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American Journal of Multidisciplinary Research & Development (AJMRD)
Volume 3, Issue 03 (March- 2021), PP 13-21
ISSN: 2360-821X
www.ajmrd.com
Multidisciplinary Journal www.ajmrd.com Page | 13
Research Paper Open Access
IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK
MARKET VOLATILITY: A STUDY OF GCC STOCK
MARKETS
1
Hari Krishna Karri, 2
Mohammed Zaher Al Hizami, 3
Salim Ali Al Ghafri,
4
Ahmed Mohammed Ahmed Al kindi
1
Faculty, 2,3,4,5
Bachelor Students, Business Studies Department, University of Technology and Applied Sciences
(Higher College of Technology), Muscat, Oman
Abstract: The fundamental objective of the current research study is to examine the relationship between the selected
macroeconomic variables and stock market volatility of GCC stock markets. In the present study the significant
impact of selected macroeconomic variables on stock market volatility, measurement variables namely, Inflation rate,
interest rate, exchange rate, money supply and Crude Oil was observed. A sample of twenty-four past studies from
different countries are selected for the study and data is collected for a period of ten financial years ranging from the
financial year 2011 to 2020. In order to evaluate the correlation and significant impact, macroeconomic variables
considered for a long-term, which are considered as independent variables. The stock market volatility which are
dependent variable used in the study for all stock market of the GCC countries which are Muscat securities market,
Tadawel Securities Market,Qatar Stock Exchange, Abu Dhabi securities Exchange, Kuwait Stock Exchange and
Bahrain Bourse. The required data related to variables used in the study are collected from the different stock market
for each GCC countries.The collected data was analyzed with the help of statistical tools, descriptive statistical
analysis, correlation analysis, multiple regression analysis and ANOVA. The analysis has given mixed results
showing that there is a positive correlation between some of the selected macroeconomic variables with the stock
market volatility and at the same time also negative impact in case of other variables under study. It is recommended
that all the investors and participants in the stock market to study the different macroeconomic variables that effect
the stock market before they make a decision as well to evaluate the overall performance of the country in stock
market which help the investors to make decision rather to buy or sell.
Keywords: GCC Stock markets, Macro-Economic Variables, Inflation Rate, Interest Rate, Exchange Rate
I. Introduction
The stock market is one of the critical sources and challenging forum for maintaining and enhancing the
economic growth of a country therefore, substantial risk will be involved in respect to gain a certain return as well
the chances of losses are possible. The Economic policies of countries around the world containing GCC are fetched
changes within the worldwide. The world market has cohesive through the concept of globalization and
liberalization. Moreover, the aim of this study is to investigate the impact of macroeconomic variables on stock
exchange volatility with special relevance stock markets located in GCC region. Macroeconomic is extremely vital
term to review the aggregate growth of the country and seek on general changes happen within the economy such
changes may consider GDP, inflation, unemployment, interest rate etc. The perseverance of this study to reconnoiter
and treasure the impact of the chosen macroeconomic variables on the volatility of stock markets with special
relation to stock markets located in GCC region.
II. Review of Literature
In the past, numerous industry scientists, financial examiners, and professionals have attempted to forecast
the connection between stock market volatility and macroeconomic factors. The results of every one of these studies
gave various conclusions as per the arrangement of factors, techniques and tests used. Here, we examine some past
working/research papers and their observational decisions which are discussed below.
IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A …
Multidisciplinary Journal www.ajmrd.com Page | 14
Ghulam Abbas, Usman Bashir, ShouyangWangc, GilneyFigueiraZebende, Muhammad Ishfaq.
(2019),Claimed that this investigation analyzes the Relation among profits, stock price movements and macro-
economic factors by using monthly information covering period from 1995 to 2015. The empiric consequences of
the overall spillover index may not indicate major differences in the relationship between stock market and
macroeconomic variables in return and volatility for China. The spillover effect of positive gain as well as instability
amongst the macroeconomic indicators to the stock market is relatively higher.The spillovers of return and
uncertainty on either path have changed dramatically since the 2008 global financial crisis.
HamidahRamlan, SahaidaLailyMdHashim, Wan Muhammad Syahmi Bin Dolkepeli. (2018), this examination
is clarifying that the macroeconomic factors have huge relationship with the financial exchange capitalization. More
than that, the relapse model is critical which clarify how the relapse of the conversion scale and expansion rate gives
sway towards securities exchange capitalization. This examination infers that macroeconomic factors are a crucial
instrument for researching the effect of it to the securities exchange capitalization.
S.Baranidharan, N. Dhivya, RevFr.A.Alex (2018), Number of nations has been changed over the worldwide the
economic policies. The world economy has been coordinated through the concept of globalization and progression.
The reason for this examination is to investigate the impact of macroeconomic factors on Bombay Stock trade
Sensex through the information gathered in the time of April 2008 to walk 2018 utilizing SPSS programming, the
engaging measurements and connection created which presenting the connection among share cost and different
components influencing the equivalent.
IhsanIlahi, Mehboob Ali1 and Raja Ahmed Jamil (2018), the goal of the article is to research the relation
between macroeconomic variables “inflation charge, alternate fee and hobby charge” on Securities market returns in
Pakistan. A Multiple Linear Regression changed into accomplished cause of information analysis. The study
confirmed that may have weak relation among securities market returns and macroeconomic variables. The studies
validate the findings of in advance research in addition to conclusions and guidelines are discussed.
IhsanErdemKayral and SemraKaracaer (2017),the impact of US securities returns, exchange rate differences,
and stock market volatility on two emerging countries between 2000 and 2013. The analysis shows, the main
outcome of the entire period is that US stock market returns cause volatility in stock markets. Between 2000 to 2013
and 2008 to 2013, covering the period following the 2008 International financial crisis, there has been a significant
rise in causality
 S. Baranidharan, Dr. S. Vanitha. (2016), the examination recommends that institutional and singular financial
specialists can make their interests in 3G nations particularly China, Bangladesh, and India. Thus, securities
exchanges in these nations have improved monetary soundness and viable development in economy. Plus, the
approach creators are more obligated to the development improving and stable monetary area changes and
speculation from financial specialists helps the financial development itself.
Aigbovo. O and IZEKOR, Andrew. O (2015), itexplores the influence of six macroeconomic variables,
specifically, trade fees, interest costs, inflation prices, cash deliver, business production index and international
oil rate on Nigeria inventory market Index. The results show that in Nigeria there is a long shared dating exists
between the inventory market indexes and desired macroeconomic variables and also that cash deliver,
industrial production index, oil price, inflation charge, and interest charge all this influence stock marketplace
index either in short or a long term.
 Hunjra, A. I., Chani, M. I., Shahzad, M., Farooq, M., and Khan, K. (2014), collected data in the period
between 1st January 2001 to December 31th 2011 and the objective of this study which is conducted in Pakistan
is to determine the influence of trade fee, GDP, inflation price and interest charge on the inventory expenses.
The outcomes find that there is no relationship in short run between explanatory variables and dependent
variable but in long term it is the opposite that the Findings show that there is powerful relationship.
