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EFFECT OF NATURAL CATASTROPHES ON STOCK PRICES: EVIDENCE FROM INDONESIA, MALAYSIA AND THAILAND .' KhoGeokHui Bachelor of Finance (Honours) 2012

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Page 1: EFFECT OF NATURAL CATASTROPHES ON STOCK PRICES: … of Natural Catastrophes On Stock Prices ; Evidence... · Kajian ini mengkaji kesan bencana alam pada pulangan saham finna yang

EFFECT OF NATURAL CATASTROPHES ON STOCK PRICES: EVIDENCE FROM INDONESIA, MALAYSIA AND THAILAND

.' KhoGeokHui

Bachelor of Finance (Honours) 2012

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Pusat Kbidmat Maklumllt Akademik UNlVERSlTl MALAVS ' W.

EFFECT OF NATURAL CATASTROPHES ON STOCK PRICES: EVIDENCE FROM INDONESIA, MALAYSIA AND THAILAND

P.KHIDMAT MAKLUMAT AKADEMIK

111111111 fli'filllllllill 1000245020

KHO GEOKHUI

This project is submitted in partial fulfillment of the requirements for the degree of Bachelor of Finance with Honours

Faculty of Economics and Business UNlVERSITI MALAYSIA SARA W AK

2012

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Statement of Originality

The work described in this Final Year Project, entitled "EFFECT OF NATURAL CATASTROPHES ON STOCK PRICES: EVIDENCE FROM INDONESIA, MALAYSIA AND THAILAND"

is to the best of the author's knowledge that of the author except where due reference is made.

~5.o~ . ~OI:L

Date submitted Kho Geok Hui

23752

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ABSTRACT

EFFECT OF NATURAL CATASTROPHES ON STOCK PRICES: EVIDENCE FROM INDONESIA, MALAYSIA AND THAILAND

By

Kho Geok Hui

This study examines the effect of natural catastrophes on the stock returns of

the firms listed in Indonesia, Malaysia, and Thailand stock exchange and operating

in automobile and parts, construction and material, food producers, technology

hardware and equipment, and travel"and leisure industry. This study only examines

the effect of natural catastrophes on the stock returns in the post-event. An event

study methodology has been employ in this study by adopted CAPM to estimate the

AR and CAAR for the event period. The result shows that, the effect of natural

catastrophes on stock prices is negative to the industries in Indonesia and Thailand.

Only industries in Malaysia had the positive to the natural catastrophes on stock •

prices. Overall, the finding indicates that natural catastrophes have effect to the stock

prices. In addition, the results seemed to indicate that the market in Malaysia is more

or less efficient except for few days and in Indonesia and Thailand market are

somewhat inefficient.

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I ABSTRAK

KESAN BENCANA ALAM KEPADA HARGA SAHAM: KETERANGAN DARI INDONESIA, MALAYSIA DAN THAILAND

Oleh

Kho Geok Hui

Kajian ini mengkaji kesan bencana alam pada pulangan saham finna yang

disenaraikan di Indonesia, Malaysia dan Thailand bursa saham yang beroperasi

dalam kereta dan bahan pergantian, pembinaan dan bahan, pengeluar makanan,

pelengkapan dan peralatan teknolog} dan pelancongan dan peranginan industri.

Kajian ini hanya mengkaji kesan bencana alam pada pulangan saham selepas

bencana alamo Kaedah kajian yang digunakan adalah kajian peristiwa dengan

menggunakan CAPM untuk menganggarkan AR dan CAAR untuk tempoh kajian

yang dikajikan. Keputusan kajian menunjukkan bahawa, kesan bencana alam telah

menyebabkan harga saham menunjukkan negatif daripada industri di Indonesia dan

Thailand. Hanya industri di Malaysia memponyai positif daripada bencana alam

pada harga saham. Secara keseluruhannya, kajian ini menunjukkan bahawa bencana

alam membawa kesan kepada harga saham. Di samping itu, keputusan kajian ini

menunjukkan bahawa kecekapan wujud dalam pasaran Malaysia kecuali beberapa

hari itu dan agak ketidakcekapan wujub di pasaran Indonesia dan Thailand.

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ACKNOWLEDGEMENT

First and foremost, I would like to thank my supervisor Professor Dr. Abu

Hassan bin Md Isa, whom had given me a great deal of advice, support,

encouragement, comment and criticisms to guide me finish this Final Year Project.

