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International Journal of Management Excellence
Volume __ No.__ Month Year
Impact of Financial Derivatives on the Real Economy
Juraj Lazový
1
, Juraj Sipko
2
1
author's affiliation, lines of address & Email
2
Assoc. Prof. at Faculty of Economics and Business
Pan European University, 85105 Bratislava, Slovakia
juraj.sipko@gmail.com
+421 2 6820 3615
Abstract- In this paper we use correlation analysis and Granger causality tests of time series to investigate the impact of
financial derivatives on the real economy. We obtained statistically strong and mutually compatible results. Over the period
under review have as exchange trade derivatives (1986-2012), as well as OTC derivatives (1998-2012) in principle a
negative impact on the real economy. OTC derivatives measured by notional amounts outstanding reduce economic growth
and increase unemployment, exchange traded derivatives (amounts outstanding) increase unemployment as well. On the
other hand, both groups have a positive impact on reducing inflation. Tests of results confirmed the positive correlation and
causality between economic growth and falling unemployment rate, respectively between economic growth and rising
inflation. The conclusions are valid for the group of high income countries (according to the methodology of the World
Bank), for the period 1986-2012. As compatible, but as well as disputable, is the result according to which the size of the
OTC derivatives market in notional (notional amounts outstanding) and market value (gross market values) negatively
correlated with each other. This finding will require further research to explain or deny.
Keywords- financial derivatives; real economy; correlation analysis; Granger causality test
1. INTRODUCTION
Financial derivatives, particularly over-the-counter (OTC)
have been long time criticized for insufficient
transparency, often too complicated structure and non-
adequate risk management. Majority of academics, but
also many financial markets professionals find the rapid
development of these instruments as one of the main
reasons for the fast spread of the financial crisis in 2007-
09, as real risk for financial stability and thus for real
economy also at present. Relationship between the
development of financial derivatives and economic growth
is a frequent subject of economic research. There are many
sources with different views. We present just a few of the
recent period. Chan-Lau1
argues that derivatives allowing
leverage, thus increasing risks of adverse price
developments and may adversely affect economic growth.
Blundell and Atkinson2
similarly argue that derivatives are
not used primarily on risk hedging, but on speculation and
regulatory arbitrage. Derivatives shift, but do not reduce
aggregate risk. By making use of leverage, ultimately
increasing counterparty risk and can significantly increase
the overall systemic risk in the economy. Sipko3
shows,
how the growing volume of the derivatives significantly
1
CHAN-LAU, J. 2007. The Globalization of Finance and
its Implications for Financial Stability: An Overview of the
Issues. Working Paper. Washinghton: IMF, April 2007.
2
BLUNDELL, A. - ATKINSON, P. 2011. Global SIFIs,
Derivatives and Financial Stability. OECD Journal:
Financial Market Trends. [online]. 2011, vol. 2011
contributed to the global financial crisis. Financial
Stability Board4
states that the largest contribution of
derivatives to the financial markets is their ability to
optimize price risk, increase market liquidity and facilitate
market participants to manage their individual risks. The
negative is the potential for the spread of infection and low
transparency (OTC derivatives). Rodrigues, Schwarz
a Seeger5
showed statistically and economically significant
positive impact of essence of domestic derivatives
exchanges on economic growth. At the same time they
found evidence for a reduction in the volatility of
economic growth. Stulz6
argues that the problem is non-
regulated OTC derivatives and not exchange traded
derivatives. Becchetti a Ciampoli7
even showed that the
3
SIPKO, J. 2011. Derivatives and the real economy. In
Creative and knowledge society: international scientific
journal. ISSN 1338-4465, 2011, issue 1, No. 1, p. 33-43.
4
FINANCIAL STABILITY BOARD. 2013. OTC
Derivatives Market Reforms: Sixth Progress Report on
Implementation. Basel: FSB, September 2013.
5
RODRIGUES, P. – SCHWARZ, C. – SEEGER, N. 2012.
Does the Institutionalization of Derivatives Trading Spur
Economic Growth?. Social Science Research Network,
February 2012.
6
STULZ, R. 2004. Should We Fear Derivatives? Journal
of Economic Perspectives. [online]. 2004, vol. 18, no.3, p.
173–192.
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International Journal of Management Excellence
Volume __ No.__ Month Year
turnover of OTC derivatives have although weak, but
positive impact on economic growth.
The goal of this paper is to examine the impact of
derivatives on the real economy using correlation analysis
and Granger causality test of time series. In the analysis we
use global statistical data on the exchange traded and OTC
derivatives, which publish the Bank for International
Settlements8
. For data on the real economy development,
we used as a source The World Bank9
.
2. FINANCIAL DERIVATIVES
Financial derivatives have achieved the largest
growth of all financial markets over the last 15 to 20 years.
For the period 1998-2012, the volume of open positions in
all derivative financial instruments in the nominal amounts
outstanding of the underlying assets has increased from
94,3 trillion USD to 685,0 trillion USD, that is growth of
627%. It is a value that is almost nine-fold the global GDP
in 2012. Of that volume exchange traded transactions
represent only 8%, the remainder being OTC transactions.
They now represent the largest financial market in the
world10
. For the period 1998-2013 the annual trading
7
BECCHETTI, L. – CIAMPOLI, N. 2012. What is new in
finance-growth nexus: OTC derivatives, bank assets and
growth. Research Paper. Roma: CEIS Tor Vergata, July
2012.
8
BANK FOR INTERNATIONAL SETTLEMENTS
(BIS). 2014. Derivatives statistics. Basel: BIS, 2014.
9
THE WORLD BANK (WB). 2014. World DataBank.
Washinghton (DC): WB, 2014.
10
Available data do not allow an exact comparison of the
size of the exchange traded and OTC financial derivatives.
Common used statistical data overestimating the volume of
turnover in financial derivatives has increased from 694,3
trillion USD to 2.978,9 trillion USD, growth of 329%.
Unlike the notional amounts outstanding, majority of
turnover in 2013 amounted to exchange traded transactions
(53%), only 47% to OTC11
. At figure 1 there is a sharp
increase in the volume of notional amounts outstanding
and turnover from 2001 to 2007. In the context of the
2007-09 financial crises, we can see stagnation after 2007,
in the case of exchange traded derivatives turnover even
come to a significant decline.
Figure 1: Financial derivatives development, 1998 –2013
Source: Bank for International Settlements (BIS)
Source: Bank for International Settlements (BIS)
2.1 Exchange traded derivatives
For the period 1986 to 2012 year-end volume of
amounts outstanding increased from 0,6 trillion USD to
52,5 trillion USD (Figure 2, left panel), representing an
average annual growth of 21,4%. The annual turnover
increased in the same period from 40,5 trillion USD to
1.568,5 trillion USD (Figure 2, right panel), with an
OTC derivatives, even in comparison with other financial
instruments. For more information, please see for example
LAZOVÝ, J. 2012. Vývoj na trhoch s finančnými
derivátmi. In BIATEC – odborný bankový časopis.
[online]. 2012, no. 10, p.17-23.
11
Annual turnover of OTC derivatives is calculated from
average daily turnover in April for currency and interest
rate derivatives (due to data availability).
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International Journal of Management Excellence
Volume __ No.__ Month Year
average annual growth of 17,3%. The number of contracts
outstanding grew from 4,2 million to 192,6 million, with
an average annual growth rate of 17,8% (Figure 3, left
panel). And an annual contracts turnover increased from
317,0 million in 1986 to 10.764,5 million (Figure 3, right
panel), representing an average annual growth of 16,3%.