 Zukerman Zakaria (2012),observes the relationship between the five macroeconomic volatilities which is a)
inflation, b) alternate feec) GDP, d) interest quotes and e) cash supply and the inventory market returns
volatility. The outcomes from regression analysis shows that cash deliver volatility is significantly linked to
inventory marketplace volatility. Also, macroeconomic variables volatilities as a group are found not
significantly linked to the stock market volatility
 NaliniTripathy (2011), examined the effect of macroeconomic indicators on Indian stock market volatility
utilizing the models of ARCH, GARCH, EGARCH, TARCH, PGARCH and Component ARCH, and the
duration covering January 2005 and January 2011. Research reveals that the latest news of macroeconomic
variables could be used to boost the forecasting of stock market volatility. It also identifies proof of leverage
and asymmetrical influence of macro-economic factors on the share market and suggests that negative news has
IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A …
Multidisciplinary Journal www.ajmrd.com Page | 15
a greater impact on the market's stock price volatility. The study further concludes that asymmetric GARCH
models have a better outcome for prediction than the symmetric GARCH model.
III. Objectives of the study
1. To identify and study various macroeconomic variables which have impact on stock market volatility.
2. To analyze the impact of selected macroeconomic variables on stock market volatility in the province of
GCC.
1. Hypothesis of the study
In line with the objectives of the study, the following hypotheses were formulated.
H0: There is no significant impact of selected macroeconomic variables on stock market volatility.
H1: There is a significant impact of selected macroeconomic variables on stock market volatility.
2. Methodology of the study
This study attempts to explore more by using secondary data and different techniques to inspect the impact
of stock market volatility against macroeconomic indicators in the GCC countries. Therefore, the study will be using
different methods in gathering data such as, descriptive Analysis, correlation analysis, multiple regression analysis
and ANOVA. These are the tools to be use in our study while examining the connection among stock market
movement and macroeconomic factors in the GCC region.
Correlation analysis:is a statistical model which used to assess the strength of the relationship between two
quantitative variables. If there is more than one variable that have a strong connection with each other that indicate
to High correlation, while poor correlation means that the variables has a weak relationship between each other's.
Moreover, after measuring the correlation coefficient for the research study, there are three possibilities for the
expected result. First, if the result shows the number 1, then there is a positive relationship among the variables and
if the opposite result appears -1 in the connection among variables tends to be negative relation, and in the case the
result is zero it shows that there is no connection within the variables.
Formula:
𝑟 =
𝑁 𝑥𝑦 − ( 𝑥)( 𝑦)
𝑁 𝑥2 − ( 𝑥)
2
𝑁 𝑦2 − ( 𝑦)2
𝑁 = 𝑛𝑢𝑚𝑏𝑒𝑟 𝑜𝑓 𝑝𝑎𝑖𝑟𝑠 𝑜𝑓 𝑠𝑐𝑜𝑟𝑒𝑠
𝑥𝑦 = 𝑠𝑢𝑚 𝑜𝑓 𝑝𝑟𝑜𝑑𝑢𝑐𝑡 𝑜𝑓 𝑝𝑎𝑖𝑟𝑒𝑑 𝑠𝑐𝑜𝑟𝑒𝑠
𝑥 = 𝑠𝑢𝑚 𝑜𝑓 𝑥 𝑠𝑐𝑜𝑟𝑒𝑠
𝑦 = 𝑠𝑎𝑚 𝑜𝑓 𝑦 𝑠𝑐𝑜𝑟𝑒𝑠
𝑥2
= 𝑠𝑢𝑚 𝑜𝑓 𝑠𝑞𝑢𝑎𝑟𝑒𝑑 𝑠𝑐𝑜𝑟𝑒𝑠
𝑦2
= 𝑠𝑢𝑚 𝑜𝑓 𝑠𝑞𝑢𝑎𝑟𝑒𝑑 𝑠𝑐𝑜𝑟𝑒𝑠
Multiple regression analysis is a measurable strategy to perceive what variable have an impact by contrasting
reliable variable and at least one autonomous factor and observe the connection among them. In addition,
Regression analysis comprise of three sections which are relapse coefficients, changed estimation of R square and
ANOVA. The initial segment of relapse examination is relapse coefficients which are to present if there any impact
among the autonomous factors with the reliant factors. The subsequent relapse part is changed estimation of R
square which assists with appearing if there is a connection between the free factors and the needy factors in rate.
The third one is ANOVA which is utilized to observe the effect of macroeconomics variables in stock market.
𝒀𝑺𝑴𝑽 = 𝒂 + 𝜷𝟏𝑿𝑰𝒏𝒇𝒍𝒂𝒕𝒊𝒐𝒏 𝑹𝒂𝒕𝒆 + 𝜷𝟐𝑿𝑰𝒏𝒕𝒓𝒆𝒔𝒕 𝑹𝒂𝒕𝒆 + 𝜷𝟑𝑿𝑴𝒐𝒏𝒆𝒚 𝑺𝒖𝒑𝒑𝒍𝒚 + 𝜷𝟒𝑬𝒙𝒄𝒉𝒂𝒏𝒈𝒆 𝑹𝒂𝒕𝒆
+ 𝜷𝟓𝑿𝑪𝒓𝒖𝒅𝒆 𝑶𝒊𝒍
* SMV = Stock Market Volatility.
IV. Analysis and Discussions
1. Sultanate of Oman (Muscat Securities Market):
Table 1.1: Correlation analysis table:
Inflation Interest Rate Money Exchange Crude Oil Stock Market
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Table 1.1: Correlation analysis table:
Table 1.2: Regression Model Summery
Model Multiple R R Square Adjusted R Square Standard Error
1 0.88941829 0.791064894 0.529896012 90.94844354
Table 1.3: ANOVA
Table 1.4: Regression Coefficients
It is observed from the above table that dependent variable stock market volatility positively correlated with
the variables inflation rate and exchange rate and negatively correlated with the variables interest rate, money supply
and crude oil prices. It indicates a positive change in inflation rate and exchange rate will create a positive impact on
stock market volatility and vice versa. It is also designating that positive changes in interest rate, money supply and
crude oil prices will lead to negative impact on stock market volatility and vice versa.The R square value of 0.79
indicates that the set of independent variables are account for 79% of the variance in stock market volatility.The
value less than 0.05 (alpha=0.05) indicates that the relationship measured between dependent and independent
variables is significant. If the value is more than 0.05 it indicates that the relationship is not significant. Here in this
study the value 0.152 is more than 0.05 and it portrays that there is no significant relationship between stock market
volatility and independent variables. Hence the null hypothesis will be accepted, and alternative isrejected.
Regression coefficients shows there is no significantrelationship of stock market volatility with each individual
macro-economic variables of the study. It is observed from the above table that there is no significant relationship
between stock market volatility and all the selected macro-economic variables under study as P-value for all the
variables is more than
0.05.