Without his constructive guidance and thoughtful comments at various stages of my

research, I would be much difficulty in doing this study.

In addition, I would like to thank my family members, course mate and

friends for their support, encouragement, and caring. Without them, it will be

impossible for me to finish this research. Besides that, directly or indirectly valuable

suggestion offered by my friends and course mate are greatly appreciated as well.

Last, I would like to thank all the UNIMAS Faculty of Economics and

Business (FEB) lecturers and administration staff who had helped me direct or

indirect to success this project.

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Pusat Khidmat Maklumat Akademik UNIVERSlTI MALAYSIA SARAWAK

TABLE OF CONTENTS

Page

LIST OF TABLES X-Xl

LIST OF FIGURES Xll

CHAPTER 1: INTRODUCTION 1-13

1.0 Introduction ....................... . . . .............. . .. '" ... .. . . ....... .

1.1 Natural Catastrophes ......... . ........... .. ................. . ...... ... 6

1.2 Stock Market . . . . .................... . ............. . , .. . ... . .. ... . ... ... 6

1.2.1 Indonesia Stock Exchange (IDX) .. ............. . ........... 6

1.2.2 Bursa Malaysia (KLSE) . .. . . . ... . . .......... . .. .. ........ . .. . 7

1.2.3 Stock Exchange of Thailand (SET) ..... . .......... .. .. . ..... 8

1.3 Problem Statement .. .......... .... ... . ....... . ........ .. . . ............. . 9

1.4 Objective of the Study .... ... ........... . ........... .. ............ . .. .. 11

1.4.1 General Objective ......... .. ........... .. ...... .. ... .. ........ 11

1.4.2 Specific Objectives ... . ............ ... ........... . ........... .. 11

1.5 Significance of the Study .. . ........ . ...... , ...................... .. .. 12

1.6 Scope of the Study ...... . ............ ... ....................... . .. . .... 13

1.7 Conclusion .............................................................. 13

.,

CHAPTER 2: LITERATURE REVIEW 14-28. 2.0 Introduction ......... ... ..................................... ... ........ 14

2.1 Natural Catastrophes ......... . ........... .. ........... . . . ......... .. ... 14

2.1.1 Natural Catastrophes and Stock Prices .......... .. ........ 14

2.1.2 Natural Catastrophes and Stock Market ...... .. .......... .17

2.1.3 Natural Catastrophes and Economic Impact. ......... . .... 20

Vll

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2.2 Man-made Disasters ............ . . . ........ ... ........ . ............. .22

2.2.1 Man-made Disasters and Stock Prices ............ . . . . ... .. 22

2.2.2 Man-made Disasters and Stock Market .. ..................25

2.3 Catastrophes . .............. ..................... . ........... . . . ... . .... 27

2.3.1 Catastrophes and Stock Prices ............................ .. .. 27

2.3.2 Catastrophes and Stock Market .... .. ................ .. ...... 27

2.4 Conclusion ... . ...... . .... , ............ . ................... . .. . ...........28

CHAPTER 3: RESEARCH METHODOLOGY 29-39

3.0 Introduction ....... . ..... . ......... .. ...................... .. ............29

3.1 Theoretical Framework ....... . ............ ... ..... . .......... ..... ....29

3.2 Hypotheses of the Study .. ........ .. ...................................31

3.3 Sampling Design ....... . .. .. . . .... .. ........ . ... . .......... . ..... ... ... . 32

3.4 Sources of Data .. . . . ......... .. . . .. ... ............... .... .......... .. ...34 .

3.5 Methodology ... . ........ ..... ............... .. .. ..... ......... ... .......35

3.6 Conclusion .. . .... .. ................ ... ......... .. ...... . ... . .............39

CHAPTER 4: EMPIRICAL RESULT AND DISCUSSIONS 40-76

4.0 Introduction...... .. ... .. ................................................ .40

4.1 EmpiIOical Results ............. . ......... . .. .... ......... . ..... . . . ...... .40

4.1 .1 Indonesia ... ......... ... ....... .. .. . .......... . ... . . . ..... .. ....... 41

4.1.1.1 Automobile and Parts Industry ........ .. .......... .41

4.1.1.2 Construction and Material Industry .. .......... .. ..43

4.1.1.3 Food Producers Industry .................... .... .... 45

4.1.1.4 Technology Hardware and Equipment Industry .. 47

4.1.1.5 Travel and Leisure ....................................49

Vlll

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4.1.2 Malaysia..... . . .. . . ........ . ........................... . ... . ........51