On both figures, we can see exponential growth by 2007,
especially between 2000 and 2007. After the start of the
global financial crisis in 2007, we can see, except the total
contracts turnover, a significant decrease in other
indicators. A similar trend can also be observed within the
individual underlying assets (Figure 4).
Figure 2: Exchange traded derivatives – annual amounts,
1986 – 2012
Source: BIS
Figure 3: Exchange traded derivatives - annual number of
contracts, 1986 - 2012
Source: BIS
Source: BIS
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TechMind Research, Canada 3 | P a g e
International Journal of Management Excellence
Volume __ No.__ Month Year
Figure 4:Exchange traded derivatives – average annual
changes
Source: BIS
2.2 OTC derivatives
OTC derivatives currently represent the largest
financial market in the world. For the period 1998 - 2012
year-end notional amounts outstanding increased from
79,9 trillion USD to 632,6 trillion USD (Figure 5, left
panel), representing an average annual growth of 16,9%.
The year-end gross market values12
has increased over the
same period from 3,2 trillion USD to 24,7 trillion USD
(Figure 5, right panel), with an average annual growth of
12
Νοτιοναλ αµουντσ ουτστανδινγ προϖιδε α µεασυρ
ε οφ µαρκετ σιζε ανδ α ρεφερενχε φροµ ωηιχη χοντρα
χτυαλ παψµεντσ αρε δετερµινεδ ιν δεριϖατιϖεσ µαρ
κετσ. Ηοωεϖερ, ωιτη τηε παρτιαλ εξχεπτιον οφ χρεδι
τ δεφαυλτ σωαπσ, συχη αµουντσ αρε γενεραλλψ νοτ
τηοσε τρυλψ ατ ρισκ. Γροσσ µαρκετ ϖαλυεσ προϖιδ
ε α µορε αχχυρατε µεασυρε οφ τηε σχαλε οφ φινανχι
αλ ρισκ τρανσφερ τακινγ πλαχε ιν δεριϖατιϖεσ µαρκ
ετσ. Γροσσ µαρκετ ϖαλυεσ αρε δεφινεδ ασ τηε συµσ
οφ τηε αβσολυτε ϖαλυεσ οφ αλλ οπεν χοντραχτσ ωιτ
η ειτηερ ποσιτιϖε ορ νεγατιϖε ρεπλαχεµεντ ϖαλυεσ ε
ϖαλυατεδ ατ µαρκετ πριχεσ πρεϖαιλινγ ατ τηε ρεπορ
τινγ δατε. Φορ µορε ινφορµατιον, πλεασε σεε φορ εξα
µπλε ΒΑΝΚ ΦΟΡ ΙΝΤΕΡΝΑΤΙΟΝΑΛ ΣΕΤΤΛΕΜΕΝΤΣ
(ΒΙΣ). 2009. Γυιδε το τηε ιντερνατιοναλ φινανχιαλ στ
ατιστιχσ. Βασελ: ΒΙΣ, ϑυλψ 2009, π. 30−31
21,3%. On the figure we can see sharp increase in both of
the observed variables to 2007. During the 2007-09
financial crises, there was a further slight increase in the
notional amounts outstanding. In the case of the gross
market values there was more than doubling in value in
2008 compared with 2007 for all of the underlying assets
(excluding shares). The largest percentage increase
(2008/2007) was on interest rate derivatives (179,9%) and
the credit default swaps (CDS 153,3%). This fact is
probably related to the culminating crisis in 2008.
For the years 1998 to 2013 there was an turnover
increase from 306,1 trillion USD to 1.410,3 trillion USD
(Figure 6), which represents an average annual growth of
12,2%. Growth in turnover continued also after the crisis.
There are only data for currency and interest rate
derivatives. Those on 31.12.2012 accounted for 88% of all
OTC derivatives, in terms of the notional amounts
outstanding, respectively 85% in terms of the gross market
values.
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TechMind Research, Canada 4 | P a g e
International Journal of Management Excellence
Volume __ No.__ Month Year
Figure 5: OTC derivatives – amounts outstanding, 1998-2012
Source: BIS
Figure 6: OTC derivatives - annual turnover, 1998- 2013
Source: BIS
Source: BIS
3.1 Normal or Body Text
Please use a 10-point Times Roman font, or other Roman
font with serifs, as close as possible in appearance to
Times Roman in which these guidelines have been set. The
goal is to have a 10-point text, as you see here. Please use
sans-serif or non-proportional fonts only for special
purposes, such as distinguishing source code text. If Times
Roman is not available, try the font named Computer
Modern Roman. On a Macintosh, use the font named
Times. Right margins should be justified, not ragged.
3.2 This paragraph is a repeat of 3.1
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Volume __ No.__ Month Year
3. REAL ECONOMY DEVELOPMENT
Financial derivatives are used mainly in developed
countries. Share of the two largest financial centers
(London, New York) on the currency OTC derivatives
turnover in 2013 was 59,7%, on the interest rate
derivatives even 71,7% of the global market. For this
reason, we are examining the impact of financial
derivatives on the real economy focused on development
in developed countries13
.
For the purpose of this analysis we determined
GDP growth, inflation and unemployment as parameters
for the development of the real economy. We examined
the development of these parameters for the period 1986-
201214
. We used the average values for the group of so-
called high income countries published by the World
Bank15
.
We can see that the average annual GDP growth in
the observed period ranged typically from 1% to 4%
(Figure 7). The highest value of 4,78% reached in 1988,
the lowest -3.57% in 2009. The trend is a slight decrease in
growth of 0,08% per annum.
A similar situation is in the development of
inflation (Figure 8). Average values typically range from
2% to 4%. Inflation reached the highest value in 1989
(5,08%), the lowest in 2009 (1,20%). The trend is again a
slight decrease during the reporting period, about 0,07%
per annum.
The average unemployment rate ranges from 6% to
8% (Figure 9). Lowest level reached just before the
financial crisis in 2007 (5,66%), the highest as a result of
the crisis in 2010 (8,27%). The trend over the analyzed
period is practically unchanged.
13
Αχχορδινγ το ηττπ://ωωω.βισ.οργ/στατιστιχσ/δερστ
ατσ.ητµ χυρρεντ νυµβερ οφ ρεπορτινγ χουντριεσ φορ
ΒΙΣ δεριϖατιϖεσ στατιστιχσ ισ 13.
14
∆ατα φορ υνεµπλοψµεντ αρε αϖαιλαβλε φορ τηε πε
ριοδ 1990−2012
15
ηττπ://δατα.ωορλδβανκ.οργ/ινχοµε−λεϖελ/ΗΙΧ
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Volume __ No.__ Month Year
Figure 7: Average GDP growth for High income countries
(annual %), 1986-2012
Source: The World Bank (WB)
Figure 8: Average inflation (consumer prices) for High
Income countries (annual %), 1986-2012
Source: WB
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TechMind Research, Canada 7 | P a g e
International Journal of Management Excellence
Volume __ No.__ Month Year
Figure 9: Average unemployment (% of total labor force)
for High income countries 1986-2012
Source: WB
4. STATISTICAL METHODS
We used correlation analysis and Granger causality
test of time series while analyzing the impact of the
financial derivatives developments on the real economy. In
statistical analysis of time series, it is necessary to have
stationary time series (mean and dispersion do not change
with time). Stationarity of time series was tested by the
augmented Dickey Fuller test. If the original time series
has no unit root the time series is stationary. If it has unit
root, it is necessary to determine its multiplicity.
Analogously to the original time series we tested first and,
as appropriate, other differences, until we got a stationary
time series16
.