Kingdom of Saudi
Arabia (Tadawel
Securities Market):
Table 2.1: Correlation
analysis table:
Inflation
Rate Interest Rate Money Supply Exchange Rate Crude Oil
Stock Market
Volatility
Rate Supply Rate Volatility
Inflation Rate 1
Interest Rate 0.375641365 1
Money Supply -0.583569177 0.097386211 1
Exchange Rate 0.683712155 0.23782003 -0.294111774 1
Crude Oil -0.441794312 -0.002680931 0.767930158 -0.212993406 1
Stock Market
Volatility 0.625287188 -0.209713653 -0.733329853 0.494594417 -0.358783587 1
Model
df SS MS F Significance F
Regression
5 125271.1972 25054.23944 3.028940076 0.152692012
Residual 4 33086.47753 8271.619383
Total 9 158357.6747
Model
Coefficients Standard Error t Stat P-value
Intercept -101287.9346 166035.5046 -0.610037804 0.574792934
Inflation Rate 29.98951283 37.14070692 0.807456705 0.464680642
Interest Rate -85.4923233 76.30644844 -1.120381371 0.325273284
Money Supply -0.034661643 0.019579533 -1.770299755 0.151386657
Exchange Rate 263033.3315 431338.2192 0.609807617 0.57493116
Crude Oil 1.390765606 1.172912306 1.185735301 0.301350484
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Inflation Rate 1
Interest Rate -0.72538 1
Money Supply -0.63519 0.618430881 1
Exchange Rate 0.375301 -0.022529792 -0.599056424 1
Crude Oil -0.16173 0.095038699 0.2345566 -0.072836328 1
Stock Market
Volatility -0.26426 0.266537453 0.679561524 -0.658261694 -0.066275066 1
Table: 2.2 Regression Model Summary:
Model Multiple R R Square Adjusted R Square Standard Error
1 0.812050106 0.659425375 0.233707094 903.7696016
Table 2.3: ANOVA
df SS MS F Significance F
Regression 5 6325994.629 1265198.926 1.548971243 0.346233032
Residual 4 3267197.971 816799.4927
Total 9 9593192.6
Table: 2.4 Regression coefficients:
Coefficients Standard Error t Stat P-value
Intercept 3682875.14 3667443.615 1.004207706 0.372098
Inflation Rate 220.4692498 277.1460778 0.795498358 0.470861
Interest Rate 747.3268882 1949.614249 0.383320387 0.720984
Money Supply 0.010626398 0.011408491 0.931446414 0.40435
Exchange Rate -13804240.69 13757730.8 -1.003380637 0.372452
Crude Oil -6.44165E-11 1.06448E-10 -0.605143971 0.577736
The table above shows that the relationship betweenmacroeconomic variablesand stock market volatility. It
is observed that dependent variable stock market volatility positively correlated with the variables interest rate and
money supply while negatively correlated with the variables inflation rate, exchange rate and crude oil prices.It
refers to a positive change inthe variables inflation rate, exchange rate and crude oil prices will have led to negative
effect on stock market volatility and vice versa. While a positive variation for both variables interest rate and money
supply will led to a positive effect on stock market volatility and vice versa.According to the table above of the
Regression Model Summery show that the R square value of 0.65 indicates that the set of independent variables are
account for 65% of the variance in stock market volatility.Therefore, it represents that there is no significant
relationship between stock market volatility and independent variables. Hence, the null hypothesis will be accepted,
and alternative is rejected. According to the table, it is clear that dependent variable which is stock market volatility
has no significant relationship with each individual independent variable, which is individual macro-economic
variables. It is observed that, all value of all the individual macro-economic variables of the study indicate, that P-
value is more than 0.05.
3. State of Qatar (Qatar Stock Exchange):
Table: 3.1 Correlation analysis table:
Inflation Rate
Interest
Rate
Money
Supply
Exchange
Rate Crude Oil
Stock Market
Volatility
Inflation Rate 1
Interest Rate 0.320565591 1
Money Supply -0.499189322 -0.25811 1
Exchange Rate -0.303094297 -0.1355 0.03164 1
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Crude Oil -0.361260736 -0.84794 0.003074 -0.10578 1
Stock Market
Volatility 0.571440528 0.126724 -0.28942 -0.32435 -0.21114 1
Table: 3.2 Regression Model Summary:
Model Multiple R R Square Adjusted R Square Standard Error
1 0.741755093 0.550200618 -0.349398146 124.7646816
Table:3.3 ANOVA:
df SS MS F
Significance
F
Regression 6 57122.44648 9520.407747 0.611606685 0.721860445
Residual 3 46698.67734 15566.22578
Total 9 103821.1238
Table: 3.4 Regression coefficients:
Coefficients Standard Error t Stat P-value
Intercept 25927.17541 24152.25838 1.073489 0.343497553
Inflation Rate 4.370941485 43.18827444 0.101207 0.924256537
Interest Rate -140.9430017 141.7481984 -0.99432 0.376346667
Money Supply -0.004038555 0.004970637 -0.81248 0.462102155
Exchange Rate -6566.74834 6383.167044 -1.02876 0.36173034
Crude Oil -4.46296282 4.524690679 -0.98635 0.379803192
It is noticed from the above table that dependent variable stock market volatility positively correlated with
the variables inflation rate and interest rate and negatively correlated with the variables exchange rate, money supply
and crude oil prices. It indicates a positive change in inflation rate and interest rate will create a positive impact on
stock market volatility and vice versa. The R square value of 0.55 indicates that the set of independent variables are
account for 55% of the variance in stock market volatility.It is observed from the above table that there is no
significant link between stock market volatility and all the selected macro-economic variables under study as P-
value for all the variables is more than 0.05. Here in this study the value 0.721 is more than 0.05 and it portrays that
there is no significant relationship between stock market volatility and independent variables. Hence the null
hypothesis will be accepted, and alternative is rejected.
4. United Arab of Emirates (Abu Dhabi Securities Exchange):
Table: 4.1 Correlation analysis:
Inflation Rate
Interest
Rate
Money
Supply
Exchange
Rate Crude Oil
Stock
Market
Volatility
Inflation Rate 1
Interest Rate -0.813436603 1
Money Supply -0.442742038 0.479015 1
Exchange Rate -0.12240888 -0.15967 -0.13807 1
Crude Oil -0.127012893 0.431819 0.281246 -0.38633 1
Stock Market
Volatility 0.481591947 -0.0996 -0.19074 -0.49905 0.462186 1
Table: 4.2 Regression Model Summary:
Model Multiple R R Square Adjusted R Square Standard Error
1 0.794165229 0.63069841 0.169071423 87.89419664
Table :4.3 ANOVA:
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df SS MS F Significance F
Regression 5 52774.11418 10554.82284 1.366251167 0.392437474
Residual 4 30901.55921 7725.389803
Total 9 83675.67339
Table 4.4 Regression coefficients:
Coefficients Standard Error t Stat P-value
Intercept 4481.379152 7052.895473 0.635395657 0.559702299
Inflation Rate 40.77016431 33.70439037 1.209639571 0.29301742
Interest Rate 7166.732579 11334.94281 0.632268967 0.56154831
Money Supply -6.287579105 0.000120427 -0.52210087 0.629178808
Exchange Rate -1250.789998 1880.457985 -0.665151792 0.542343296
Crude Oil 1.173698907 1.334728907 0.879827862 0.428636808
As it’s observed from the above table that dependent variable stock market volatility positively correlated
with the variables inflation rate and crude oil prices and negatively correlated with the variables interest rate, money
supply and exchange rate. It indicates a positive change in inflation rate and crude oil prices will create a positive
impact on stock market volatility and vice versa. It is also designating that adverse changes in interest rate, money
supply and exchange rate will lead to negative effect on stock market volatility and vice versa.The R square value of
0.63 indicates that the set of independent variables are account for 63% of the variance in stock market volatility.
Here in this study the value 0.39 is more than 0.05 and it described that there is no significant relationship between
stock market volatility and independent variables. Hence the null hypothesis will be accepted, and alternative is
rejected.It is also observed from the above table that there is no significant link between stock market volatility and
all the selected macro-economic variables under study as P-value for all the variables is more than 0.05.