4.1.2.1 Automobile and Parts Industry ........ . . .. ......... 51

" 4.1.2.2 Construction and Material Industry ..... . ..........53

4.1.2.3 Food Producers Industry ................. . ..........55

4.1.2.4 Technology Hardware and Equipment Industry ..57

4.1.2.5 Travel and Leisure ................... . .. . .. .... .. ... ..59

4.1.3 Thailand ................. . ............................... . . . ... ... . . 61

4.1.3.1 Automobile and Parts Industry ......... ... ..... . ... 61

4.1.3.2 Construction and Material Industry .... . .......... 64

4.1.3 .3 Food Producers Industry .. .. .............. .. ..... . ... 67

4.1.3.4 Technology Hardware and Equipment Industry ..70

4.1.3.5 Travel and Leisure .. . ... .. .... . ........... . ..... . ..... 73

4.2 Conclusion .................. . .... .. .. . . .... . . . . ... ... . . ... . . . .. . ........ 76

CHAPTER 5: CONCLUSION AND RECOMMENDATIONS 77-82

5.0 Introduction .................... . ....... . .. . . . ...... . .... . . .. ............77

5.1 Summary of Finding ......... ... ... . .............. . .......... . .........77

5.2 Recommendation for Future Research .............................. 80

5.3 Policy Implication .................... . ................... . ............. 81

5.4 Limi.tation of the Study ........ .... .. ...... ..... . ......................82

REFERENCES 84- 87

APPENDIX

List of Sample from Indonesia, Malaysia and Thailand

IX

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LIST OF TABLES

Table 1: Types of Natural Catastrophes from Developing Countries ....... . ..... 2

Table 2: Type of Natural Catastrophes, Event date, Event window and Event ...33 days (trading days) based on Indonesia, Malaysia and Thailand

Table 3: Types Number of firms from each Industry and Country ................ 34

Table 4: Market Response Reaction ofAutomobile and Parts Industry .......... 42 to the Tsunami in Indonesia

Table 5: Market Response Reaction of Construction and Material ...... . ......... 44 Industry to the Tsunami in Indonesia

the Tsunami in Indonesia

Equipment Industry to the Tsunami in Indonesia

the Tsunami in Indonesia

the Flood in Malaysia

Industry to the Flood in Malaysia

Table 6: Market Response Reaction of Food Producers Industry to ............... 46

Table 7: Market Response Reaction ofTechnology Hardware and ............... 48

Table 8: Market Response Reaction ofTravel and Leisure Industry to ........... 50

Table 9: Market Response Reaction ofAutomobile and Parts Industry to ....... 52

Table 10: Market Response Reaction of Construction and Material ............... 54

,i

Table 11: Market Response Reaction of Food Producers Industry ................ 56 to the Flood in Malaysia

Table 12: Market Response Reaction ofTechnology Hardware ................... 58 and Equipment Industry to the Flood in Malaysia

Table 13: Market Response Reaction ofTravel and Leisure Industry ............ 60 to the Flood in Malaysia

Table 14: Market Response Reaction of Automobile and Parts Industry ........ 62 to the Flood in Thailand

x

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Table 15: Market Response Reaction of Construction and Material Industry ... 65 to the Flood in Thailand

Table 16: Market Response Reaction of Food Producers Industry to .~ ...........68 the Flood in Thailand

Table 17: Market Response Reaction ofTechnology Hardware and ..............71 Equipment Industry to the Flood in Thailand

Table 18: Market Response Reaction ofTravel and Leisure Industry ........ .... 74 to the Flood in Thailand

Table 19: Summary of the Effect of Natural Catastrophes to the Abnormal . ....78 Returns

Table 20: Summary of the Effect of Natural Catastrophes to the Cumulative ....78 Abnormal Returns

Table 21: Summary on Market Efficiency after the Event ......................... 80

Xl

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LIST OF FIGURES

Figure 1: Theoretical Model of the Effect ofNatural Catastrophes ............ ... 30 on Stock Prices for Indonesia, Malaysia and Thailand

Figures 2: Estimation period and event window ..................................... 36

, \oJ ••

Xll

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CHAPTER 1

INTRODUCTION

1.0 Introduction

In recent years, the natural catastrophes event happen frequently and

increasing. Natural catastrophes have huge impacts on human lives and environment,

there are such as floods, tsunami, earthquake, hurricane, tornado or volcanic eruption.

