THE IMPACT OF INVESTMENT REGULATION ON THE PERFORMANCE OF PRIVATE PENSION FUNDS IN JAMAICA. Leonie Anderson-Neita. University of the West Indies, Mona

Size: px
Start display at page:

Download "THE IMPACT OF INVESTMENT REGULATION ON THE PERFORMANCE OF PRIVATE PENSION FUNDS IN JAMAICA. Leonie Anderson-Neita. University of the West Indies, Mona"

Transcription

1 62 THE IMPACT OF INVESTMENT REGULATION ON THE PERFORMANCE OF PRIVATE PENSION FUNDS IN JAMAICA Leonie Anderson-Neita University of the West Indies, Mona June, 2012 Abstract This paper answers the question of whether investment regulations compromise the performance of private pension funds in Jamaica. The Jamaican case is an area lacking research on this particular topic. Most empirical literature in this area place their focus on Latin American Countries. The main finding of this paper is that even though the regulations to some extent safeguard the assets of pension funds and secure the retirement benefits to be enjoyed by members, they tend to place a limit on the potential earnings of pension funds, which could yield even a much greater benefit for members. The performance of the funds becomes particularly important for members in Defined Contribution Plans in which members accept the risks, unlike a Defined Benefit Plan, in which the members are guaranteed a particular pension benefit irrespective of the performance of the pension fund. JEL Classifications: G23, G11, G18. Key Words: Pension Funds, Interest Rates, Regulation, Fixed Income Securities, Stock Market. 1. Introduction. A Pension Plan is a Trust established in order to provide post retirement income for its members. Decisions relating to the plan are made by a Board of Trustees. Trustees are usually appointed by both the Sponsor and the members of the Plan. Two types of pension plans are Defined Benefit and Defined Contributions. In a Defined Benefit arrangement, the retirement pension a member receives is guaranteed. Therefore, irrespective of the performance of the various Funds, a member s pension is defined (for example, annual pension = 2% X average salary over the last three years prior to retirement X years of membership in the plan). As such, the sponsor accepts all investment risks.

2 63 On the other hand, in a Defined Contribution plan, retirement benefit is not guaranteed by a formula. The member and the sponsor contribute a fixed percentage of the member s salary on a monthly basis. The amount contributed is invested into the various funds subject to investment limits. At retirement, the accumulated contributions of the sponsor and the member are used to purchase an annuity (the respective purchase rates are determined by an Actuary), payable for the lifetime of the member. The amount available to purchase a retirement pension in a Defined Contribution plan is therefore dependent on the investment performance of the various funds. During the last decade, a consensus has been reached about the need to devise solutions for the looming old-age crisis (Dowers, Fassina, Pettinato 2001). There are two sets of phenomena that drive this situation: on one hand is the gradual decrease in the share of the working population which is caused by a mix of declining fertility and increasing life expectancy; on the other, is the widespread mismanagement and/or lack thereof on the part of the majority in effectively saving for retirement. It is expected that by 2025, nearly fifteen percent (15%) of the world population will be over 60 years of age. With increasing life expectancy, the population of developing countries like Jamaica is aging much faster than that of developed countries. It is expected that by 2030, 80% of the total elderly population will reside in developing countries. The Jamaican Case Until September 2004, private pension funds in Jamaica were not formally regulated. Approval of private pension funds was granted by the Commissioner of Taxpayer Audit and Assessment. The income tax act which was born in 1954 provided a significant tax benefit for contributors towards pension funds. Pension deductions are made from salaries prior to the deduction of income tax. Also, investment returns for pension fund are exempted from tax, hence the need to be somewhat overseen by the Commissioner of Taxpayer Audit and Assessment. In September 2004, the Pensions (Superannuation Funds and Retirement Schemes) Act, was passed. The Financial Services Commission was now given the mandate of regulating private pension funds in Jamaica. Supporting regulations were passed in March This first phase of regulation focused on three areas:

3 64 1. Registration, Licensing and Reporting 2. Governance 3. Investment Regulation. The Pensions, (Superannuation Funds and Retirement Schemes) (Investment) Regulations, 2006 are: 1. Limits on investments allowed Maximum of 20% of pension funds to be invested in foreign currency The inability of funds to hold or purchase any combination of investments in property or security of any one person or associate of that person exceeding 5% of the fair value of the assets of the fund. The inability of a fund to acquire, hold or invest in mortgages for properties located outside of Jamaica. A fund may only invest in ordinary shares listed on a recognized stock exchange of Jamaica or a recognized stock exchange of Canada, the United States of America and the United Kingdom. 2. Regulation of pension funds performance Investment transactions shall be undertaken at arm s length and at rates or prices comparable to those available in the market for similar investment transactions. My focus for this paper will be the impact of the investment regulation on the investment performance of pension funds in Jamaica. Whereas the regulation of private pension fund was needed in Jamaica, we cannot overemphasize the fact that the many limitations placed on pension funds may have compromised their performance. If the funds are to be built up enough to maximize the retirement benefit of their members, we have to be careful not to put too many limits on their capabilities to do just that. 2. Literature Review Srinivas and Yermo (1997) assessed the impact of regulatory regimes on the market performance of private pension funds in Latin American Countries (LAC) that have undertaken reforms of their pension systems. They focused, in particular, on the effects of draconian regulations, a set of rules on the industry s structure, investment regime and performance. The paper developed an intuitive analytical methodology for

4 65 benchmarking performance in defined contribution systems. Expected replacement rates for workers of different demographic characteristics were calculated based on historical rates of return of pension funds and alternative investments. It was shown that the poor past performance of the Chilean pension funds relative to market alternatives will create significant differences between the expected replacement rates of the pension system and the replacement rates that could have been expected under a more liberal investment regime. The following conclusions were made: 1. While the rules have achieved their basic objectives of safeguarding workers retirement savings from financial systems that lack transparency and solidity, the rules are not without costs. They create distortions in asset management, limit opportunities for diversification, and, as a consequence, hamper the performance of pension funds. 2. The existing regulatory regimes should be liberalized as soon as possible to allow pension fund investments in a wide array of financial instruments, and that regulations should require evaluation of pension fund performance against market benchmarks as opposed to exclusive focus on comparison with industry average. According to Vittas (1998) and Queisser (1998) The main adverse effect of performance regulation is to exacerbate herding behavior with small fund managers behaving like Stackelberg Followers (Tirole, 1988), choosing portfolios similar to larger funds, which have greater weight in the industry average return. 3. Data Data on net annual return of twenty private pension funds in Jamaica for the period 1997 to 2007 was obtained from a Pension Fund Manager and Administrator in Jamaica. The annual returns for the selected pension funds were obtained prior to 2006 (the effective date of the investment regulation) and subsequent to the effective date of investment regulation. Information on the Benchmark used for the different asset classes were also obtained from the annual report of the Pension Fund Manager. Demographic information such as age and sex was obtained for the active members of the funds examined. Similar studies in the area such as Srinivas and Yermo (1999) use gross monthly returns by a number of fund managers from the inception of each regulation until May They focused on three countries, Argentina, Chile and Peru, as opposed to one country used in this study.