5. State of Kuwait (Kuwait Stock Exchange):
Table 5.1: Correlation analysis table:
Inflation Rate Interest Rate
Money
Supply
Exchange
Rate Crude Oil
Stock
Market
Volatility
Inflation Rate 1
Interest Rate -0.571795148 1
Money Supply -0.641500882 0.224421293 1
Exchange Rate 0.690892919 -0.308401705 -0.93724 1
Crude Oil 0.004548055 -0.448806734 0.259438 -0.18782 1
Stock Market
Volatility 0.251423669 -0.617418763 -0.28224 0.486626 0.121287 1
Table 5.2: Regression Model Summery
Model Multiple R R Square Adjusted R Square Standard Error
1 0.916394 0.839778376 0.639501345 442.5167373
Table 5.3: ANOVA
df SS MS F Significance F
Regression 5 4105470.649 821094.1298 4.193083819 0.094868675
Residual 4 783284.2512 195821.0628
Total 9 4888754.9
5.4 Regression coefficients:
Coefficients Standard Error t Stat P-value
Intercept -22036.44029 13130.76609 -1.678229597 0.168605
Inflation Rate -332.0905539 158.4108652 -2.096387476 0.104077
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Interest Rate -1708.972344 602.6159837 -2.835922694 0.047062
Money Supply 0.423082894 0.214330652 1.973972876 0.119624
Exchange Rate 9376.540021 3262.669158 2.873886247 0.045291
Crude Oil -8.11226107 9.10558007 -0.890911372 0.423323
The table above indicates that the dependent variable stock price movement was positively associated with the
variables inflation rate, exchange rate, and crude oil prices. However, was negatively correlated with the variable
money supply and interest rate. This indicates a positive effect on the volatility of the stock market and vice versa in
all the variables except money supply and interest rate will have negative effect. The R square value of 0.83 reveals
that the set of independent variables are account for 83% of the variation in stock market volatility.In this analysis,
the value of 0.094 is more than 0.05 and indicates that there is no significant association between stock market
volatility and independent variables. Therefore, the null hypothesis will be accepted and the alternative is dismissed.
The above table reveals that there is no significant association between the volatility of the stock market and three of
the selected macro-economic variables under study which are interest rate, money supply and crude oil, as the P-
value is greater than 0.05 for these variables. However, this study also discovered the significant relationship in two
selected macroeconomic variables interest rate and exchange rate, as it represents the P-value is less than 0.05.
6. Kingdom of Bahrain (Bahrain Bourse):
Table 6.1: Correlation analysis table:
Inflation Rate Interest Rate Money Supply Exchange Rate Crude Oil
Stock
Market
Volatility
Inflation Rate 1
Interest Rate -0.465622864 1
Money Supply -0.081334547 0.770783785 1
Exchange Rate -0.083099635 0.386568859 0.585624617 1
Crude Oil 0.519693685 -0.201474106 0.312096879 -0.127330986 1
Stock Market
Volatility -0.546406162 0.660111622 0.525064526 0.138975323 0.073195364 1
Table 6.2: Regression Model Summery
Model Multiple R R Square Adjusted R Square Standard Error
1 0.825361187 0.681221089 0.28274745 105.4552758
Table 6.3: ANOVA
6.4 Regression coefficients:
Coefficients Standard Error t Stat P-value
Intercept -69127.67282 273231.3961 -0.253000474 0.812738215
Inflation Rate -52.66108554 37.68315681 -1.397470117 0.234801826
Interest Rate 128.7938466 133.0178546 0.968244804 0.387751617
Money Supply -0.703033273 1.602005949 -0.438845607 0.683436472
Exchange Rate 185373.6262 724526.8443 0.255854738 0.810681732
Crude Oil 1.836463405 1.694734305 1.083627497 0.33948071
df SS MS F Significance F
Regression
5 95059.41044 19011.88209 1.7095763 0.311735221
Residual
4 44483.26076 11120.81519
Total
9 139542.6712
IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A …
Multidisciplinary Journal www.ajmrd.com Page | 21
It reveals that the dependent indicator stock market volatility has been found to be favorably associated
with the interest rate, money supply, exchange rate and crude oil price variables, though adversely correlated with
the inflation rate variable. It refers to a positive change in the variables interest rate, exchange rate, money supply
and crude oil prices will lead to positive effect on stock market volatility and vice versa. While a negative variation
for interest rate variable will led to a negative effect on stock market volatility and vice versa.The R square value of
0.68 means that 68% percent of the variation in stock market volatility is expressed by the set of independent
variables.The value 0.311 is more than 0.05 here in this study and it indicates that there is no significant relationship
between stock market fluctuations and independent factors.The above table demonstrates that there is no important
association between the volatility of the stock market and all the selected macro-economic variables under study, as
the P-value is greater than 0.05 for all the variables.
IV. Conclusion
The current research study observedand made an effort on how well the selected-macroeconomic variables
are inter-related with the GCC stock market and to what extend these variables were affecting and resulting the
volatility in GCC regions. This study objective was adopted different types of techniques namely, descriptive
statistical analysis, correlation analysis, multiple regression analysis and ANOVA for the period of 2011 to 2020 in
respect measuring the selected indicators namely, exchange rate, interest rate, money supply, inflation rate, crude oil
and stock market volatility. The research also sets out the leveraging impact of the stock market towards
macroeconomic variable, which indicates, that any unacceptable or bad news of macroeconomic variables will lead
raises in the stock market volatility more. Therefore, the macroeconomic factors are a critical method to examine the
effect of this on the capitalization of the stock exchange. In addition, further analysis is then required to investigate
the other available macro-economic variables and to gather data for the short-term as this is because the research is
exploring only long-term process effect of proving the findings of the previous author and discovering the results.
According to our study, it became clear to us that each of the macroeconomic factors affect the stock market
fluctuations in a different way, some of which affect positively, and others affect negatively. In addition to that, the
percentage of positive and negative impact also varies. Some factors are strongly positively related to the
fluctuations in the Gulf stock markets in some Gulf countries, and some are positively related, but more closely to
the normal. While in some other Gulf countries, there are significant negative relationships between some
macroeconomic variables and fluctuations in the stock market. The reactions of stock market to wards various
macro-economic variables is
differing from country to country under study.
References
[1]. Ghulam A., Usman B., Shouyang W., Gilney Z., And Muhammad I. (2019). The return and volatility
nexus among stock market and macroeconomic fundamentals for China, 0378-4371 10 April 2019.
[2]. Hamidah L H, and Wan Muhammed S. (2018), The relation between Macroeconomic Variables and
Stock Market Capitalization in Malaysia, Volume 10, No.3; 2018.
[3]. S. Baranidharan, N. Dhivya, RevFr.A. Alex (2018), Influence of Macroeconomic Variables on Bombay
Stock Market Exchange,Volume 8, No 2, July-December 2018 pp. 67-77.
[4]. Ihsan I, Mehboob A, and Raja J, (2018),Impact of Macroeconomic Variables on Stock Market Returns:
A Case of Karachi Stock Exchange, 26 August 2018.
[5]. Ihsan. K, Semra K (2017),Analysis of the Effects of the US Stock Market Returns and Exchange Rate
Changes on Emerging Market Economies’ Stock Market Volatilities, vol. 7, no. 5, 2017, 75-101.
[6]. S. Baranidharan and S.V (2016), The Effect of Macroeconomics and Financial Related Variables on
Stock Market Capitalization of Global Growth Generator Countries, Volume 10 No. 1; (2016).
[7]. Aigbovo. O and IZEKOR, Andrew. O (2015), The Impact of Macroeconomics Variables on Stock
Market Indexes in Nigeria, Vol. 1 No 1, Sept 2015.
[8]. Hunjra, A. I., Chani, M. I., Shahzad, M., Farooq, M., and Khan, K. (2014), The Impact of
Macroeconomic Variables on Stock Prices in Pakistan, 2014, 2(1), 13-21.