Public start concern to natural catastrophes because it happen continues and increase

harm to global economy. In 20 I 0, worldwide economic losses from natural

catastrophes and man-made disasters is USD 218 billion, there are triple more of

USD 68 billion in 2009 and increase 60% of USD 43 billion cost to the global

insurance industry than the previous year (Swiss Re, 2011).

On 11 March 2011, Japan hit by the most powerful earthquake in the history

with a 9.0 magnitude earthquake. From the event, Japan expected more than 100

billion of US dollars will loss in the financi<1l. This situation became worse when

nuclear crisis happen in the same time with the earthquake. Nuclear crisis happen in

Japan is the result from the powerful earthquake.

1

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Japan and China are the countries frequently happens natural events and

disasters in Asian. Japan and China are the most important economy in the world

after United States. When a catastrophe happens in this two country, it will effect to

the other countries economy. This situation happen in China will bring most effect to

other because China is the largest exporter of raw material. If the supply of raw

material cannot be maintained, it will increase the price of the raw material. Due to

the problem, cost of the product will also increase.

When the two giant of the financial central of Asia will be affected by the

natural catastrophes event, it will also bring the effect to the developing countries.

Many of the corporate firm from United State and Japan had build up their

manufacturing on developing countries such as Indonesia, Thailand, Malaysia,

Vietnam and Philippine. These is because the there have low cost man power, high

technical and lower cost of material cost which will help the corporate firm to reduce

the cost.

Table 1: Types of Natural Catastrophes from Developing Countries

Country Type of Natural

Catastrophes Event date

Indonesia Tsunami 26.12.2004

Malaysia Flood 19.01.2006

Thailand Flood 10.10.2011

Source: Wikipedia

2

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But recently, the phenomenon of natural catastrophes has also influence the

developing countries. On the end of July 2011, Thailand has affected by the worst

flooding in 50 years. This disaster as the world's fourth costliest disaster after the

2011 earthquake and tsunami in Japan, 1995 Kobe earthquake and Hurricane Katrina

in 2005 are estimate by The World Bank'. The flooding began around July 2011, and

continued into December 2011 with heavy monsoon rains and a series of tropical

storms. In this event, the total damages have reached 45 billion USD and more than

12.8 million of people are affected.

On the other hand, another disaster has happened on Malaysia. On 18

December 2006 to 13 January 2007, Malaysia has happen the worst floods in 30

years before on Johor due to the abnormal heavy rainfall from Tyhoon Utor. It has

cost billions of ringgit lose in the economy due to the lost in productivity, financial

10 ses and damaged of the infrastructure. In this event, there are at least of 118

people dead and 155 people missing.

Besides that, on 26 December 2004 a natural catastrophe had happen which

affected 12 countries, which is 2004 Indian Ocean earthquake. Indonesia is most

seriously affected and following by Sri Lanka, India and Thailand. This earthquake

happens on a magnitude 9.0 at the west coast of northern Sumatra, Indonesia. From

the event, more than 230,000 people are dead and millions of others are affected,

including the injured, missing or displaced.

3

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From the phenomena, investors and researchers view event is a risk which is

a factor that influences the asset perfonnance. In this study, natural catastrophes are '"

the event risk refers to uncertainty that arise from risky events which can affect the

asset prices. When Japan hit by the most powerful earthquake on 31 March 2011,

stock markets seem have responded to the event. A finn perfonnance can seem from

it stock market return from the stock market.

Natural catastrophes effect on the finn perfonnance can be seem direct and

indirectly damage. Direct damage cause from a catastrophe which is widespread and

the result can be seemed immediately in the affected area. Nonnally the direct

damage is the infrastructures and facilities those in the affected area. The

infrastructures and facilities are important to the local people and the business

activities at the area. Infrastructures' and facilities those are banks, supennarket,

hospital, restaurant, station, port and other. When it damage, most probably will

direct damage the convenience of the local people and the business activities cannot

be continue. Beside that's, if manufactories and fanning area affect by the

catastrophes, these will disruption the supply chain to the enterprise.