Subsequently, we performed a correlation analysis
of pairs of stationary time series, where one side is
stationary time series variables characterizing the
development of the market for financial derivatives
16
Ωε χονσιδερ τηε φιµε σεριεσ ασ στατιοναρψ ον σιγι
νιφιχανχε λεϖελ οφ 0,05. Φορ µαχροεχονοµιχ ϖαρια
βλεσ (Γ∆Π γροωτη, ινφλατιον, υνεµπλοψµεντ) τηε τιµ
ε σεριεσ ωερε στατιοναρψ ιν τηε φιρστ ορ τηε σεχονδ
διφφερενχε, φορ τηε εξχηανγεδ τραδεδ δεριϖατιϖεσ ι
ν τηε σεχονδ ορ τηιρδ διφφερενχε, φορ τηε ΟΤΧ δεριϖ
ατιϖεσ ιν τηε τηιρδ διφφερενχε.
(notional amounts outstanding, gross market values,
turnover for OTC derivatives, amounts outstanding,
amounts turnover, contracts outstanding, contracts
turnover for exchange traded derivatives), on the other
hand, time series variables characterizing the real economy
development (GDP growth, inflation and unemployment).
The obtained correlation coefficients, we further tested for
statistical significance using the Pearson correlation
coefficient17
.
As a final step, we tested the causal dependence of
the same pair of stationary time series using Granger
causality test. We tested whether the variable X affects the
variable Y, thus whether Y can be interpreted as the effect
of the variable X and vice versa. A time series X is said to
Granger-cause Y, if it can be shown, usually through a
series of F-tests on lagged values of X (and with lagged
values of Y also included), that those X values provide
statistically significant information about future values
of Y18
. We tested exclusively unilateral causality, the
impact of financial derivatives on the real economy.
5. RESULTS AND DISCUSSION
The obtained results are listed in Table 1.
Statistically significant values are in bold19
. Statistically
significant correlation confirmed by Granger causality
tests were obtained in 8 of 21 cases analyzed20
. These
conclusions we analyze in more detail below.
17
Η0 ηψποτηεσισ, τηατ τηε χορρελατιον χοεφφιχιεντ ι
σ νοτ στατιστιχαλλψ σιγνιφιχαντ, ωε ρεφυσεδ ον τηε
σιγνιφιχανχε λεϖελ οφ 0,05.
18
SHU, W. 2005. Monetary Policy and Long-term Interest
Rates. Working paper. Lawrence (USA): University of
Kansas, 2005.
19
Χονσιδερεδ στατιστιχαλλψ σιγνιφιχαντ, ωε χηοσε τ
ηε 0,05 λεϖελ.
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International Journal of Management Excellence
Volume __ No.__ Month Year
1. Growth of the notional amounts outstanding of
OTC derivatives reduces economic growth.
Correlation coefficient -0,42, F-statistics for the
Granger test 3,62 (p-value 0,05) for the second lag.
This is a very significant conclusion that supports
negative views on OTC financial derivatives.
Table 1: The impact of financial derivatives on the
real economy
2. Growth of the notional amounts outstanding of
OTC derivatives increases unemployment.
Correlation coefficient 0,39, F-test statistics for
Granger test 5,66 (p-value 0,01) for the second lag.
At the general assumption, that the economic
downturn causes the rise in unemployment, is the
result compatible with the first conclusion.
20
In seven other issues, we obtain either a statistically
significant correlation or causality.
©
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International Journal of Management Excellence
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Financial derivatives variable
"X"
Real economy - variable "Y"
GDP growth Unemployment Inflation
Correlation
Granger
test
X → Y
Correlation
Granger
test
X → Y
Correlation
Granger
test
X → Y
OTC derivatives
Notional amounts outstanding -0,42 3,62 0,39 5,66 -0,41 10,77
Gross market values 0,23 5,82 -0,72 6,20 0,74 4,01
Turnover -0,08 0,48 -0,15 0,27 0,06 0,25
Exchange traded derivatives
Amounts outstanding -0,24 25,36 0,49 15,87 -0,76 4,17
Amounts turnover 0,26 1,13 -0,50 0,28 0,26 2,80
Contracts outstanding -0,08 4,05 0,08 0,05 0,10 3,90
Contracts turnover 0,40 2,03 -0,55 1,28 0,50 19,31
Source: Own processing
3. Growth of the notional amounts outstanding of OTC
derivatives reduces inflation. Correlation coefficient
-0,41, F-test statistics for Granger test 10,77 (p-value
0,00) for the first lag. In contrast to previous
conclusions it comes to be a positive effect.
Assuming that economic growth is correlated
positive with inflation, this conclusion is compatible
with the former two. Negative impact of OTC
derivatives on growth and unemployment is
compatible with the decline in inflation.
4. Growth of the gross market values of OTC
derivatives decreases unemployment. Correlation
coefficient -0,72, F-test statistics for Granger test
6,20 (p-value 0,01) for the second lag. The opposite
result as notional amounts outstanding of OTC
derivatives21
. This conclusion induces a presumption
of negative correlation between notional amounts
outstanding and gross market values of OTC
derivatives. If this assumption is true, the conclusion
is compatible with the other.
5. Growth of the gross market values of OTC
derivatives increases inflation. Correlation
coefficient 0,74, F-test statistics for Granger test 4,01
(p-value 0,03) for the second lag. Again, the opposite
conclusion such as the notional amounts outstanding
of OTC derivatives. A similar comment applies such
as at the conclusion 4.
21
Ποσιτιϖε, τηυσ τηε οπποσιτε χορρελατιον (0,23),
ωε αλσο οβταινεδ βετωεεν γροσσ µαρκετ ϖαλυεσ οφ
ΟΤΧ δεριϖατιϖεσ ανδ εχονοµψ γροωτη. Φορ τηε σε
λεχτεδ λεϖελ οφ σιγνιφιχανχε, ηοωεϖερ, τηε χορρελ
ατιον ισ νοτ στατιστιχαλλψ σιγνιφιχαντ. Ον τηε οτη
ερ ηανδ, Γρανγερ τεστ χονφιρµεδ χαυσαλιτψ.
6. Growth of the amounts outstanding of exchange
traded derivatives increases unemployment.
Correlation coefficient 0,49, F-test statistics for
Granger test 15,87 (p-value 0,01) for the first lag. A
similar conclusion as in OTC derivatives (nominal
amounts outstanding). We obtained negative
correlation also between exchange traded derivatives
and economy growth (-0,24), but it is not statistically
significant at the 0,05 level.
7. Growth of the amounts outstanding of exchange
traded derivatives decreases inflation. Correlation
coefficient -0,76, F-test statistics for Granger test
4,17 (p-value 0,03) for the second lag. Again the
similar conclusion as in OTC derivatives (nominal
amounts outstanding).
8. Growth of the contracts turnover of exchange traded
derivatives increases inflation. Correlation
coefficient 0,50, F-test statistics for Granger test
19,31 (p-value 0,00) for the first lag. According to
this result, activity in the exchange traded
derivatives22
increases inflation, and thus has a
negative impact on the economy.
From the results thus implies that the growth of the
market in financial derivatives in the nominal values
reduces economic growth (for OTC derivatives),
increases unemployment and inflation (both for OTC
and exchange traded derivatives). On the other hand,
the growth of the OTC financial derivatives in the
gross market values decreases unemployment and
22
Ωε οβταινεδ στατιστιχαλλψ σιγνιφιχαντ χορρελατ
ιον ιν α τυρνοϖερ µεασυρεδ βψ τηε νυµβερ οφ χοντρ
αχτσ (τρανσαχτιονσ). Φορ τηε τυρνοϖερ µεασυρεδ
βψ τηε αµουντσ (ϖολυµε οφ τραδεσ) τηε χορρελατιο
ν ισ αλσο ποσιτιϖε (0,26), βυτ νοτ στατιστιχαλλψ σ
ιγνιφιχαντ. Νειτηερ Γρανγερ τεστ ισ στατιστιχαλλψ
σιγνιφιχαντ.
