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M O N E T A R Y S T U D I E S
Volume XIII No. 1 June 2009
R e s e a r c h P a p e r s
THEORY AND PRACTICE OF ECONOMICS
Tomas Ramanauskas
EMPIRICAL VERSION OF AN ARTIFICIAL STOCK MARKET MODEL
Jonas Mackevicius, Ona Moliene
METHODS OF THE ANALYSIS OF GROSS DOMESTIC PRODUCT PER CAPITA
MATHEMATICAL ECONOMICS
Mindaugas Juodis, Vytautas Valvonis, Raimondas Berniunas, Marijus Beivydas
MEASURING CONCENTRATION RISK IN BANK CREDIT PORTFOLIOS USING GRANULARITY ADJUSTMENT: PRACTICAL ASPECTS
HISTORY OF ECONOMICS
Regina Paliulyte
ECONOMIC ACTIVITY AND MACROECONOMIC POLICY: HISTORICAL ASPECT
P u b l i c a t i o n s a n d R e v i e w s
SURVEY PAPERS
Zivile Einoriene, Stasys Kropas
CREDITING OF THE ECONOMY WITH FOREIGN LOANS DURING THE PERIOD OF TRANSFORMATION OF THE ECONOMIC SYSTEM
EVENTS AND COMMENTS
Raimondas Kuodis, Tomas Ramanauskas
FROM BOOM TO BUST: LESSONS FROM LITHUANIA
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EMPIRICAL VERSION OF AN ARTIFICIAL STOCK MARKET MODEL
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Tomas Ramanauskas
This paper presents an artificial stock market model based on complex interaction of heterogeneous
reinforcement-learning agents. The model is partly calibrated to empirical data and is aimed at analysing
non-equilibrium market dynamics, examining market self-regulation abilities and other emergent properties,
and enhancing generative understanding of recent episodes of financial booms and busts.
Simulated market returns have realistic statistical properties, and the model offers some qualitative
insights on recent actual financial market developments.
Full article 
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METHODS OF THE ANALYSIS OF GROSS DOMESTIC PRODUCT PER CAPITA
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Jonas Mackevicius, Ona Moliene
The key indicator that generalises functioning and development of the economic system
of a country is gross domestic product (GDP). Manuals, monographs and scientific articles
on macroeconomics present comprehensive aspects of the value, calculation, usage,
etc. of this indicator. Much less attention has been devoted to the research of GDP per
capita although the scope of its usage is very broad. GDP per capita may be successfully
used when preparing specific variants of economic and social policy, carrying out different
international comparisons and evaluating the performance of a particular economic
policy. Moreover, this indicator is suitable for measuring labour productivity, efficiency of
a time period worked, and other different aspects of social development.
GDP per capita is usually calculated only by statistics institutions, however, a more
thorough analysis has not been carried out. Taking into consideration the value of GDP
per capita, it is important to be aware of the factors determining its dynamics, and how
to measure the influence of these factors.
In order to assess the influence of specific factors to GDP per capita, the authors
suggest using a developed by them modified scheme of Du Pont pyramid analysis.
Application of this scheme enables to evaluate the change of GDP per capita regarding
the impact of three equal factors. Two factors are attributed to the firs-level factors: GDP
per hour worked and a number of hours worked per employee. Three factors are
attributed to the second-level factors: GDP per hour worked; number of hours worked
per employee; share of the employees in the total number of the population. Five factors
are attributed to the third-level factors: gross value added per hour worked; GDP to
gross value added ratio; number of hours worked per employee; share of the employees
aged between 15 and 64 in the total population; ratio between the number of all
employees and those aged between 15 and 64.
Analysis of GDP per capita dynamics in Lithuania in 2007, compared to 2000, showed
the following:
- in seven-year period the GDP per capita increased by about LTL 10.09 thou. (77.2per
cent), i. e., by LTL 1.44 thou. (8.5 per cent) over every year on average;
- the first level of pyramid analysis indicated that the greatest impact on the change of
GDP per capita was made by the change of GDP per hour worked or labour productivity
due to which that indicator increased by 53.9 per cent (6.4 per cent on average every year);
- the second level of pyramid analysis indicated that the impact of the development
of the latter factor was determined by two more factors, the most important of which is
the change of the share of employees in the total population that raised GDP per capita
by more than LTL 1.7 thou. Another factor – the change in the number of hours worked
per employee – raised that indicator only moderately, i. e., by LTL 0.24 thou. This is a
clear proof of how important is to exploit the working hours effectively;
- out of five third-level factors, the greatest impact on absolute GDP per capita was
made by the positive change of labour productivity by value added per hour worked
which is equal to the change of GDP per hour worked and which raised that indicator by
about LTL 8.1 thou. (about 54 per cent of all change).