5 66 4. Methodology The Investment Manager has two types of Investment Funds, the Self Directed Fund and a Pooled Fund. For the purpose of this paper, focus is placed on the Pooled Investment Fund. The Pooled Fund consists of the following asset classes: 1. Equity Fund - This fund invests in listed securities on the local and recognized regional exchanges (Barbados and Trinidad). The stocks that make up this fund are diversified across the insurance, manufacturing, finance, trading, communications and conglomerate sectors. 2. Fixed Income Fund - This fund invests mainly in Government of Jamaica (GOJ) Local Registered Stocks, Global Bonds and US Dollar Indexed Bonds and Repos. 67% of the instruments are fixed rate and 33% variable rate. 3. Mortgage and Real Estate Fund - This fund invests in hotels, commercial and warehousing properties, retail complexes and mortgage loans. 4. Foreign Currency Fund - This fund invests mainly in GOJ US and Euro dollar denominated fixed income instruments. 5. Money Market Fund - This fund invests in GOJ fixed income instruments with average tenure not exceeding two years. 6. Diversified Investment Fund - This is a balanced fund which invests in listed equities, GOJ securities, Corporate Bonds and Real Estate. An examination of the demographic characteristic of the selected pension plans was done and the number of years to retirement for each member calculated (using a retirement age of 65 years for males and females). This was done in order to determine the liability profile of the plans. The percentage of the combined Net Asset Value (NAV) of the selected pension funds that was invested in the various asset classes (equity, fixed income, foreign currency etc.) in the Pooled Investment Fund was then analyzed in order to determine if the fund allocation matches the liability profile of the plans. In determining the impact of the investment restrictions on the performance (measured in terms of the average annual return over the period of study) of these pension plans, two tests were conducted:

6 67 1. The average return earned by the pension funds from investments in the various asset classes over the period 1997 to 2005 (prior to the investment regulation) was compared with the average returns across the funds for 2006 and 2007 (after the effective date of the regulation). This is to determine if the annual returns deteriorated after the implementation of the investment regulation. 2. A Panel Model with fixed effects was used, since the data consists of a combination of cross section and time series data. Let M= Number of units (In this case the 20 pension funds to be assessed). Suppose that the data set consists of time series observed at n time moments (t= 1,.,n), since the analysis covers a ten (10) year period, n= 10. The dependent variable Y it = the average annual returns. The explanatory variable is the investment restriction placed on the pension fund. Restrictions are given the value 0 for periods prior to 2006 and 1 for periods after. The assumption is that the marginal effects of the explanatory variables on the dependent variable are the same for all plans, hence the restriction of the slope, γ i = γ. In order to account for the differences between the pension funds, for example, the investment knowledge of Trustees or how proactive Trustees are in overseeing the performance of the Funds, α i is allowed to vary. It is also assumed that ε it is homoskedastic and uncorrelated, both overtime and across pension funds. The model will therefore be: Y it = α i + x it γ + ε it Attempts are then made to answer the following questions: 1. What is the impact of the investment restrictions on the average annual return of the pension funds over the period? 2. Is the impact of investment restrictions significant? 3. Have the funds outperformed the market benchmark on a risk adjusted basis? 4. Is the performance of private pension funds compromised by the investment regulations in Jamaica?

7 68 5. Estimation Results and Analysis Based on the age distribution of the pension funds shown in Figures 1 and 2, a minimum of 4% of the members will retire within the next five years and approximately 50% will retire within the next 25 to 35 years. Based on this result, there is a fairly young membership in the plans examined. They can therefore tolerate some amount of risk. The equity and mortgage and real estate funds are considered to be the more risky of the funds that make up the Pooled Investment Fund. Figure 1 shows the percentage of the pension funds invested in the various asset classes. From examining Figure 3, approximately 30% of the funds under management are invested in equities, 30% in fixed income, 20% in mortgage and real estate, 6% in money market and 8% in the foreign currency and balanced funds. This distribution of the funds is in line with the age distribution, hence matches the liability profile of the funds. Since about 50% of the membership will retire within the next 25 to 30 years, having 30% of the fund values invested in equities and fixed income is essential. This is because they are both of a long term nature and younger members are able to tolerate the risk, brought about by the equity fund. Figure 1 AGE DISTRIBUTION 30% 4% 6% 9% % Over 30 21% 16%