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Volume __ No.__ Month Year
increases inflation. And growth of the contracts
turnover of exchange traded derivatives increases
inflation.
To further explain, respectively to examine possible
inconsistencies in the results, we next analyzed:
• correlation and causality between economic growth
and unemployment over the analyzed period (1990-
2012) for high income countries. Correlation
coefficient -0,40 (significance level 0,07) refers to an
expected negative correlation between GDP growth
and unemployment. Granger test (F-statistic 4,47, p
value 0,05, the first lag) confirmed the causality
between economic growth and unemployment. This
result allows us to conclude, that there is no
inconsistency between the above conclusions 1 and 2,
• correlation and mutual causality between economic
growth and inflation over the period (1986-2012) for
high income countries. Correlation coefficient of 0,24
indicate a weak but positive correlation between
economic growth and inflation. Coefficient is not,
due to the number of data within the observed period,
statistically significant. On the other hand, the test
confirmed a strong mutual Granger causality (F-
statistic 23,06, respectively 26,40, p value 0,00, the
first lag in both cases). The result allows us to state
again, that there is no inconsistency between the
conclusions 1 and 3,
• correlation and mutual causality between the size of
the OTC derivatives market in notional amounts
outstanding and gross market values during the
analyzed period 1998-2012. Correlation coefficient
-0,68 (significance level 0,00) shows a strong
negative correlation between the nominal size
(notional amounts outstanding) and the market value
(gross market values) of the OTC derivatives market.
This fact is clearly confirmed by the Granger test
with a strong bilateral causality (F-statistic 20,46,
respectively 10,73, p value 0,00, the first lag in both
cases). The above result confirmed, that there is no
inconsistency between the conclusions 1 to 3,
respectively 4 and 5. But this result is at the same
time, contrary to expectations. Growth in nominal
value of the OTC derivatives markets should reduce
its market value and thus the overall risk of the
derivatives market. If this conclusion is true, so the
growth in nominal value of OTC derivatives are used
primarily to hedge the positions (in contrast to the
exchange traded derivatives in the OTC derivatives
mutually compatible open positions are not
bilaterally netted, so the total open position is not set
to zero, but it doubles) and thus to decline the market
value of OTC derivatives. At the same time, it should
be that the growth of the nominal value of OTC
derivatives, which should reduce the overall risk of
the derivatives market, has a negative impact on the
real economy (economic growth, unemployment).
And vice versa growth in the market value of OTC
derivatives, which increases the overall market risk
of the derivatives market, according to the results has
in principle a positive impact on the real economy
(drop in unemployment). Explanation of these
discrepancies could be that small number of available
data within the investigated time series, together with
the dynamic development before and during the
2007-2009 financial crises, causes nonstandard
results. Also a way of tracking gross market values
may not be completely accurate or correct.
6. CONCLUSIONS
In this paper we have demonstrated, that financial
derivatives have recorded fundamental growth in the
period 1986-2007 and currently represent the largest
segment of the financial markets. Its size exceeds several
times the global GDP. After 2007, financial derivatives
have stagnated and the exchange traded derivatives even
come to a significant fall. At the same time we have
shown, that there have been in developed countries during
this period, slight decreases in trends of GDP growth and
inflation, the trend of unemployment is practically
constant.
By using correlation analysis and Granger causality tests
of time series, we searched the effect of the financial
derivatives on the real economy, over the period 1986-
2012 for exchange trade derivatives and over the period
1998-2012 for OTC derivatives. We obtained total eight
cases of statistically significant correlations confirmed by
Granger test, with the following conclusions:
1. Exchange traded and OTC derivatives increases
unemployment and decreases inflation. Growth of the
OTC derivatives market also reduces economic
growth. Findings apply to the market size at nominal
value.
2. Market activity at the exchange traded derivatives,
measured by the contracts turnover, increases
inflation.
3. Growth of OTC derivatives measured by market
value (gross market values) reduces unemployment
and increase inflation.
4. All conclusions are compatible with each other and
confirmed by other statistical tests.
5. As a controversial result appears to be that the size of
OTC derivatives market in notional (notional
amounts outstanding) and market value (gross market
values) negatively correlated with each other. The
finding is statistically highly significant and
compatible with the other results. Therefore, we
consider this be an important conclusion. It needs
further research to verify and explain it or deny this
finding.
©
TechMind Research, Canada 11 | P a g e
International Journal of Management Excellence
Volume __ No.__ Month Year
Author’s Photo
Author’s Photo
The paper brought statistically significant and compatible
results not only between the basic variables studied, but
also between economic growth, unemployment and
inflation, the size of the OTC derivatives market in
notional and market value.
REFERENCES
BANK FOR INTERNATIONAL SETTLEMENTS (BIS).
2014. Derivatives statistics. Basel: BIS, 2014. Available
at http://www.bis.org/statistics/derstats.htm
BANK FOR INTERNATIONAL SETTLEMENTS (BIS).
2009. Guide to the international financial statistics.
Basel: BIS, July 2009, p. 30-31. Available at
http://www.bis.org/statistics/intfinstatsguide.pdf
BECCHETTI, L. – CIAMPOLI, N. 2012. What is new in
finance-growth nexus: OTC derivatives, bank assets and
growth. Research Paper. Roma: CEIS Tor Vergata, July
2012. Available at
http://papers.ssrn.com/sol3/papers.cfm?
abstract_id=2114072
BLUNDELL, A. - ATKINSON, P. 2011. Global SIFIs,
Derivatives and Financial Stability. OECD Journal:
Financial Market Trends. [online]. 2011, vol. 2011, issue
1. Available at http://www.oecd.org/finance/financial-
markets/48299884.pdf
CHAN-LAU, J. 2007. The Globalization of Finance and
its Implications for Financial Stability: An Overview of
the Issues. Working Paper. Washinghton: IMF, April
2007. Available at
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artid=20240
FINANCIAL STABILITY BOARD. 2013. OTC
Derivatives Market Reforms: Sixth Progress Report on
Implementation. Basel: FSB, September 2013. Available
at
http://www.financialstabilityboard.org/publications/r_130
902b.pdf
LAZOVÝ, J. 2012. Vývoj na trhoch s finančnými
derivátmi. In BIATEC – odborný bankový časopis.
[online]. 2012, no. 10, p.17-23. Available at
http://www.nbs.sk/_img/Documents/_PUBLIK_NBS_FS
R/Biatec/Rok2012/10-2012/05_biatec12-10_lazovy.pdf
RODRIGUES, P. – SCHWARZ, C. – SEEGER, N. 2012.
Does the Institutionalization of Derivatives Trading Spur
Economic Growth?. Social Science Research Network,
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abstract_id=2014805
SHU, W. 2005. Monetary Policy and Long-term Interest
Rates. Working paper. Lawrence (USA): University of
Kansas, 2005. Available at
http://www2.ku.edu/~kuwpaper/2005Papers/200512.pdf
SIPKO, J. 2011. Derivatives and the real economy. In
Creative and knowledge society: international scientific
journal. ISSN 1338-4465, 2011, issue 1, No. 1, p. 33-43.
STULZ, R. 2004. Should We Fear Derivatives? Journal
of Economic Perspectives. [online]. 2004, vol. 18, no.3,
p. 173–192. Available at http://www.cob.ohio-
state.edu/fin/faculty/stulz/publishedpapers/Should%20We
%20Fear%20Derivatives.pdf
THE WORLD BANK (WB). 2014. World DataBank.