[9]. Zukerman. Z (2012), Empirical Evidence on the Relationship between Stock Market Volatility and
Macroeconomics Volatility in Malaysia, Quarterly 2012, Vol. 4, No. 2, pp. 61-71.
[10]. Tripathy, N. (2011), Forecasting Volatility of Indian Stock Market and Macroeconomics Variables,
4(09):225–238 (2011).

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B331321.pdf

  • 1. American Journal of Multidisciplinary Research & Development (AJMRD) Volume 3, Issue 03 (March- 2021), PP 13-21 ISSN: 2360-821X www.ajmrd.com Multidisciplinary Journal www.ajmrd.com Page | 13 Research Paper Open Access IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A STUDY OF GCC STOCK MARKETS 1 Hari Krishna Karri, 2 Mohammed Zaher Al Hizami, 3 Salim Ali Al Ghafri, 4 Ahmed Mohammed Ahmed Al kindi 1 Faculty, 2,3,4,5 Bachelor Students, Business Studies Department, University of Technology and Applied Sciences (Higher College of Technology), Muscat, Oman Abstract: The fundamental objective of the current research study is to examine the relationship between the selected macroeconomic variables and stock market volatility of GCC stock markets. In the present study the significant impact of selected macroeconomic variables on stock market volatility, measurement variables namely, Inflation rate, interest rate, exchange rate, money supply and Crude Oil was observed. A sample of twenty-four past studies from different countries are selected for the study and data is collected for a period of ten financial years ranging from the financial year 2011 to 2020. In order to evaluate the correlation and significant impact, macroeconomic variables considered for a long-term, which are considered as independent variables. The stock market volatility which are dependent variable used in the study for all stock market of the GCC countries which are Muscat securities market, Tadawel Securities Market,Qatar Stock Exchange, Abu Dhabi securities Exchange, Kuwait Stock Exchange and Bahrain Bourse. The required data related to variables used in the study are collected from the different stock market for each GCC countries.The collected data was analyzed with the help of statistical tools, descriptive statistical analysis, correlation analysis, multiple regression analysis and ANOVA. The analysis has given mixed results showing that there is a positive correlation between some of the selected macroeconomic variables with the stock market volatility and at the same time also negative impact in case of other variables under study. It is recommended that all the investors and participants in the stock market to study the different macroeconomic variables that effect the stock market before they make a decision as well to evaluate the overall performance of the country in stock market which help the investors to make decision rather to buy or sell. Keywords: GCC Stock markets, Macro-Economic Variables, Inflation Rate, Interest Rate, Exchange Rate I. Introduction The stock market is one of the critical sources and challenging forum for maintaining and enhancing the economic growth of a country therefore, substantial risk will be involved in respect to gain a certain return as well the chances of losses are possible. The Economic policies of countries around the world containing GCC are fetched changes within the worldwide. The world market has cohesive through the concept of globalization and liberalization. Moreover, the aim of this study is to investigate the impact of macroeconomic variables on stock exchange volatility with special relevance stock markets located in GCC region. Macroeconomic is extremely vital term to review the aggregate growth of the country and seek on general changes happen within the economy such changes may consider GDP, inflation, unemployment, interest rate etc. The perseverance of this study to reconnoiter and treasure the impact of the chosen macroeconomic variables on the volatility of stock markets with special relation to stock markets located in GCC region. II. Review of Literature In the past, numerous industry scientists, financial examiners, and professionals have attempted to forecast the connection between stock market volatility and macroeconomic factors. The results of every one of these studies gave various conclusions as per the arrangement of factors, techniques and tests used. Here, we examine some past working/research papers and their observational decisions which are discussed below.
  • 2. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 14 Ghulam Abbas, Usman Bashir, ShouyangWangc, GilneyFigueiraZebende, Muhammad Ishfaq. (2019),Claimed that this investigation analyzes the Relation among profits, stock price movements and macro- economic factors by using monthly information covering period from 1995 to 2015. The empiric consequences of the overall spillover index may not indicate major differences in the relationship between stock market and macroeconomic variables in return and volatility for China. The spillover effect of positive gain as well as instability amongst the macroeconomic indicators to the stock market is relatively higher.The spillovers of return and uncertainty on either path have changed dramatically since the 2008 global financial crisis. HamidahRamlan, SahaidaLailyMdHashim, Wan Muhammad Syahmi Bin Dolkepeli. (2018), this examination is clarifying that the macroeconomic factors have huge relationship with the financial exchange capitalization. More than that, the relapse model is critical which clarify how the relapse of the conversion scale and expansion rate gives sway towards securities exchange capitalization. This examination infers that macroeconomic factors are a crucial instrument for researching the effect of it to the securities exchange capitalization. S.Baranidharan, N. Dhivya, RevFr.A.Alex (2018), Number of nations has been changed over the worldwide the economic policies. The world economy has been coordinated through the concept of globalization and progression. The reason for this examination is to investigate the impact of macroeconomic factors on Bombay Stock trade Sensex through the information gathered in the time of April 2008 to walk 2018 utilizing SPSS programming, the engaging measurements and connection created which presenting the connection among share cost and different components influencing the equivalent. IhsanIlahi, Mehboob Ali1 and Raja Ahmed Jamil (2018), the goal of the article is to research the relation between macroeconomic variables “inflation charge, alternate fee and hobby charge” on Securities market returns in Pakistan. A Multiple Linear Regression changed into accomplished cause of information analysis. The study confirmed that may have weak relation among securities market returns and macroeconomic variables. The studies validate the findings of in advance research in addition to conclusions and guidelines are discussed. IhsanErdemKayral and SemraKaracaer (2017),the impact of US securities returns, exchange rate differences, and stock market volatility on two emerging countries between 2000 and 2013. The analysis shows, the main outcome of the entire period is that US stock market returns cause volatility in stock markets. Between 2000 to 2013 and 2008 to 2013, covering the period following the 2008 International financial crisis, there has been a significant rise in causality  S. Baranidharan, Dr. S. Vanitha. (2016), the examination recommends that institutional and singular financial specialists can make their interests in 3G nations particularly China, Bangladesh, and India. Thus, securities exchanges in these nations have improved monetary soundness and viable development in economy. Plus, the approach creators are more obligated to the development improving and stable monetary area changes and speculation from financial specialists helps the financial development itself. Aigbovo. O and IZEKOR, Andrew. O (2015), itexplores the influence of six macroeconomic variables, specifically, trade fees, interest costs, inflation prices, cash deliver, business production index and international oil rate on Nigeria inventory market Index. The results show that in Nigeria there is a long shared dating exists between the inventory market indexes and desired macroeconomic variables and also that cash deliver, industrial production index, oil price, inflation charge, and interest charge all this influence stock marketplace index either in short or a long term.  