8 69 Figure 2 AGE TO RETIREMENT NUMBER Over 30 YEARS TO RETIREMENT Figure 3 DISTRIBUTION OF POOLED PENSION INVESTMENT FUND 8% 8% 30% 6% 19% EQUITY FIXED INCOME MORT. & REAL ESTATES MONEY MARKET FOREIGN CURRENCY BALANCED FUND 29%

9 70 Figures 4 and 5 show that even though equity is very volatile, it does not only outperform the other funds over the long term but also inflation (measured by the CPI). Outperforming inflation is a major goal of pension fund Managers, since the retirement benefit of members must be preserved. Figure 1 shows that only 4% of members will retire within the next 5 years and 6% in the next 10 years. The money market fund provides liquidity for the fund, therefore, 6% of the value of the funds is invested in the money market fund. This is an adequate amount in order to meet the short term obligation. Figure 4 FIVE YEAR FUND PERFORMANCE 35% 30% 25% 20% 15% 10% 5% 0% Equity Fixed Income Mort. & RE Foreign Currency DIF CPI Figure YEAR PERFORMANCE CPI Mort. & RE Fixed Income Equity 0% 5% 10% 15% 20% 25% 30%

10 71 Result 1 - Comparison of Average Returns Before and After Effective Date of the Regulation Figure 6 shows the average returns of the Pooled Investment Fund prior to the implementation of the investment regulation and the average returns of the Benchmark over the period. Figure 7 shows the average returns of the Pooled Investment Fund and the corresponding benchmark performance since the implementation of the regulation. Firstly, the foreign currency fund averaged 21% in the pre regulation period and 16% in the post regulation period. The returns of the benchmark (10 year GOJ Global Bond Yield) for both periods were 14% and 13% respectively. On the other hand, the equity fund averaged 32% in the pre-regulation period compared to 8% in the post regulation period. The average returns of the benchmark for the equity fund (the Jamaica Stock Exchange main index) for both periods were 18% and -2% respectively. Mortgage and Real Estate Fund averaged 22% in the pre-regulation period compared to 17% in the post-retirement period. The benchmark (inflation) for the periods averaged 22% and 13% respectively. The fixed income fund averaged 18% in the preregulation period compared to 15% in the post retirement period. From the empirical evidence above, it can be clearly seen that all the funds yielded a much higher return in periods prior to the imposition of the investment regulation that after its implementation. It is also worth pointing out that all the funds outperformed their respective benchmarks both before the implementation of the investment regulation and after its implementation. Figure 6 Performance of Pension funds Relative to Benchmark ( Pre Regulation) Average Returns 35% 30% 25% 20% 15% 10% 5% 0% EQUITY FIXED INCOME MORT. &RE FOREIGN XC AVERAGE RETURNS 1997 TO 2005 BENCHMARK

11 72 Figure 7 Performance of Pension Funds Relative to Benckmark to 2007 (Post Regulation) 20% Average Returns 15% 10% 5% 0% -5% EQUITY FIXED INCOME MORT. &RE FOREIGN XC MONEY MARKET AVERAGE RETURN 2006 TO 2007 BENCHMARK Result 2 - Panel Model Estimated Annual Return Equation: Annual Return = Investment Standard Independent Variables Coefficient Error t Statistic Pvalue Constant Investment Restriction R-squared S.E. of Regression From the panel regression results, If gross investment restriction is set to zero, the Annual Return = There is a negative correlation between investment restrictions and annual returns of the pension fund. T-Statistic This is the ratio of the estimated coefficient to its standard error.