,:

Indirect damage cause from a catastrophe which is also widespread, but the

different is the result cannot be seemed immediately. Indirect damage nonnally exist

item of cost. The indirect costs are the loss from production, emergency response,

relief and clean-up (Worthington & Valadkhani, 2004). The cost of the production is

4

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Pusat Khidmat MakJumat AkadtruH.. UN1VERSm MALAYSIA SARAWAK

increase means that the cost of input is increasing and the firm needs more cost to

buy their input and may force them earn less.

There is growing number of literature that examined the natural catastrophes

or natural disasters event effect on the stock prices. For example, Shelor, Anderson

and Cross (1990) are the first study on the effect of natural catastrophes to the stock

prices. They had found there are statistically significant negative stock returns

affected most firms operating in the San Francisco area than those firm are not

located in that area when the natural disaster has happen. After that, it has continued

attracting the interest of academicians and researchers (Koerniadi, Krishnamurti, &

Tourani, 2011; Takao, Yoshizawa, Hsu & Yamasaki, 2011; Bolak & Suer, 2008).

There are more studies have produced for the man-made catastrophes than

natural catastrophes on stock prices. The study conducted by Cummins and Lewis

(2003) and Carter and Simkins (2004) in terrorist attack, Ferstl, Utz and Wimmer

(2011) for Japanese nuclear disaster, Kalra, Henderson and Raines (1995) Bhopal

disaster, Chen, Bin, and Chen (2005) the possible impact of various political and

Blancardyand Lagunaz (2010) chemical disaster.

In the context of the development countries, there are still lack of study in

investigated the effect of natural catastrophes on the stock prices. There is a study

from Koerniadi et al. (2011) which focus all the natural catastrophes in worldwide to

5

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the stock prices. Therefore, this paper plan to examine the reaction of the stock

prices on the developing country is affect by the natural catastrophes event. ,

1.1 Natural Catastrophes

Catastrophe is an event which happen extensive disaster and suddenly

(Dictionary. com, 2011). Catastrophe can also be described as a national economic

catastrophe or leading the world catastrophe. Catastrophe can be categories as

"natural catastrophe" and "man-made". According to Swiss Re (2011), natural forces

will cause a natural catastrophe event. This event normally will make a large number

of damage and losses which cover huge area. There are several types of natural

catastrophes includes floods, tsunami, earthquake, hurricane, tornado, volcanic

eruption and others.

1.2 Stock Market

1.2.1 Indonesia Stock Exchange (IDX)

The Indonesia Stock Exchange (IDX) or Indonesia Bursa Efek Indonesia

(BEl) is a stock exchange at Jakarta, Indonesia. Before 2007, it was known as

Jakarta Stock Exchange (JSX). After merger with Surabaya Stock Exchange (SSX)

on 2007 it name IDX. A combined market capitalization of $ 269.9 billion on 28

6

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June 2010 and 341 listed companies is belonging to lOX. When it comes to 2011,

the number of issuers at lOX increases to 425 and the market capitalization was $400 "

billion.

On 1912, lOX starts operate under the Dutch colonial government and after

closures during World War I and World II it had re-opened in 1977. When it

reopened, the exchange was under the management of the newly created Capital

Market Executive Agency, under the Ministry of Finance. Beside the development of

the Indonesia's financial markets and the private sector, the trading activity and the

market capitalization of JSX is growing. This was highlighted by a major bull run in

1990. When it was on 13 July 1992, Jakarta Exchange Inc. was the ownership of the

exchange after privatized.

1.2.2 Bursa Malaysia (KLSE)

The Bursa Malaysia previously known as Kuala Lumpur Stock Exchange

(KLSE). On ,.} 930, a formal organization was set up to dealing with securities in

Malaya that is Singapore Stockbrokers Association. After that, there was change to

register as the Malayan Stockbrokers' Association on 1937.

On 1960, the Malayan Stock Exchange was formed and officially formed was

at 1964. When come to year 1973, the Stock Exchange of Malaysia and Singapore

7

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was divided to Kuala Lumpur Stock Exchange Berhad (KLSEB) and the Stock

Exchange Singapore because of the currency interchange ability problems between

Malaysia and Singapore. On 14 December 1976, the Kuala Lumpur Stock Exchange

Berhad was taken over by the Kuala Lumpur Stock Exchange (KLSE) as a company

limited by guarantee. KLSE was renamed as Bursa Malaysia Berhad in 2004.