Comparative analysis of GDP per capita dynamics in Lithuania and in some foreign
countries revealed that over the reference period between 2000 and 2004, GDP per
capita in all the Baltic States (those states joined the European Union in 2004) increased
by more than 9 per cent on average every year: 9.1 per cent in Latvia, 9.9 per cent in
Estonia and 9.8 per cent in Lithuania. The change of GDP per capita in the Baltic States
was especially significant in 2007, compared to 2006, and exceeded considerably the
growth rates of the respective indicator of the US, Luxembourg, EU-15 and EU-27.
According to the authors, the comparative analysis should not be limited solely to
relative change of the indicator under consideration instead it should be related to
differences of comparative bases of different countries and indicators of absolute change.
To that end integral indicator should be used, i. e., absolute value of 1 per cent change
which accumulates both absolute and relative changes. In 2007, compared to 2006,
absolute value of 1 per cent change of GDP per capita in Lithuania was 134 PPS (Purchasing
Power Standart) and lagged behind the EU-27 (236 PPS) and the EU-15 (265 PPS) averages.
Meanwhile, the greatest 1 per cent “weight” of chain change in 2007 was that of
Luxembourg (658 PPS), which was considerably higher than the respective indicators of
US and EU-15.
The key aim in economic development of Lithuania, like that of other new EU Member
States, is the average level of GDP per capita (by PPS) in EU-27 and EU-25, the trends in its
dynamics. The authors suggest, on the basis of EU Statistical Office Eurostat data, to apply
the GDP per capita pyramid analysis also in international comparative analysis. Calculations
on these data prove the idea, that raising employment in general is not enough – it is the
productive employment that should be raised; it is not enough to extend working hours in
general – it is effective exploitation of working hours that is to be increased since GDP per
capita in Lithuania lagged behind in 2007 by 39 per cent compared to the EU-27 and
around 45 per cent compared to EU-15. It is therefore essential to continue scientific
research of this indicator paying closer attention to the factors affecting its change.
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MEASURING CONCENTRATION RISK IN BANK CREDIT PORTFOLIOS USING GRANULARITY ADJUSTMENT: PRACTICAL ASPECTS
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Mindaugas Juodis, Vytautas Valvonis, Raimondas Berniunas, Marijus Beivydas
The paper analyses the practical aspects of granularity adjustment for quantification of the contribution
of name concentrations to portfolio risk: proposals are made for the unique choice of systemic risk
variance; aggregation of credit risk parameters from exposure to counterparty level is analysed;
granularity adjustment capital allocation to individual counterparts is being discussed, proposing to
include single name granularity adjustment capital into performance measures and risk based pricing
tools; Monte Carlo approach for estimating single name concentration risk capital is being introduced.
Practical aspects of granularity adjustment estimation are illustrated by empirical calculations using
real bank portfolio data and the comparison with Gordy and Lütkebohmert results is presented.
Full article 
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ECONOMIC ACTIVITY AND MACROECONOMIC POLICY: HISTORICAL ASPECT
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Regina Paliulyte
Diversity of economic activity and macroeconomic policy concepts, rise of new scientific
theories, experience of the countries in regulating the behaviour of economic entities,
and trends in globalisation of the economy are changing the conception of the stabilisation
policy. Analysis of the historical development of the theories clarifying economic activity
and stabilisation policy issues shows that, first, the current period of globalisation is
characterised by convergence of the opinions of the representatives of different scientific
trends in estimating the above phenomena. This is proved by the rise of a new neoclassical
synthesis theory in the last decade of the 20th century. According to the models submitted
by the representatives of this scientific trend, fluctuations in economic activity are not
just optimal reaction of economic entities to shocks – they are also a result of inflexibility
of nominal wages and prices. In descriptions of global interrelationships, different models
and theoretical principles are being combined: Keynesian approach is applied for deve-
loping models that support classical tradition, or, in contrary, modern Keynesians adopt
the methods of research of new classics.
By the way, along with the development of the science of macroeconomics, economists
agree that – under unfavourable conditions, especially in case of recessionary shocks –
enforcement measures of the state have favourable effects on maximisation of utility of
economic entities. Monetary policy, like fiscal policy, is acknowledged as having weight
not only in the process of stabilisation of economic activity but also in strengthening of
self-regulation of the market.