12 73 Ho: β=0 H 1 : β 0 At the 5% level of significance, there is strong evidence to conclude that the estimated coefficient of investment is significantly different from 0. Therefore, we reject the null. P Value At the 5% level of significance(α) the P value is <.05- statistically significant- reject the null of a zero coefficient for Investment Restriction. R-squared This measures the success of the regression in predicting the independent variable. It is the fraction of the variance of the dependent variable, explained by the independent variables % of the variation in Annual Return is accounted for by the model. 5. Conclusion From the results above, it is clear that investment restrictions have a negative impact on the performance of the pension funds holding all other factors constant. Whereas this information may prove meaningful, the regulation was implemented in 2006 and there were a few events that could have triggered such a result. A few examples include the poor performance of the stock market in 2005 into 2006, hurricane Dean in August 2007 and the rise in interest rates in the post regulation period. The rise in interest rates will particularly affect the performance of the fixed income fund due to the reduction in the value of the bonds. Despite that fact, it cannot be overemphasized that strict investment regulations compromise the performance of pension funds. Therefore, in answering the questions above: 1. Investment restrictions adversely affect the performance of private pension funds in Jamaica. 2. Despite the restrictions, pension funds have out-performed market benchmarks. 3. The cap of 20% of investment in foreign currency should be removed and funds be allowed to invest in properties overseas, once there is a creditable property management company.

13 74 REFERENCES D Arista, Jane, (2006). The implication of aging for the structure and stability of financial markets. 2006:1-30 Dowers, Kenroy, Stefano Fassina and Stefano Pettinato. Pension reform in small emerging economies, issues and challenges. 2001: 1-34 Heij, Christiaan, Paul De Boer, Philip Franses, Teun Kloek and Herman Van Dijk. Econometric Methods with Application in Business and Economics. New york: Oxford University Press, 2004 Srinivas, P.S. and Juan Yermo. Do Investment Regulations Compromise Pension Fund Performance? Evidence from Latin America. (1999):1-54 Srinivas, P.S., Edward Whitehouse and Juan Yermo. Regulating Private Pension Funds Structure, performance and investments: cross country evidence, Pension Reform Primer series Social Protection Discussion Paper, World Bank, forthcoming. (2000) Vittas, D. Regulation controversies of private pension funds, Policy Research Working Paper no.1791, World Bank. (1998) World Bank. Averting the Old Age Crisis. World Bank Policy Research Report. New York Oxford University Press Inc. (1994) Appendix 1: DATA SOURCES 1. Financial Services Commission Life of Jamaica (Now, Sagicor Jamaica ) Limited: Largest Investment Manager for Pension Funds 3. Employee Benefits Administrator Limited (Subsidiary of Life of Jamaica Limited)- Pension Fund Administrator

14 75 Appendix 2: FIXED EFFECTS- RESULT Dependent Variable: ANNUALRETURN Method: Panel Least Squares Date: 04/21/08 Time: 15:40 Sample: Cross-sections included: 20 Total panel (balanced) observations: 220 Variable Coefficient Std. Error t-statistic Prob. C RESTRICTION Effects Specification Cross-section fixed (dummy variables) Period fixed (dummy variables) R-squared Mean dependent var Adjusted R-squared S.D. dependent var S.E. of regression Akaike info criterion Sum squared resid Schwarz criterion Log likelihood F-statistic Durbin-Watson stat Prob(F-statistic)

Openness and Inflation

Openness and Inflation Openness and Inflation Based on David Romer s Paper Openness and Inflation: Theory and Evidence ECON 5341 Vinko Kaurin Introduction Link between openness and inflation explored Basic OLS model: y = β 0

More information

Exchange Rate and Economic Performance - A Comparative Study of Developed and Developing Countries

Exchange Rate and Economic Performance - A Comparative Study of Developed and Developing Countries IOSR Journal of Business and Management (IOSR-JBM) e-issn: 2278-487X. Volume 8, Issue 1 (Jan. - Feb. 2013), PP 116-121 Exchange Rate and Economic Performance - A Comparative Study of Developed and Developing

More information

THE IMPACT OF BANKING RISKS ON THE CAPITAL OF COMMERCIAL BANKS IN LIBYA

THE IMPACT OF BANKING RISKS ON THE CAPITAL OF COMMERCIAL BANKS IN LIBYA THE IMPACT OF BANKING RISKS ON THE CAPITAL OF COMMERCIAL BANKS IN LIBYA Azeddin ARAB Kastamonu University, Turkey, Institute for Social Sciences, Department of Business Abstract: The objective of this