Washinghton (DC): WB, 2014. Available at
http://data.worldbank.org/
Author’s Biography with Photo
Ist Author’s Biography
2nd Author’s Biography
©
TechMind Research, Canada 12 | P a g e

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Translation and formatting of working paper

  • 1. International Journal of Management Excellence Volume __ No.__ Month Year Impact of Financial Derivatives on the Real Economy Juraj Lazový 1 , Juraj Sipko 2 1 author's affiliation, lines of address & Email 2 Assoc. Prof. at Faculty of Economics and Business Pan European University, 85105 Bratislava, Slovakia juraj.sipko@gmail.com +421 2 6820 3615 Abstract- In this paper we use correlation analysis and Granger causality tests of time series to investigate the impact of financial derivatives on the real economy. We obtained statistically strong and mutually compatible results. Over the period under review have as exchange trade derivatives (1986-2012), as well as OTC derivatives (1998-2012) in principle a negative impact on the real economy. OTC derivatives measured by notional amounts outstanding reduce economic growth and increase unemployment, exchange traded derivatives (amounts outstanding) increase unemployment as well. On the other hand, both groups have a positive impact on reducing inflation. Tests of results confirmed the positive correlation and causality between economic growth and falling unemployment rate, respectively between economic growth and rising inflation. The conclusions are valid for the group of high income countries (according to the methodology of the World Bank), for the period 1986-2012. As compatible, but as well as disputable, is the result according to which the size of the OTC derivatives market in notional (notional amounts outstanding) and market value (gross market values) negatively correlated with each other. This finding will require further research to explain or deny. Keywords- financial derivatives; real economy; correlation analysis; Granger causality test 1. INTRODUCTION Financial derivatives, particularly over-the-counter (OTC) have been long time criticized for insufficient transparency, often too complicated structure and non- adequate risk management. Majority of academics, but also many financial markets professionals find the rapid development of these instruments as one of the main reasons for the fast spread of the financial crisis in 2007- 09, as real risk for financial stability and thus for real economy also at present. Relationship between the development of financial derivatives and economic growth is a frequent subject of economic research. There are many sources with different views. We present just a few of the recent period. Chan-Lau1 argues that derivatives allowing leverage, thus increasing risks of adverse price developments and may adversely affect economic growth. Blundell and Atkinson2 similarly argue that derivatives are not used primarily on risk hedging, but on speculation and regulatory arbitrage. Derivatives shift, but do not reduce aggregate risk. By making use of leverage, ultimately increasing counterparty risk and can significantly increase the overall systemic risk in the economy. Sipko3 shows, how the growing volume of the derivatives significantly 1 CHAN-LAU, J. 2007. The Globalization of Finance and its Implications for Financial Stability: An Overview of the Issues. Working Paper. Washinghton: IMF, April 2007. 2 BLUNDELL, A. - ATKINSON, P. 2011. Global SIFIs, Derivatives and Financial Stability. OECD Journal: Financial Market Trends. [online]. 2011, vol. 2011 contributed to the global financial crisis. Financial Stability Board4 states that the largest contribution of derivatives to the financial markets is their ability to optimize price risk, increase market liquidity and facilitate market participants to manage their individual risks. The negative is the potential for the spread of infection and low transparency (OTC derivatives). Rodrigues, Schwarz a Seeger5 showed statistically and economically significant positive impact of essence of domestic derivatives exchanges on economic growth. At the same time they found evidence for a reduction in the volatility of economic growth. Stulz6 argues that the problem is non- regulated OTC derivatives and not exchange traded derivatives. Becchetti a Ciampoli7 even showed that the 3 SIPKO, J. 2011. Derivatives and the real economy. In Creative and knowledge society: international scientific journal. ISSN 1338-4465, 2011, issue 1, No. 1, p. 33-43. 4 FINANCIAL STABILITY BOARD. 2013. OTC Derivatives Market Reforms: Sixth Progress Report on Implementation. Basel: FSB, September 2013. 5 RODRIGUES, P. – SCHWARZ, C. – SEEGER, N. 2012. Does the Institutionalization of Derivatives Trading Spur Economic Growth?. Social Science Research Network, February 2012. 6 STULZ, R. 2004. Should We Fear Derivatives? Journal of Economic Perspectives. [online]. 2004, vol. 18, no.3, p. 173–192. © TechMind Research, Canada 1 | P a g e
  • 2. International Journal of Management Excellence Volume __ No.__ Month Year turnover of OTC derivatives have although weak, but positive impact on economic growth. The goal of this paper is to examine the impact of derivatives on the real economy using correlation analysis and Granger causality test of time series. In the analysis we use global statistical data on the exchange traded and OTC derivatives, which publish the Bank for International Settlements8 . For data on the real economy development, we used as a source The World Bank9 . 2. FINANCIAL DERIVATIVES Financial derivatives have achieved the largest growth of all financial markets over the last 15 to 20 years. For the period 1998-2012, the volume of open positions in all derivative financial instruments in the nominal amounts outstanding of the underlying assets has increased from 94,3 trillion USD to 685,0 trillion USD, that is growth of 627%. It is a value that is almost nine-fold the global GDP in 2012. Of that volume exchange traded transactions represent only 8%, the remainder being OTC transactions. They now represent the largest financial market in the world10 . For the period 1998-2013 the annual trading 7 BECCHETTI, L. – CIAMPOLI, N. 2012. What is new in finance-growth nexus: OTC derivatives, bank assets and growth. Research Paper. Roma: CEIS Tor Vergata, July 2012. 8 BANK FOR INTERNATIONAL SETTLEMENTS (BIS). 2014. Derivatives statistics. Basel: BIS, 2014. 9 THE WORLD BANK (WB). 2014. World DataBank. Washinghton (DC): WB, 2014. 10 Available data do not allow an exact comparison of the size of the exchange traded and OTC financial derivatives. Common used statistical data overestimating the volume of turnover in financial derivatives has increased from 694,3 trillion USD to 2.978,9 trillion USD, growth of 329%. Unlike the notional amounts outstanding, majority of turnover in 2013 amounted to exchange traded transactions (53%), only 47% to OTC11 . At figure 1 there is a sharp increase in the volume of notional amounts outstanding and turnover from 2001 to 2007. In the context of the 2007-09 financial crises, we can see stagnation after 2007, in the case of exchange traded derivatives turnover even come to a significant decline. Figure 1: Financial derivatives development, 1998 –2013 Source: Bank for International Settlements (BIS) Source: Bank for International Settlements (BIS) 2.1 Exchange traded derivatives For the period 1986 to 2012 year-end volume of amounts outstanding increased from 0,6 trillion USD to 52,5 trillion USD (Figure 2, left panel), representing an average annual growth of 21,4%. The annual turnover increased in the same period from 40,5 trillion USD to 1.568,5 trillion USD (Figure 2, right panel), with an OTC derivatives, even in comparison with other financial instruments. For more information, please see for example LAZOVÝ, J. 2012. Vývoj na trhoch s finančnými derivátmi. In BIATEC – odborný bankový časopis. [online]. 2012, no. 10, p.17-23. 11 Annual turnover of OTC derivatives is calculated from average daily turnover in April for currency and interest rate derivatives (due to data availability). © TechMind Research, Canada 2 | P a g e