Hunjra, A. I., Chani, M. I., Shahzad, M., Farooq, M., and Khan, K. (2014), collected data in the period between 1st January 2001 to December 31th 2011 and the objective of this study which is conducted in Pakistan is to determine the influence of trade fee, GDP, inflation price and interest charge on the inventory expenses. The outcomes find that there is no relationship in short run between explanatory variables and dependent variable but in long term it is the opposite that the Findings show that there is powerful relationship.  Zukerman Zakaria (2012),observes the relationship between the five macroeconomic volatilities which is a) inflation, b) alternate feec) GDP, d) interest quotes and e) cash supply and the inventory market returns volatility. The outcomes from regression analysis shows that cash deliver volatility is significantly linked to inventory marketplace volatility. Also, macroeconomic variables volatilities as a group are found not significantly linked to the stock market volatility  NaliniTripathy (2011), examined the effect of macroeconomic indicators on Indian stock market volatility utilizing the models of ARCH, GARCH, EGARCH, TARCH, PGARCH and Component ARCH, and the duration covering January 2005 and January 2011. Research reveals that the latest news of macroeconomic variables could be used to boost the forecasting of stock market volatility. It also identifies proof of leverage and asymmetrical influence of macro-economic factors on the share market and suggests that negative news has
  • 3. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 15 a greater impact on the market's stock price volatility. The study further concludes that asymmetric GARCH models have a better outcome for prediction than the symmetric GARCH model. III. Objectives of the study 1. To identify and study various macroeconomic variables which have impact on stock market volatility. 2. To analyze the impact of selected macroeconomic variables on stock market volatility in the province of GCC. 1. Hypothesis of the study In line with the objectives of the study, the following hypotheses were formulated. H0: There is no significant impact of selected macroeconomic variables on stock market volatility. H1: There is a significant impact of selected macroeconomic variables on stock market volatility. 2. Methodology of the study This study attempts to explore more by using secondary data and different techniques to inspect the impact of stock market volatility against macroeconomic indicators in the GCC countries. Therefore, the study will be using different methods in gathering data such as, descriptive Analysis, correlation analysis, multiple regression analysis and ANOVA. These are the tools to be use in our study while examining the connection among stock market movement and macroeconomic factors in the GCC region. Correlation analysis:is a statistical model which used to assess the strength of the relationship between two quantitative variables. If there is more than one variable that have a strong connection with each other that indicate to High correlation, while poor correlation means that the variables has a weak relationship between each other's. Moreover, after measuring the correlation coefficient for the research study, there are three possibilities for the expected result. First, if the result shows the number 1, then there is a positive relationship among the variables and if the opposite result appears -1 in the connection among variables tends to be negative relation, and in the case the result is zero it shows that there is no connection within the variables. Formula: 𝑟 = 𝑁 𝑥𝑦 − ( 𝑥)( 𝑦) 𝑁 𝑥2 − ( 𝑥) 2 𝑁 𝑦2 − ( 𝑦)2 𝑁 = 𝑛𝑢𝑚𝑏𝑒𝑟 𝑜𝑓 𝑝𝑎𝑖𝑟𝑠 𝑜𝑓 𝑠𝑐𝑜𝑟𝑒𝑠 𝑥𝑦 = 𝑠𝑢𝑚 𝑜𝑓 𝑝𝑟𝑜𝑑𝑢𝑐𝑡 𝑜𝑓 𝑝𝑎𝑖𝑟𝑒𝑑 𝑠𝑐𝑜𝑟𝑒𝑠 𝑥 = 𝑠𝑢𝑚 𝑜𝑓 𝑥 𝑠𝑐𝑜𝑟𝑒𝑠 𝑦 = 𝑠𝑎𝑚 𝑜𝑓 𝑦 𝑠𝑐𝑜𝑟𝑒𝑠 𝑥2 = 𝑠𝑢𝑚 𝑜𝑓 𝑠𝑞𝑢𝑎𝑟𝑒𝑑 𝑠𝑐𝑜𝑟𝑒𝑠 𝑦2 = 𝑠𝑢𝑚 𝑜𝑓 𝑠𝑞𝑢𝑎𝑟𝑒𝑑 𝑠𝑐𝑜𝑟𝑒𝑠 Multiple regression analysis is a measurable strategy to perceive what variable have an impact by contrasting reliable variable and at least one autonomous factor and observe the connection among them. In addition, Regression analysis comprise of three sections which are relapse coefficients, changed estimation of R square and ANOVA. The initial segment of relapse examination is relapse coefficients which are to present if there any impact among the autonomous factors with the reliant factors. The subsequent relapse part is changed estimation of R square which assists with appearing if there is a connection between the free factors and the needy factors in rate. The third one is ANOVA which is utilized to observe the effect of macroeconomics variables in stock market. 𝒀𝑺𝑴𝑽 = 𝒂 + 𝜷𝟏𝑿𝑰𝒏𝒇𝒍𝒂𝒕𝒊𝒐𝒏 𝑹𝒂𝒕𝒆 + 𝜷𝟐𝑿𝑰𝒏𝒕𝒓𝒆𝒔𝒕 𝑹𝒂𝒕𝒆 + 𝜷𝟑𝑿𝑴𝒐𝒏𝒆𝒚 𝑺𝒖𝒑𝒑𝒍𝒚 + 𝜷𝟒𝑬𝒙𝒄𝒉𝒂𝒏𝒈𝒆 𝑹𝒂𝒕𝒆 + 𝜷𝟓𝑿𝑪𝒓𝒖𝒅𝒆 𝑶𝒊𝒍 * SMV = Stock Market Volatility. IV. Analysis and Discussions 1. Sultanate of Oman (Muscat Securities Market): Table 1.1: Correlation analysis table: Inflation Interest Rate Money Exchange Crude Oil Stock Market
  • 4. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 16 Table 1.1: Correlation analysis table: Table 1.2: Regression Model Summery Model Multiple R R Square Adjusted R Square Standard Error 1 0.88941829 0.791064894 0.529896012 90.94844354 Table 1.3: ANOVA Table 1.4: Regression Coefficients It is observed from the above table that dependent variable stock market volatility positively correlated with the variables inflation rate and exchange rate and negatively correlated with the variables interest rate, money supply and crude oil prices. It indicates a positive change in inflation rate and exchange rate will create a positive impact on stock market volatility and vice versa. It is also designating that positive changes in interest rate, money supply and crude oil prices will lead to negative impact on stock market volatility and vice versa.The R square value of 0.79 indicates that the set of independent variables are account for 79% of the variance in stock market volatility.The value less than 0.05 (alpha=0.05) indicates that the relationship measured between dependent and independent variables is significant. If the value is more than 0.05 it indicates that the relationship is not significant. Here in this study the value 0.152 is more than 0.05 and it portrays that there is no significant relationship between stock market volatility and independent variables. Hence the null hypothesis will be accepted, and alternative isrejected. Regression coefficients shows there is no significantrelationship of stock market volatility with each individual macro-economic variables of the study. It is observed from the above table that there is no significant relationship between stock market volatility and all the selected macro-economic variables under study as P-value for all the variables is more than 0.05. Kingdom of Saudi Arabia (Tadawel Securities Market): Table 2.1: Correlation analysis table: Inflation Rate Interest Rate Money Supply Exchange Rate Crude Oil Stock Market Volatility Rate Supply Rate Volatility Inflation Rate 1 Interest Rate 0.375641365 1 Money Supply -0.583569177 0.097386211 1 Exchange Rate 0.683712155 0.23782003 -0.294111774 1 Crude Oil -0.441794312 -0.002680931 0.767930158 -0.212993406 1 Stock Market Volatility 0.625287188 -0.209713653 -0.733329853 0.494594417 -0.358783587 1 Model df SS MS F Significance F Regression 5 125271.1972 25054.23944 3.028940076 0.152692012 Residual 4 33086.47753 8271.619383 Total 9 158357.6747 Model Coefficients Standard Error t Stat P-value Intercept -101287.9346 166035.5046 -0.610037804 0.574792934 Inflation Rate 29.98951283 37.14070692 0.807456705 0.464680642 Interest Rate -85.4923233 76.30644844 -1.120381371 0.325273284 Money Supply -0.034661643 0.019579533 -1.770299755 0.151386657 Exchange Rate 263033.3315 431338.2192 0.609807617 0.57493116 Crude Oil 1.390765606 1.172912306 1.185735301 0.301350484