More information

Hasil Common Effect Model

Hasil Common Effect Model Hasil Common Effect Model Date: 05/11/18 Time: 06:20 C 21.16046 1.733410 12.20742 0.0000 IPM -25.74125 2.841429-9.059263 0.0000 FDI 9.11E-11 1.96E-11 4.654743 0.0000 X 0.044150 0.021606 2.043430 0.0425

More information

Fall 2004 Social Sciences 7418 University of Wisconsin-Madison Problem Set 5 Answers

Fall 2004 Social Sciences 7418 University of Wisconsin-Madison Problem Set 5 Answers Economics 310 Menzie D. Chinn Fall 2004 Social Sciences 7418 University of Wisconsin-Madison Problem Set 5 Answers This problem set is due in lecture on Wednesday, December 15th. No late problem sets will

More information

9. Assessing the impact of the credit guarantee fund for SMEs in the field of agriculture - The case of Hungary

9. Assessing the impact of the credit guarantee fund for SMEs in the field of agriculture - The case of Hungary Lengyel I. Vas Zs. (eds) 2016: Economics and Management of Global Value Chains. University of Szeged, Doctoral School in Economics, Szeged, pp. 143 154. 9. Assessing the impact of the credit guarantee

More information

Notes on the Treasury Yield Curve Forecasts. October Kara Naccarelli

Notes on the Treasury Yield Curve Forecasts. October Kara Naccarelli Notes on the Treasury Yield Curve Forecasts October 2017 Kara Naccarelli Moody s Analytics has updated its forecast equations for the Treasury yield curve. The revised equations are the Treasury yields

More information

The relation between financial development and economic growth in Romania

The relation between financial development and economic growth in Romania 2 nd Central European Conference in Regional Science CERS, 2007 719 The relation between financial development and economic growth in Romania GABRIELA MIHALCA Department of Statistics and Mathematics Babes-Bolyai

More information

The Impact of Credit Risk Management in the Profitability of Albanian Commercial Banks During the Period

The Impact of Credit Risk Management in the Profitability of Albanian Commercial Banks During the Period European Journal of Sustainable Development (2016), 5, 3, 445-452 ISSN: 2239-5938 Doi: 10.14207/ejsd.2016.v5n3p445 The Impact of Credit Risk Management in the Profitability of Albanian Commercial Banks

More information

Bi-Variate Causality between States per Capita Income and State Public Expenditure An Experience of Gujarat State Economic System

Bi-Variate Causality between States per Capita Income and State Public Expenditure An Experience of Gujarat State Economic System IOSR Journal of Business and Management (IOSR-JBM) e-issn: 2278-487X.Volume 8, Issue 5 (Mar. - Apr. 2013), PP 18-22 Bi-Variate Causality between States per Capita Income and State Public Expenditure An

More information

Monetary Economics Portfolios Risk and Returns Diversification and Risk Factors Gerald P. Dwyer Fall 2015

Monetary Economics Portfolios Risk and Returns Diversification and Risk Factors Gerald P. Dwyer Fall 2015 Monetary Economics Portfolios Risk and Returns Diversification and Risk Factors Gerald P. Dwyer Fall 2015 Reading Chapters 11 13, not Appendices Chapter 11 Skip 11.2 Mean variance optimization in practice

More information

Appendixes Appendix 1 Data of Dependent Variables and Independent Variables Period

Appendixes Appendix 1 Data of Dependent Variables and Independent Variables Period Appendixes Appendix 1 Data of Dependent Variables and Independent Variables Period 1-15 1 ROA INF KURS FG January 1,3,7 9 -,19 February 1,79,5 95 3,1 March 1,3,7 91,95 April 1,79,1 919,71 May 1,99,7 955