  • 3. International Journal of Management Excellence Volume __ No.__ Month Year average annual growth of 17,3%. The number of contracts outstanding grew from 4,2 million to 192,6 million, with an average annual growth rate of 17,8% (Figure 3, left panel). And an annual contracts turnover increased from 317,0 million in 1986 to 10.764,5 million (Figure 3, right panel), representing an average annual growth of 16,3%. On both figures, we can see exponential growth by 2007, especially between 2000 and 2007. After the start of the global financial crisis in 2007, we can see, except the total contracts turnover, a significant decrease in other indicators. A similar trend can also be observed within the individual underlying assets (Figure 4). Figure 2: Exchange traded derivatives – annual amounts, 1986 – 2012 Source: BIS Figure 3: Exchange traded derivatives - annual number of contracts, 1986 - 2012 Source: BIS Source: BIS © TechMind Research, Canada 3 | P a g e
  • 4. International Journal of Management Excellence Volume __ No.__ Month Year Figure 4:Exchange traded derivatives – average annual changes Source: BIS 2.2 OTC derivatives OTC derivatives currently represent the largest financial market in the world. For the period 1998 - 2012 year-end notional amounts outstanding increased from 79,9 trillion USD to 632,6 trillion USD (Figure 5, left panel), representing an average annual growth of 16,9%. The year-end gross market values12 has increased over the same period from 3,2 trillion USD to 24,7 trillion USD (Figure 5, right panel), with an average annual growth of 12 Νοτιοναλ αµουντσ ουτστανδινγ προϖιδε α µεασυρ ε οφ µαρκετ σιζε ανδ α ρεφερενχε φροµ ωηιχη χοντρα χτυαλ παψµεντσ αρε δετερµινεδ ιν δεριϖατιϖεσ µαρ κετσ. Ηοωεϖερ, ωιτη τηε παρτιαλ εξχεπτιον οφ χρεδι τ δεφαυλτ σωαπσ, συχη αµουντσ αρε γενεραλλψ νοτ τηοσε τρυλψ ατ ρισκ. Γροσσ µαρκετ ϖαλυεσ προϖιδ ε α µορε αχχυρατε µεασυρε οφ τηε σχαλε οφ φινανχι αλ ρισκ τρανσφερ τακινγ πλαχε ιν δεριϖατιϖεσ µαρκ ετσ. Γροσσ µαρκετ ϖαλυεσ αρε δεφινεδ ασ τηε συµσ οφ τηε αβσολυτε ϖαλυεσ οφ αλλ οπεν χοντραχτσ ωιτ η ειτηερ ποσιτιϖε ορ νεγατιϖε ρεπλαχεµεντ ϖαλυεσ ε ϖαλυατεδ ατ µαρκετ πριχεσ πρεϖαιλινγ ατ τηε ρεπορ τινγ δατε. Φορ µορε ινφορµατιον, πλεασε σεε φορ εξα µπλε ΒΑΝΚ ΦΟΡ ΙΝΤΕΡΝΑΤΙΟΝΑΛ ΣΕΤΤΛΕΜΕΝΤΣ (ΒΙΣ). 2009. Γυιδε το τηε ιντερνατιοναλ φινανχιαλ στ ατιστιχσ. Βασελ: ΒΙΣ, ϑυλψ 2009, π. 30−31 21,3%. On the figure we can see sharp increase in both of the observed variables to 2007. During the 2007-09 financial crises, there was a further slight increase in the notional amounts outstanding. In the case of the gross market values there was more than doubling in value in 2008 compared with 2007 for all of the underlying assets (excluding shares). The largest percentage increase (2008/2007) was on interest rate derivatives (179,9%) and the credit default swaps (CDS 153,3%). This fact is probably related to the culminating crisis in 2008. For the years 1998 to 2013 there was an turnover increase from 306,1 trillion USD to 1.410,3 trillion USD (Figure 6), which represents an average annual growth of 12,2%. Growth in turnover continued also after the crisis. There are only data for currency and interest rate derivatives. Those on 31.12.2012 accounted for 88% of all OTC derivatives, in terms of the notional amounts outstanding, respectively 85% in terms of the gross market values. © TechMind Research, Canada 4 | P a g e
  • 5. International Journal of Management Excellence Volume __ No.__ Month Year Figure 5: OTC derivatives – amounts outstanding, 1998-2012 Source: BIS Figure 6: OTC derivatives - annual turnover, 1998- 2013 Source: BIS Source: BIS 3.1 Normal or Body Text Please use a 10-point Times Roman font, or other Roman font with serifs, as close as possible in appearance to Times Roman in which these guidelines have been set. The goal is to have a 10-point text, as you see here. Please use sans-serif or non-proportional fonts only for special purposes, such as distinguishing source code text. If Times Roman is not available, try the font named Computer Modern Roman. On a Macintosh, use the font named Times. Right margins should be justified, not ragged. 3.2 This paragraph is a repeat of 3.1 © TechMind Research, Canada 5 | P a g e
  • 6. International Journal of Management Excellence Volume __ No.__ Month Year 3. REAL ECONOMY DEVELOPMENT Financial derivatives are used mainly in developed countries. Share of the two largest financial centers (London, New York) on the currency OTC derivatives turnover in 2013 was 59,7%, on the interest rate derivatives even 71,7% of the global market. For this reason, we are examining the impact of financial derivatives on the real economy focused on development in developed countries13 . For the purpose of this analysis we determined GDP growth, inflation and unemployment as parameters for the development of the real economy. We examined the development of these parameters for the period 1986- 201214 . We used the average values for the group of so- called high income countries published by the World Bank15 . We can see that the average annual GDP growth in the observed period ranged typically from 1% to 4% (Figure 7). The highest value of 4,78% reached in 1988, the lowest -3.57% in 2009. The trend is a slight decrease in growth of 0,08% per annum. A similar situation is in the development of inflation (Figure 8). Average values typically range from 2% to 4%. Inflation reached the highest value in 1989 (5,08%), the lowest in 2009 (1,20%). The trend is again a slight decrease during the reporting period, about 0,07% per annum. The average unemployment rate ranges from 6% to 8% (Figure 9). Lowest level reached just before the financial crisis in 2007 (5,66%), the highest as a result of the crisis in 2010 (8,27%). The trend over the analyzed period is practically unchanged. 13 Αχχορδινγ το ηττπ://ωωω.βισ.οργ/στατιστιχσ/δερστ ατσ.ητµ χυρρεντ νυµβερ οφ ρεπορτινγ χουντριεσ φορ ΒΙΣ δεριϖατιϖεσ στατιστιχσ ισ 13. 14 ∆ατα φορ υνεµπλοψµεντ αρε αϖαιλαβλε φορ τηε πε ριοδ 1990−2012 15 ηττπ://δατα.ωορλδβανκ.οργ/ινχοµε−λεϖελ/ΗΙΧ © TechMind Research, Canada 6 | P a g e
  • 7. International Journal of Management Excellence Volume __ No.__ Month Year Figure 7: Average GDP growth for High income countries (annual %), 1986-2012 Source: The World Bank (WB) Figure 8: Average inflation (consumer prices) for High Income countries (annual %), 1986-2012 Source: WB © TechMind Research, Canada 7 | P a g e