Second, changes in the global economy initiated a discussion about the viability of
national economic policy when stabilising fluctuations in economic activity that spread
through international channels. Sophistication of interrelations between macroeconomic
indicators, and growing uncertainty under the conditions of technological progress and
structural restructuring posed a challenge of how to stand out against fluctuations in
economic activity in the environment when national economies get increasingly
interdependent. Scientists examining the challenges posed by globalisation have raised
two hypotheses: that of convergence of economic policy and that of divergence. The
convergence hypothesis predicts the convergence of national economic policies and
decreasing strength to overcome fluctuations of economic activity on their own. Growing
openness of national economies and similar economic activity require co-ordinated actions,
secured by international agreements, coalitions and other integrated formations. The
better international co-ordination of economic policy, the less space is left for national
economic policy, moreover, the strength of this policy becomes weaker. Stabilisation
problems are addressed at the global level.
Divergence hypothesis emphasises that globalisation increases the strength of national
economic policy. This is determined by insufficient degree of convergence of the countries
and the impact of the economic structure on the stabilisation process. Under the conditions
of inadequate convergence of the countries, lack of clear criteria enabling to define the
character and degree of internationalisation of economic policy, the major role is played
by the mechanism of adaptation at the national level. It is especially important for small
countries that do not carry out independent monetary policy but are strongly affected
by fluctuations of economic activity spreading between the countries. Under the conditions
of the fixed exchange rate, opportunities of application of stabilisation measures depend
heavily upon the financial, price and wages policies pursued in the country.
Another argument proving the increasing strength of national economic policy is that
globalisation prompts changes in economic structure. Formation of efficient institutions
helping to withstand competitive pressure and ensure mobility of labour force and capital
as well as implementation of structural reforms is a prerogative at the national level.
Therefore, taking the opportunity offered by international cooperation and coordination
under the conditions of global economy, countries pass over a certain portion of their
competence to international organisations, and their national power and strength to
stabilise fluctuations in economic activity decrease. However insufficient degree of
convergence, specific institutional design, structural reforms and distinctive management
of resources determine a divergence trend visible in economic policy. Stabilisation problems
are addressed at the national level.
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CREDITING OF THE ECONOMY WITH FOREIGN LOANS DURING THE PERIOD OF TRANSFORMATION OF THE ECONOMIC SYSTEM
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Zivile Einoriene, Stasys Kropas
Foreign loans play an important role in financing transformation process from
administrative to market economy. However, the effectiveness of the use of the foreign
loans to domestic economy critically depends on the institutional setting for foreign
debt management systems. Authors of the article analyze the final results of two projects–
EC PHARE project for SME (Small and Medium Sized Enterprises) and the World Bank
Enterprise and Financial Sector Assistance project – related to the use foreign loans,
which were managed by the Bank of Lithuania and channeled throw commercial banks
to the real economy.
The main goal of the article is to review the results of the management of the projects
through the whole cycle and to access the possibilities of multiplying positive experience
in current juncture of the global credit crunch. Authors first analyze the economic environ-
ment in which both projects where prepared and implemented, the significance of the
foreign loans and the role of the Bank of Lithuania as fiscal agent in preparing and
managing the projects. Than they review the main features of the projects and issues
related to the preparation and implementation of the projects. Thereafter, the impact of
loans to different sectors of the economy is analyzed and overall results of the projects
are presented. And finally, the assessment of the main positive aspects and lessons learned
that could be usefully used at the current juncture of the global credit crunch is done.
Both projects were initiated at the time when normal access of the companies to the
credit recourses was impossible either because of high inflation and interest rate for the
loans provided, or because of the lack of credit history and lack of adequate collateral or
because of the lack of macroeconomic stability or institutional and administrative weakness
of the banking system and the lack of the banking experience in preparing and accessing
the risks of the projects.
Both projects got a high grade of assessment from the European Commission and the
World Bank experts. Even the detailed comparisons of the different forms of the
management of foreign loans in terms of effectiveness are rather difficult, the quick
overview suggests that this way of use of foreign loans is preferable because of clear
targets, transparency in preparation and implementation process, independence and
accountability of managers. However, most important factor of the success was the use
of market principles, involvement of commercial banks and independent audit institutions
in the process of preparation and implementation of the projects. Finally, the involvement
of the Bank of Lithuania as a fiscal agent for the projects was a very important factor for
the success because of better administrative capacity compared with other institutions
and presence of reputation risks.
Even due to the number of reasons the fiscal agency functions of the Bank of Lithuania
were not expanded further, very positive results of both projects suggest, that this form
of foreign loans management could be explored further especially at the time of the
global credit crunch and lack of credit resources for financing of the economy. In the
authors’ opinion, this kind of mechanism could be a viable alternative for a such emerging
country like Lithuania to ensure accessibility to credit resources for business.
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Instructions for the authors
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