  • 5. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 17 Inflation Rate 1 Interest Rate -0.72538 1 Money Supply -0.63519 0.618430881 1 Exchange Rate 0.375301 -0.022529792 -0.599056424 1 Crude Oil -0.16173 0.095038699 0.2345566 -0.072836328 1 Stock Market Volatility -0.26426 0.266537453 0.679561524 -0.658261694 -0.066275066 1 Table: 2.2 Regression Model Summary: Model Multiple R R Square Adjusted R Square Standard Error 1 0.812050106 0.659425375 0.233707094 903.7696016 Table 2.3: ANOVA df SS MS F Significance F Regression 5 6325994.629 1265198.926 1.548971243 0.346233032 Residual 4 3267197.971 816799.4927 Total 9 9593192.6 Table: 2.4 Regression coefficients: Coefficients Standard Error t Stat P-value Intercept 3682875.14 3667443.615 1.004207706 0.372098 Inflation Rate 220.4692498 277.1460778 0.795498358 0.470861 Interest Rate 747.3268882 1949.614249 0.383320387 0.720984 Money Supply 0.010626398 0.011408491 0.931446414 0.40435 Exchange Rate -13804240.69 13757730.8 -1.003380637 0.372452 Crude Oil -6.44165E-11 1.06448E-10 -0.605143971 0.577736 The table above shows that the relationship betweenmacroeconomic variablesand stock market volatility. It is observed that dependent variable stock market volatility positively correlated with the variables interest rate and money supply while negatively correlated with the variables inflation rate, exchange rate and crude oil prices.It refers to a positive change inthe variables inflation rate, exchange rate and crude oil prices will have led to negative effect on stock market volatility and vice versa. While a positive variation for both variables interest rate and money supply will led to a positive effect on stock market volatility and vice versa.According to the table above of the Regression Model Summery show that the R square value of 0.65 indicates that the set of independent variables are account for 65% of the variance in stock market volatility.Therefore, it represents that there is no significant relationship between stock market volatility and independent variables. Hence, the null hypothesis will be accepted, and alternative is rejected. According to the table, it is clear that dependent variable which is stock market volatility has no significant relationship with each individual independent variable, which is individual macro-economic variables. It is observed that, all value of all the individual macro-economic variables of the study indicate, that P- value is more than 0.05. 3. State of Qatar (Qatar Stock Exchange): Table: 3.1 Correlation analysis table: Inflation Rate Interest Rate Money Supply Exchange Rate Crude Oil Stock Market Volatility Inflation Rate 1 Interest Rate 0.320565591 1 Money Supply -0.499189322 -0.25811 1 Exchange Rate -0.303094297 -0.1355 0.03164 1
  • 6. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 18 Crude Oil -0.361260736 -0.84794 0.003074 -0.10578 1 Stock Market Volatility 0.571440528 0.126724 -0.28942 -0.32435 -0.21114 1 Table: 3.2 Regression Model Summary: Model Multiple R R Square Adjusted R Square Standard Error 1 0.741755093 0.550200618 -0.349398146 124.7646816 Table:3.3 ANOVA: df SS MS F Significance F Regression 6 57122.44648 9520.407747 0.611606685 0.721860445 Residual 3 46698.67734 15566.22578 Total 9 103821.1238 Table: 3.4 Regression coefficients: Coefficients Standard Error t Stat P-value Intercept 25927.17541 24152.25838 1.073489 0.343497553 Inflation Rate 4.370941485 43.18827444 0.101207 0.924256537 Interest Rate -140.9430017 141.7481984 -0.99432 0.376346667 Money Supply -0.004038555 0.004970637 -0.81248 0.462102155 Exchange Rate -6566.74834 6383.167044 -1.02876 0.36173034 Crude Oil -4.46296282 4.524690679 -0.98635 0.379803192 It is noticed from the above table that dependent variable stock market volatility positively correlated with the variables inflation rate and interest rate and negatively correlated with the variables exchange rate, money supply and crude oil prices. It indicates a positive change in inflation rate and interest rate will create a positive impact on stock market volatility and vice versa. The R square value of 0.55 indicates that the set of independent variables are account for 55% of the variance in stock market volatility.It is observed from the above table that there is no significant link between stock market volatility and all the selected macro-economic variables under study as P- value for all the variables is more than 0.05. Here in this study the value 0.721 is more than 0.05 and it portrays that there is no significant relationship between stock market volatility and independent variables. Hence the null hypothesis will be accepted, and alternative is rejected. 4. United Arab of Emirates (Abu Dhabi Securities Exchange): Table: 4.1 Correlation analysis: Inflation Rate Interest Rate Money Supply Exchange Rate Crude Oil Stock Market Volatility Inflation Rate 1 Interest Rate -0.813436603 1 Money Supply -0.442742038 0.479015 1 Exchange Rate -0.12240888 -0.15967 -0.13807 1 Crude Oil -0.127012893 0.431819 0.281246 -0.38633 1 Stock Market Volatility 0.481591947 -0.0996 -0.19074 -0.49905 0.462186 1 Table: 4.2 Regression Model Summary: Model Multiple R R Square Adjusted R Square Standard Error 1 0.794165229 0.63069841 0.169071423 87.89419664 Table :4.3 ANOVA:
  • 7. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 19 df SS MS F Significance F Regression 5 52774.11418 10554.82284 1.366251167 0.392437474 Residual 4 30901.55921 7725.389803 Total 9 83675.67339 Table 4.4 Regression coefficients: Coefficients Standard Error t Stat P-value Intercept 4481.379152 7052.895473 0.635395657 0.559702299 Inflation Rate 40.77016431 33.70439037 1.209639571 0.29301742 Interest Rate 7166.732579 11334.94281 0.632268967 0.56154831 Money Supply -6.287579105 0.000120427 -0.52210087 0.629178808 Exchange Rate -1250.789998 1880.457985 -0.665151792 0.542343296 Crude Oil 1.173698907 1.334728907 0.879827862 0.428636808 As it’s observed from the above table that dependent variable stock market volatility positively correlated with the variables inflation rate and crude oil prices and negatively correlated with the variables interest rate, money supply and exchange rate. It indicates a positive change in inflation rate and crude oil prices will create a positive impact on stock market volatility and vice versa. It is also designating that adverse changes in interest rate, money supply and exchange rate will lead to negative effect on stock market volatility and vice versa.The R square value of 0.63 indicates that the set of independent variables are account for 63% of the variance in stock market volatility. Here in this study the value 0.39 is more than 0.05 and it described that there is no significant relationship between stock market volatility and independent variables. Hence the null hypothesis will be accepted, and alternative is rejected.It is also observed from the above table that there is no significant link between stock market volatility and all the selected macro-economic variables under study as P-value for all the variables is more than 0.05. 5. State of Kuwait (Kuwait Stock Exchange): Table 5.1: Correlation analysis table: Inflation Rate Interest Rate Money Supply Exchange Rate Crude Oil Stock Market Volatility Inflation Rate 1 Interest Rate -0.571795148 1 Money Supply -0.641500882 0.224421293 1 Exchange Rate 0.690892919 -0.308401705 -0.93724 1 Crude Oil 0.004548055 -0.448806734 0.259438 -0.18782 1 Stock Market Volatility 0.251423669 -0.617418763 -0.28224 0.486626 0.121287 1 Table 5.2: Regression Model Summery Model Multiple R R Square Adjusted R Square Standard Error 1 0.916394 0.839778376 0.639501345 442.5167373 Table 5.3: ANOVA df SS MS F Significance F Regression 5 4105470.649 821094.1298 4.193083819 0.094868675 Residual 4 783284.2512 195821.0628 Total 9 4888754.9 5.4 Regression coefficients: Coefficients Standard Error t Stat P-value Intercept -22036.44029 13130.76609 -1.678229597 0.168605 Inflation Rate -332.0905539 158.4108652 -2.096387476 0.104077