  • 8. International Journal of Management Excellence Volume __ No.__ Month Year Figure 9: Average unemployment (% of total labor force) for High income countries 1986-2012 Source: WB 4. STATISTICAL METHODS We used correlation analysis and Granger causality test of time series while analyzing the impact of the financial derivatives developments on the real economy. In statistical analysis of time series, it is necessary to have stationary time series (mean and dispersion do not change with time). Stationarity of time series was tested by the augmented Dickey Fuller test. If the original time series has no unit root the time series is stationary. If it has unit root, it is necessary to determine its multiplicity. Analogously to the original time series we tested first and, as appropriate, other differences, until we got a stationary time series16 . Subsequently, we performed a correlation analysis of pairs of stationary time series, where one side is stationary time series variables characterizing the development of the market for financial derivatives 16 Ωε χονσιδερ τηε φιµε σεριεσ ασ στατιοναρψ ον σιγι νιφιχανχε λεϖελ οφ 0,05. Φορ µαχροεχονοµιχ ϖαρια βλεσ (Γ∆Π γροωτη, ινφλατιον, υνεµπλοψµεντ) τηε τιµ ε σεριεσ ωερε στατιοναρψ ιν τηε φιρστ ορ τηε σεχονδ διφφερενχε, φορ τηε εξχηανγεδ τραδεδ δεριϖατιϖεσ ι ν τηε σεχονδ ορ τηιρδ διφφερενχε, φορ τηε ΟΤΧ δεριϖ ατιϖεσ ιν τηε τηιρδ διφφερενχε. (notional amounts outstanding, gross market values, turnover for OTC derivatives, amounts outstanding, amounts turnover, contracts outstanding, contracts turnover for exchange traded derivatives), on the other hand, time series variables characterizing the real economy development (GDP growth, inflation and unemployment). The obtained correlation coefficients, we further tested for statistical significance using the Pearson correlation coefficient17 . As a final step, we tested the causal dependence of the same pair of stationary time series using Granger causality test. We tested whether the variable X affects the variable Y, thus whether Y can be interpreted as the effect of the variable X and vice versa. A time series X is said to Granger-cause Y, if it can be shown, usually through a series of F-tests on lagged values of X (and with lagged values of Y also included), that those X values provide statistically significant information about future values of Y18 . We tested exclusively unilateral causality, the impact of financial derivatives on the real economy. 5. RESULTS AND DISCUSSION The obtained results are listed in Table 1. Statistically significant values are in bold19 . Statistically significant correlation confirmed by Granger causality tests were obtained in 8 of 21 cases analyzed20 . These conclusions we analyze in more detail below. 17 Η0 ηψποτηεσισ, τηατ τηε χορρελατιον χοεφφιχιεντ ι σ νοτ στατιστιχαλλψ σιγνιφιχαντ, ωε ρεφυσεδ ον τηε σιγνιφιχανχε λεϖελ οφ 0,05. 18 SHU, W. 2005. Monetary Policy and Long-term Interest Rates. Working paper. Lawrence (USA): University of Kansas, 2005. 19 Χονσιδερεδ στατιστιχαλλψ σιγνιφιχαντ, ωε χηοσε τ ηε 0,05 λεϖελ. © TechMind Research, Canada 8 | P a g e
  • 9. International Journal of Management Excellence Volume __ No.__ Month Year 1. Growth of the notional amounts outstanding of OTC derivatives reduces economic growth. Correlation coefficient -0,42, F-statistics for the Granger test 3,62 (p-value 0,05) for the second lag. This is a very significant conclusion that supports negative views on OTC financial derivatives. Table 1: The impact of financial derivatives on the real economy 2. Growth of the notional amounts outstanding of OTC derivatives increases unemployment. Correlation coefficient 0,39, F-test statistics for Granger test 5,66 (p-value 0,01) for the second lag. At the general assumption, that the economic downturn causes the rise in unemployment, is the result compatible with the first conclusion. 20 In seven other issues, we obtain either a statistically significant correlation or causality. © TechMind Research, Canada 9 | P a g e
  • 10. International Journal of Management Excellence Volume __ No.__ Month Year Financial derivatives variable "X" Real economy - variable "Y" GDP growth Unemployment Inflation Correlation Granger test X → Y Correlation Granger test X → Y Correlation Granger test X → Y OTC derivatives Notional amounts outstanding -0,42 3,62 0,39 5,66 -0,41 10,77 Gross market values 0,23 5,82 -0,72 6,20 0,74 4,01 Turnover -0,08 0,48 -0,15 0,27 0,06 0,25 Exchange traded derivatives Amounts outstanding -0,24 25,36 0,49 15,87 -0,76 4,17 Amounts turnover 0,26 1,13 -0,50 0,28 0,26 2,80 Contracts outstanding -0,08 4,05 0,08 0,05 0,10 3,90 Contracts turnover 0,40 2,03 -0,55 1,28 0,50 19,31 Source: Own processing 3. Growth of the notional amounts outstanding of OTC derivatives reduces inflation. Correlation coefficient -0,41, F-test statistics for Granger test 10,77 (p-value 0,00) for the first lag. In contrast to previous conclusions it comes to be a positive effect. Assuming that economic growth is correlated positive with inflation, this conclusion is compatible with the former two. Negative impact of OTC derivatives on growth and unemployment is compatible with the decline in inflation. 4. Growth of the gross market values of OTC derivatives decreases unemployment. Correlation coefficient -0,72, F-test statistics for Granger test 6,20 (p-value 0,01) for the second lag. The opposite result as notional amounts outstanding of OTC derivatives21 . This conclusion induces a presumption of negative correlation between notional amounts outstanding and gross market values of OTC derivatives. If this assumption is true, the conclusion is compatible with the other. 5. Growth of the gross market values of OTC derivatives increases inflation. Correlation coefficient 0,74, F-test statistics for Granger test 4,01 (p-value 0,03) for the second lag. Again, the opposite conclusion such as the notional amounts outstanding of OTC derivatives. A similar comment applies such as at the conclusion 4. 21 Ποσιτιϖε, τηυσ τηε οπποσιτε χορρελατιον (0,23), ωε αλσο οβταινεδ βετωεεν γροσσ µαρκετ ϖαλυεσ οφ ΟΤΧ δεριϖατιϖεσ ανδ εχονοµψ γροωτη. Φορ τηε σε λεχτεδ λεϖελ οφ σιγνιφιχανχε, ηοωεϖερ, τηε χορρελ ατιον ισ νοτ στατιστιχαλλψ σιγνιφιχαντ. Ον τηε οτη ερ ηανδ, Γρανγερ τεστ χονφιρµεδ χαυσαλιτψ. 6. Growth of the amounts outstanding of exchange traded derivatives increases unemployment. Correlation coefficient 0,49, F-test statistics for Granger test 15,87 (p-value 0,01) for the first lag. A similar conclusion as in OTC derivatives (nominal amounts outstanding). We obtained negative correlation also between exchange traded derivatives and economy growth (-0,24), but it is not statistically significant at the 0,05 level. 7. Growth of the amounts outstanding of exchange traded derivatives decreases inflation. Correlation coefficient -0,76, F-test statistics for Granger test 4,17 (p-value 0,03) for the second lag. Again the similar conclusion as in OTC derivatives (nominal amounts outstanding). 8. Growth of the contracts turnover of exchange traded derivatives increases inflation. Correlation coefficient 0,50, F-test statistics for Granger test 19,31 (p-value 0,00) for the first lag. According to this result, activity in the exchange traded derivatives22 increases inflation, and thus has a negative impact on the economy. From the results thus implies that the growth of the market in financial derivatives in the nominal values reduces economic growth (for OTC derivatives), increases unemployment and inflation (both for OTC and exchange traded derivatives). On the other hand, the growth of the OTC financial derivatives in the gross market values decreases unemployment and 22 Ωε οβταινεδ στατιστιχαλλψ σιγνιφιχαντ χορρελατ ιον ιν α τυρνοϖερ µεασυρεδ βψ τηε νυµβερ οφ χοντρ αχτσ (τρανσαχτιονσ). Φορ τηε τυρνοϖερ µεασυρεδ βψ τηε αµουντσ (ϖολυµε οφ τραδεσ) τηε χορρελατιο ν ισ αλσο ποσιτιϖε (0,26), βυτ νοτ στατιστιχαλλψ σ ιγνιφιχαντ. Νειτηερ Γρανγερ τεστ ισ στατιστιχαλλψ σιγνιφιχαντ. © TechMind Research, Canada 10 | P a g e