More information

Per Capita Housing Starts: Forecasting and the Effects of Interest Rate

Per Capita Housing Starts: Forecasting and the Effects of Interest Rate 1 David I. Goodman The University of Idaho Economics 351 Professor Ismail H. Genc March 13th, 2003 Per Capita Housing Starts: Forecasting and the Effects of Interest Rate Abstract This study examines the

More information

FBBABLLR1CBQ_US Commercial Banks: Assets - Bank Credit - Loans and Leases - Residential Real Estate (Bil, $, SA)

FBBABLLR1CBQ_US Commercial Banks: Assets - Bank Credit - Loans and Leases - Residential Real Estate (Bil, $, SA) Notes on new forecast variables November 2018 Loc Quach Moody s Analytics added 11 new U.S. variables to its global model in November. The variables pertain mostly to bank balance sheets and delinquency

More information

Appendix. Table A.1 (Part A) The Author(s) 2015 G. Chakrabarti and C. Sen, Green Investing, SpringerBriefs in Finance, DOI /

Appendix. Table A.1 (Part A) The Author(s) 2015 G. Chakrabarti and C. Sen, Green Investing, SpringerBriefs in Finance, DOI / Appendix Table A.1 (Part A) Dependent variable: probability of crisis (own) Method: ML binary probit (quadratic hill climbing) Included observations: 47 after adjustments Convergence achieved after 6 iterations

More information

THE IMPACT OF OIL REVENUES ON BUDGET DEFICIT IN SELECTED OIL COUNTRIES

THE IMPACT OF OIL REVENUES ON BUDGET DEFICIT IN SELECTED OIL COUNTRIES THE IMPACT OF OIL REVENUES ON BUDGET DEFICIT IN SELECTED OIL COUNTRIES Mohammadreza Monjazeb, Arezoo Choghayi and Masumeh Rezaee Economic department, University of Economic Sciences Abstract The purpose

More information

Empirical Analysis of Private Investments: The Case of Pakistan

Empirical Analysis of Private Investments: The Case of Pakistan 2011 International Conference on Sociality and Economics Development IPEDR vol.10 (2011) (2011) IACSIT Press, Singapore Empirical Analysis of Private Investments: The Case of Pakistan Dr. Asma Salman 1

More information

Economics 442 Macroeconomic Policy (Spring 2015) 3/23/2015. Instructor: Prof. Menzie Chinn UW Madison

Economics 442 Macroeconomic Policy (Spring 2015) 3/23/2015. Instructor: Prof. Menzie Chinn UW Madison Economics 442 Macroeconomic Policy (Spring 2015) 3/23/2015 Instructor: Prof. Menzie Chinn UW Madison Outline Models of Investment Assessment Uncertainty http://www.bostonfed.org/economic/neer/neer2001/neer201a.pdf

More information

Muhammad Nasir SHARIF 1 Kashif HAMID 2 Muhammad Usman KHURRAM 3 Muhammad ZULFIQAR 4 1

Muhammad Nasir SHARIF 1 Kashif HAMID 2 Muhammad Usman KHURRAM 3 Muhammad ZULFIQAR 4 1 Vol. 6, No. 4, October 2016, pp. 287 300 E-ISSN: 2225-8329, P-ISSN: 2308-0337 2016 HRMARS www.hrmars.com Factors Effecting Systematic Risk in Isolation vs. Pooled Estimation: Empirical Evidence from Banking,

More information

THE FACTORS OF THE CAPITAL STRUCTURE IN EASTERN EUROPE PAUL GABRIEL MICLĂUŞ, RADU LUPU, ŞTEFAN UNGUREANU

THE FACTORS OF THE CAPITAL STRUCTURE IN EASTERN EUROPE PAUL GABRIEL MICLĂUŞ, RADU LUPU, ŞTEFAN UNGUREANU THE FACTORS OF THE CAPITAL STRUCTURE IN EASTERN EUROPE PAUL GABRIEL MICLĂUŞ, RADU LUPU, ŞTEFAN UNGUREANU 432 Paul Gabriel MICLĂUŞ Radu LUPU Ştefan UNGUREANU Academia de Studii Economice, Bucureşti Key

