetary policymakers; and
(5) Increased accountability of the central bank for attaining its inflation objectives.
Of these five elements, the third one is without doubt the most essential reason why money is created endogenously in the inflation targeting regime. Without using a monetary aggregate as an explicit nominal anchor, the central bank willingly supplies reserves responding to the demand for them by banks.
Based on Table 3, the six countries may be divided into two subgroups: accommodationists and structuralists. The accommodationist group includes the countries that show the causality implied by the accommodationist approach; these are Australia, Korea, the Philippines, and Thailand. The structuralist group include the countries that show the causality implied by the structuralist approach, which are Indonesia, and New Zealand. The second group is characterized by bi-directional causation between bank loans and the monetary base. The reason why the monetary base affected bank loans can be diverse. First, it is possible that commercial banks did not have easy access to non-reservable resources such as CDs, commercial papers, or foreign borrowing, perhaps because of underdevelopment of the financial markets or a shortage of market liquidity after the crisis. Second, bank regulations, especially on liquidity risk, could have made the supply of liquidity by the central bank a binding constraint on bank loans. Third, the supply of central bank liquidity could have improved the profitability of bank loans, and thus increased the demand for them.
Our findings can be summarized as follows. First, the monetary policy regime has to do with the nature of the money-supply process. However, such a result does not imply that there is a one-to-one correspondence between the monetary policy regime, with the IT regime on one side and other regimes on other side, and the direction of causation. Rather, the “orthodox” monetary targeting regime should be distinguished from other policy regimes. The monetary base Granger causes bank lending, whereas the reverse is not true, only when the central bank clings to strict monetary targeting. In other cases, bank lending Granger causes the monetary base not only for an inflation targeting regime, but also for other policy regimes except strict monetary targeting. To the best of our knowledge, there is practically no central bank in the modern economy adhering to “orthodox” monetary targeting. Therefore, it is legitimate to assert that the money supply is endogenous in the modern economy. Second, there may be bi-directional causality between bank lending and the monetary base; that is, commercial banks could feel more or less constrained by the central bank’s supply of the monetary base even though they can offer loans without preexisting excess reserves. Limited access to non-reservable resources because of underdevelopment of financial markets, a shortage of market liquidity, for example, after the global financial crisis, and/or the reinforcement of bank regulations may be the reason for such causation.
4)We owe to
5)We owe this passage to one of the anonymous reviewers.
6)For some countries, the data are available only since December 2001 (Philippines and Thailand) or January 2002 (Indonesia) as those countries report the data based on the Standardized Report Forms (SRFs), a unified framework for reporting monetary and financial statistics to the IMF, from those dates on.
7)The test results are found to be almost the same when the nominal variables are used.
The results from the empirical test show that the causation which run from bank loans to the monetary base has become predominant in the countries adopting inflation targeting. To be sure, a monetary policy regime has to do with the nature of the money-supply process. But it is an exaggeration to say that a monetary policy regime
These results have the following policy implications. First, financial and monetary policy makers should bear in mind that bank lending might grow excessively, eventually engendering serious macroeconomic disaster, as banks can grant loans and create money
Second, a bank lending channel of monetary policy transmission would work in certain circumstances but not in others8. The bank lending channel is based on the combination of the following propositions: Monetary policy affects the supply of bank lending, and bank lending is an important source of financing for some borrowers; so the monetary policy affecting the supply of bank lending can have an important effect on the economy. However, our results suggest that the central bank can hardly increase or decrease the supply of bank lending by controlling the monetary base except when the financial markets are underdeveloped or a shortage of market liquidity prevails because of important financial turbulences. On the other hand, note that the increase of the monetary base can affect bank loans through the demand for them. Such a possibility, however, does not support the bank lending channel, because this latter has to do with the supply side of bank loans. Our analysis did not identify explicitly the demand and supply of banks loans. Data on bank loans reflect the interactions between demand and supply sides. Future research should clarify whether the causation from the monetary base to bank loans in some countries is evidence in favor of the bank lending channel or not.
Third, policy makers applying unconventional monetary policy should pay more attention to the asset side of the central bank’s balance sheet rather than to the liability side. For all the countries that used quantitative easing after the global financial crisis, bank loans did not increase significantly compared to the increase in bank reserves. In the UK and Japan before the GFC, the bank loans had even decreased after the introduction of the quantitative easing. In our view, these experiences seem to show the fallacy of the money multiplier model and support the endogeneity of the money supply. Therefore, what the central bank should pay attention to is how the acquisition of assets could affect credit conditions for private economic agents9. In other words, more accent should be given to “what kind of”, rather than to “how many” assets the central bank is acquiring.
8)We owe to
9)This point is just what Bernanke emphasized when he explained the Federal Reserve’s monetary policy after the GFC, with the term “credit easing.” See
Summary of Causality Implications of Different Approaches between the Monetary Base, Bank Loans, and Money Supply
Notes: MB: monetary base; BL: bank loans; M: money supply
Quandt-Andrews Unknown Break Point Test
Note: *** indicates statistical significance at the 1% level.
Toda-Yamamoto MW Causality Test between Monetary Base and Bank Loans
Note: *** and ** denote statistical significance at the 1% and 5% level, respectively. The figures in parenthesis refer to p-values, and vlag means lag length of VAR.
Data Sources: Central Banks of each country
Bootstrap MW Causality Test between Monetary Base and Bank Loans
Note: 10%, 5%, 1% denote corresponding bootstrap critical values of 1,000 iterations, respectively.