Bursa Malaysia consists of a Main Board, Second Board and the MESDAQ

which the market capitalization is MYR 700 billion (US$ 189 billion). Bursa

Malaysia was listed on the Main Board of Bursa Malaysia Securities Berhad with a

17% or RMO.50 premium over its retail price of RM3.00 on the date of 18 March

2005.

1.2.3 Stock Exchange of Thailand (SET)

The Stock Exchange of Thailand (SET) is the national stock exchange of

Thailand and located in Bangkok. 541 listed companies with a combined market

capitaiizatiofl of $ 280 billion on 31 Dece~ber 2007 are belonging to SET. SET

Index, SET50 Index and SETlOO Index are the indices of the stock exchange SET.

The modern Thai capital market developed in two stages. The first is

privately owned Bangkok Stock Exchange operated from 1962 to the early 1970s.

8

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The National Economic and Social Development Plan (1967-1971) recognized the

Securities Exchange of Thailand to mobilize funds to support industrialization and .. economic development is the second stage. The plan was the country's first officially

sanctioned, supervised and regulated orderly securities market

1.3 Problem Statement

Nowadays, natural catastrophes occur regularly which is

event. We cannot estimate that, when it will happen and prevent it.

an unavoidable

Because of the

unknown and uncertainty, there is a risk to the firm who had operated their business

to maximum the assets and capital. According Shelor et al. (1990), this information

is important to the firm located on th~ disaster area or high risk area.

Due to the awareness that the stock prices will be influence by the natural

catastrophes event and all the relevant news can affect the market efficiency. The

study from Worthington and Valadkhani (2004) states that bushfires, cyclones and

earthquakes 'have effect on market returns. ,They also found the effect from the

natural disasters to the capital market is depending on the type and the size of natural

disasters and the market will rebound in short time. But, Wang (2011) found natural

disasters will not impact on Japanese stock return.

9

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As more question arise from the event that, which particular firm have

speoific effect of the natural catastrophes. After an event has happen, there must

" have some firm has the higher loses or gain from the event. Bolak and Suer (2008)

examine the effect of Marmara earthquake on the stock prices of the firms operating

in the banking sector with the reason that the demand for cash will increase, which

will decrease the deposit of banks.

Besides that, the natural catastrophes not only occur on the develop countries

it often happen on developing countries too. Jayasuriya (2010) has study the direct

and indirect effects of the tsunami to the economics of the country. Low cost, low

man power price, lower costs of material which encourage the foreign investor go

into invest on developing countries. A problem has existed when the multinational

corporate and investor invest to the'country, how they are going to protect their

interest.

Most of the previous studies focus on the property-liability insurance

industry by Shelor et al. (1992) and impact of natural disasters on capital market in

Australia (Worthington & Valadkhani, 2004): Whereas there are numerous studies

examining the natural catastrophes, but there are still lacks of studies investigating

the natural catastrophes effect in across national stock prices and in developing

countries.

10

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1.4 Objective of the Study

The objective of this study can divided into general objective and specific

objectives as follow:

1.4.1 General Objective

The general objective of this study is to examine the natural catastrophes effect

on the stock prices for Indonesia, Malaysia and Thailand.

1.4.2 Specific Objectives

1.4.2.1 To determine the relationship between natural catastrophes and stock

prices of various industries in the three countries.

1.4.2.2 ..Examine market efficiency during the event of catastrophes by

studying the stock return (post- event).

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1.5 Significance of the Study

The significance of the study for this research is to help investors to reduce

their risk on the market and enrich awareness on the stock market. If natural

catastrophes effect on the stock prices, it evince that the market inefficiency and the

investor cannot gain abnormal rates of a return by predicting the stock prices.

This study also benefits those investors who want to invest on developing

countries. Natural catastrophes not only occur on the develop countries it often

happen on developing countries like Thailand, Vietnam, Indonesia, Cambodia, China

and so on. These developing countries are high potential market other that Europe

market to let the investors to gain profit.

On the other hand, this study may enrich awareness on the stock market. The

effect of natural catastrophes on stock market is important to the countries located at

special geographical or high risk area. So, hope from this study can provide and

improve the information about the effect of natpral catastrophes on stock return.

Moreover, this study is important to the policy maker. A policy maker can be

a decision in term of government or in business. The policy can describe as a

practice or rule to guide decisions and achieve the objective. Policy maker must

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