  • 8. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 20 Interest Rate -1708.972344 602.6159837 -2.835922694 0.047062 Money Supply 0.423082894 0.214330652 1.973972876 0.119624 Exchange Rate 9376.540021 3262.669158 2.873886247 0.045291 Crude Oil -8.11226107 9.10558007 -0.890911372 0.423323 The table above indicates that the dependent variable stock price movement was positively associated with the variables inflation rate, exchange rate, and crude oil prices. However, was negatively correlated with the variable money supply and interest rate. This indicates a positive effect on the volatility of the stock market and vice versa in all the variables except money supply and interest rate will have negative effect. The R square value of 0.83 reveals that the set of independent variables are account for 83% of the variation in stock market volatility.In this analysis, the value of 0.094 is more than 0.05 and indicates that there is no significant association between stock market volatility and independent variables. Therefore, the null hypothesis will be accepted and the alternative is dismissed. The above table reveals that there is no significant association between the volatility of the stock market and three of the selected macro-economic variables under study which are interest rate, money supply and crude oil, as the P- value is greater than 0.05 for these variables. However, this study also discovered the significant relationship in two selected macroeconomic variables interest rate and exchange rate, as it represents the P-value is less than 0.05. 6. Kingdom of Bahrain (Bahrain Bourse): Table 6.1: Correlation analysis table: Inflation Rate Interest Rate Money Supply Exchange Rate Crude Oil Stock Market Volatility Inflation Rate 1 Interest Rate -0.465622864 1 Money Supply -0.081334547 0.770783785 1 Exchange Rate -0.083099635 0.386568859 0.585624617 1 Crude Oil 0.519693685 -0.201474106 0.312096879 -0.127330986 1 Stock Market Volatility -0.546406162 0.660111622 0.525064526 0.138975323 0.073195364 1 Table 6.2: Regression Model Summery Model Multiple R R Square Adjusted R Square Standard Error 1 0.825361187 0.681221089 0.28274745 105.4552758 Table 6.3: ANOVA 6.4 Regression coefficients: Coefficients Standard Error t Stat P-value Intercept -69127.67282 273231.3961 -0.253000474 0.812738215 Inflation Rate -52.66108554 37.68315681 -1.397470117 0.234801826 Interest Rate 128.7938466 133.0178546 0.968244804 0.387751617 Money Supply -0.703033273 1.602005949 -0.438845607 0.683436472 Exchange Rate 185373.6262 724526.8443 0.255854738 0.810681732 Crude Oil 1.836463405 1.694734305 1.083627497 0.33948071 df SS MS F Significance F Regression 5 95059.41044 19011.88209 1.7095763 0.311735221 Residual 4 44483.26076 11120.81519 Total 9 139542.6712
  • 9. IMPACT OF MACRO ECONOMIC VARIABLES ON STOCK MARKET VOLATILITY: A … Multidisciplinary Journal www.ajmrd.com Page | 21 It reveals that the dependent indicator stock market volatility has been found to be favorably associated with the interest rate, money supply, exchange rate and crude oil price variables, though adversely correlated with the inflation rate variable. It refers to a positive change in the variables interest rate, exchange rate, money supply and crude oil prices will lead to positive effect on stock market volatility and vice versa. While a negative variation for interest rate variable will led to a negative effect on stock market volatility and vice versa.The R square value of 0.68 means that 68% percent of the variation in stock market volatility is expressed by the set of independent variables.The value 0.311 is more than 0.05 here in this study and it indicates that there is no significant relationship between stock market fluctuations and independent factors.The above table demonstrates that there is no important association between the volatility of the stock market and all the selected macro-economic variables under study, as the P-value is greater than 0.05 for all the variables. IV. Conclusion The current research study observedand made an effort on how well the selected-macroeconomic variables are inter-related with the GCC stock market and to what extend these variables were affecting and resulting the volatility in GCC regions. This study objective was adopted different types of techniques namely, descriptive statistical analysis, correlation analysis, multiple regression analysis and ANOVA for the period of 2011 to 2020 in respect measuring the selected indicators namely, exchange rate, interest rate, money supply, inflation rate, crude oil and stock market volatility. The research also sets out the leveraging impact of the stock market towards macroeconomic variable, which indicates, that any unacceptable or bad news of macroeconomic variables will lead raises in the stock market volatility more. Therefore, the macroeconomic factors are a critical method to examine the effect of this on the capitalization of the stock exchange. In addition, further analysis is then required to investigate the other available macro-economic variables and to gather data for the short-term as this is because the research is exploring only long-term process effect of proving the findings of the previous author and discovering the results. According to our study, it became clear to us that each of the macroeconomic factors affect the stock market fluctuations in a different way, some of which affect positively, and others affect negatively. In addition to that, the percentage of positive and negative impact also varies. Some factors are strongly positively related to the fluctuations in the Gulf stock markets in some Gulf countries, and some are positively related, but more closely to the normal. While in some other Gulf countries, there are significant negative relationships between some macroeconomic variables and fluctuations in the stock market. The reactions of stock market to wards various macro-economic variables is differing from country to country under study. References [1]. Ghulam A., Usman B., Shouyang W., Gilney Z., And Muhammad I. (2019). The return and volatility nexus among stock market and macroeconomic fundamentals for China, 0378-4371 10 April 2019. [2]. Hamidah L H, and Wan Muhammed S. (2018), The relation between Macroeconomic Variables and Stock Market Capitalization in Malaysia, Volume 10, No.3; 2018. [3]. S. Baranidharan, N. Dhivya, RevFr.A. Alex (2018), Influence of Macroeconomic Variables on Bombay Stock Market Exchange,Volume 8, No 2, July-December 2018 pp. 67-77. [4]. Ihsan I, Mehboob A, and Raja J, (2018),Impact of Macroeconomic Variables on Stock Market Returns: A Case of Karachi Stock Exchange, 26 August 2018. [5]. Ihsan. K, Semra K (2017),Analysis of the Effects of the US Stock Market Returns and Exchange Rate Changes on Emerging Market Economies’ Stock Market Volatilities, vol. 7, no. 5, 2017, 75-101. [6]. S. Baranidharan and S.V (2016), The Effect of Macroeconomics and Financial Related Variables on Stock Market Capitalization of Global Growth Generator Countries, Volume 10 No. 1; (2016). [7]. Aigbovo. O and IZEKOR, Andrew. O (2015), The Impact of Macroeconomics Variables on Stock Market Indexes in Nigeria, Vol. 1 No 1, Sept 2015. [8]. Hunjra, A. I., Chani, M. I., Shahzad, M., Farooq, M., and Khan, K. (2014), The Impact of Macroeconomic Variables on Stock Prices in Pakistan, 2014, 2(1), 13-21. [9]. Zukerman. Z (2012), Empirical Evidence on the Relationship between Stock Market Volatility and Macroeconomics Volatility in Malaysia, Quarterly 2012, Vol. 4, No. 2, pp. 61-71. [10]. Tripathy, N. (2011), Forecasting Volatility of Indian Stock Market and Macroeconomics Variables, 4(09):225–238 (2011).