  • 11. International Journal of Management Excellence Volume __ No.__ Month Year increases inflation. And growth of the contracts turnover of exchange traded derivatives increases inflation. To further explain, respectively to examine possible inconsistencies in the results, we next analyzed: • correlation and causality between economic growth and unemployment over the analyzed period (1990- 2012) for high income countries. Correlation coefficient -0,40 (significance level 0,07) refers to an expected negative correlation between GDP growth and unemployment. Granger test (F-statistic 4,47, p value 0,05, the first lag) confirmed the causality between economic growth and unemployment. This result allows us to conclude, that there is no inconsistency between the above conclusions 1 and 2, • correlation and mutual causality between economic growth and inflation over the period (1986-2012) for high income countries. Correlation coefficient of 0,24 indicate a weak but positive correlation between economic growth and inflation. Coefficient is not, due to the number of data within the observed period, statistically significant. On the other hand, the test confirmed a strong mutual Granger causality (F- statistic 23,06, respectively 26,40, p value 0,00, the first lag in both cases). The result allows us to state again, that there is no inconsistency between the conclusions 1 and 3, • correlation and mutual causality between the size of the OTC derivatives market in notional amounts outstanding and gross market values during the analyzed period 1998-2012. Correlation coefficient -0,68 (significance level 0,00) shows a strong negative correlation between the nominal size (notional amounts outstanding) and the market value (gross market values) of the OTC derivatives market. This fact is clearly confirmed by the Granger test with a strong bilateral causality (F-statistic 20,46, respectively 10,73, p value 0,00, the first lag in both cases). The above result confirmed, that there is no inconsistency between the conclusions 1 to 3, respectively 4 and 5. But this result is at the same time, contrary to expectations. Growth in nominal value of the OTC derivatives markets should reduce its market value and thus the overall risk of the derivatives market. If this conclusion is true, so the growth in nominal value of OTC derivatives are used primarily to hedge the positions (in contrast to the exchange traded derivatives in the OTC derivatives mutually compatible open positions are not bilaterally netted, so the total open position is not set to zero, but it doubles) and thus to decline the market value of OTC derivatives. At the same time, it should be that the growth of the nominal value of OTC derivatives, which should reduce the overall risk of the derivatives market, has a negative impact on the real economy (economic growth, unemployment). And vice versa growth in the market value of OTC derivatives, which increases the overall market risk of the derivatives market, according to the results has in principle a positive impact on the real economy (drop in unemployment). Explanation of these discrepancies could be that small number of available data within the investigated time series, together with the dynamic development before and during the 2007-2009 financial crises, causes nonstandard results. Also a way of tracking gross market values may not be completely accurate or correct. 6. CONCLUSIONS In this paper we have demonstrated, that financial derivatives have recorded fundamental growth in the period 1986-2007 and currently represent the largest segment of the financial markets. Its size exceeds several times the global GDP. After 2007, financial derivatives have stagnated and the exchange traded derivatives even come to a significant fall. At the same time we have shown, that there have been in developed countries during this period, slight decreases in trends of GDP growth and inflation, the trend of unemployment is practically constant. By using correlation analysis and Granger causality tests of time series, we searched the effect of the financial derivatives on the real economy, over the period 1986- 2012 for exchange trade derivatives and over the period 1998-2012 for OTC derivatives. We obtained total eight cases of statistically significant correlations confirmed by Granger test, with the following conclusions: 1. Exchange traded and OTC derivatives increases unemployment and decreases inflation. Growth of the OTC derivatives market also reduces economic growth. Findings apply to the market size at nominal value. 2. Market activity at the exchange traded derivatives, measured by the contracts turnover, increases inflation. 3. Growth of OTC derivatives measured by market value (gross market values) reduces unemployment and increase inflation. 4. All conclusions are compatible with each other and confirmed by other statistical tests. 5. As a controversial result appears to be that the size of OTC derivatives market in notional (notional amounts outstanding) and market value (gross market values) negatively correlated with each other. The finding is statistically highly significant and compatible with the other results. Therefore, we consider this be an important conclusion. It needs further research to verify and explain it or deny this finding. © TechMind Research, Canada 11 | P a g e
  • 12. International Journal of Management Excellence Volume __ No.__ Month Year Author’s Photo Author’s Photo The paper brought statistically significant and compatible results not only between the basic variables studied, but also between economic growth, unemployment and inflation, the size of the OTC derivatives market in notional and market value. REFERENCES BANK FOR INTERNATIONAL SETTLEMENTS (BIS). 2014. Derivatives statistics. Basel: BIS, 2014. Available at http://www.bis.org/statistics/derstats.htm BANK FOR INTERNATIONAL SETTLEMENTS (BIS). 2009. Guide to the international financial statistics. Basel: BIS, July 2009, p. 30-31. Available at http://www.bis.org/statistics/intfinstatsguide.pdf BECCHETTI, L. – CIAMPOLI, N. 2012. What is new in finance-growth nexus: OTC derivatives, bank assets and growth. Research Paper. Roma: CEIS Tor Vergata, July 2012. Available at http://papers.ssrn.com/sol3/papers.cfm? abstract_id=2114072 BLUNDELL, A. - ATKINSON, P. 2011. Global SIFIs, Derivatives and Financial Stability. OECD Journal: Financial Market Trends. [online]. 2011, vol. 2011, issue 1. Available at http://www.oecd.org/finance/financial- markets/48299884.pdf CHAN-LAU, J. 2007. The Globalization of Finance and its Implications for Financial Stability: An Overview of the Issues. Working Paper. Washinghton: IMF, April 2007. Available at http://www.inderscience.com/info/inarticle.php? artid=20240 FINANCIAL STABILITY BOARD. 2013. OTC Derivatives Market Reforms: Sixth Progress Report on Implementation. Basel: FSB, September 2013. Available at http://www.financialstabilityboard.org/publications/r_130 902b.pdf LAZOVÝ, J. 2012. Vývoj na trhoch s finančnými derivátmi. In BIATEC – odborný bankový časopis. [online]. 2012, no. 10, p.17-23. Available at http://www.nbs.sk/_img/Documents/_PUBLIK_NBS_FS R/Biatec/Rok2012/10-2012/05_biatec12-10_lazovy.pdf RODRIGUES, P. – SCHWARZ, C. – SEEGER, N. 2012. Does the Institutionalization of Derivatives Trading Spur Economic Growth?. Social Science Research Network, February 2012. Available at http://papers.ssrn.com/sol3/papers.cfm? abstract_id=2014805 SHU, W. 2005. Monetary Policy and Long-term Interest Rates. Working paper. Lawrence (USA): University of Kansas, 2005. Available at http://www2.ku.edu/~kuwpaper/2005Papers/200512.pdf SIPKO, J. 2011. Derivatives and the real economy. In Creative and knowledge society: international scientific journal. ISSN 1338-4465, 2011, issue 1, No. 1, p. 33-43. STULZ, R. 2004. Should We Fear Derivatives? Journal of Economic Perspectives. [online]. 2004, vol. 18, no.3, p. 173–192. Available at http://www.cob.ohio- state.edu/fin/faculty/stulz/publishedpapers/Should%20We %20Fear%20Derivatives.pdf THE WORLD BANK (WB). 2014. World DataBank. Washinghton (DC): WB, 2014. Available at http://data.worldbank.org/ Author’s Biography with Photo Ist Author’s Biography 2nd Author’s Biography © TechMind Research, Canada 12 | P a g e