More information

Analysis of the Influence of the Annualized Rate of Rentability on the Unit Value of the Net Assets of the Private Administered Pension Fund NN

Analysis of the Influence of the Annualized Rate of Rentability on the Unit Value of the Net Assets of the Private Administered Pension Fund NN Year XVIII No. 20/2018 175 Analysis of the Influence of the Annualized Rate of Rentability on the Unit Value of the Net Assets of the Private Administered Pension Fund NN Constantin DURAC 1 1 University

More information

23571 Introductory Econometrics Assignment B (Spring 2017)

23571 Introductory Econometrics Assignment B (Spring 2017) 23571 Introductory Econometrics Assignment B (Spring 2017) You must attach the coversheet to your answers. Read the instructions on the coversheet. Try to keep your answers short and clear. This assignment

More information

Export and Import Regressions on 2009Q1 preliminary release data Menzie Chinn, 23 June 2009 ( )

Export and Import Regressions on 2009Q1 preliminary release data Menzie Chinn, 23 June 2009 ( ) Export and Import Regressions on 2009Q1 preliminary release data Menzie Chinn, 23 June 2009 ( mchinn@lafollette.wisc.edu ) EXPORTS Nonagricultural real exports, regressand; Real Fed dollar broad index

More information

Brief Sketch of Solutions: Tutorial 2. 2) graphs. 3) unit root tests

Brief Sketch of Solutions: Tutorial 2. 2) graphs. 3) unit root tests Brief Sketch of Solutions: Tutorial 2 2) graphs LJAPAN DJAPAN 5.2.12 5.0.08 4.8.04 4.6.00 4.4 -.04 4.2 -.08 4.0 01 02 03 04 05 06 07 08 09 -.12 01 02 03 04 05 06 07 08 09 LUSA DUSA 7.4.12 7.3 7.2.08 7.1.04

More information

Brief Sketch of Solutions: Tutorial 1. 2) descriptive statistics and correlogram. Series: LGCSI Sample 12/31/ /11/2009 Observations 2596

Brief Sketch of Solutions: Tutorial 1. 2) descriptive statistics and correlogram. Series: LGCSI Sample 12/31/ /11/2009 Observations 2596 Brief Sketch of Solutions: Tutorial 1 2) descriptive statistics and correlogram 240 200 160 120 80 40 0 4.8 5.0 5.2 5.4 5.6 5.8 6.0 6.2 Series: LGCSI Sample 12/31/1999 12/11/2009 Observations 2596 Mean

More information

Tand the performance of the Nigerian economy; for the period (1990-

Tand the performance of the Nigerian economy; for the period (1990- International Journal of Advanced Research in Statistics, Management and Finance IJARSMF ISSN Hard Print: 2315-8409 ISSN Online: 2354-1644 Vol. 5, No. 1 July, 2017 Exchange Rate Fluctuations and the Performance

More information

Forecasting the Philippine Stock Exchange Index using Time Series Analysis Box-Jenkins

Forecasting the Philippine Stock Exchange Index using Time Series Analysis Box-Jenkins EUROPEAN ACADEMIC RESEARCH Vol. III, Issue 3/ June 2015 ISSN 2286-4822 www.euacademic.org Impact Factor: 3.4546 (UIF) DRJI Value: 5.9 (B+) Forecasting the Philippine Stock Exchange Index using Time HERO

More information

COTTON: PHYSICAL PRICES BECOMING MORE RESPONSIVE TO FUTURES PRICES0F

COTTON: PHYSICAL PRICES BECOMING MORE RESPONSIVE TO FUTURES PRICES0F INTERNATIONAL COTTON ADVISORY COMMITTEE 1629 K Street NW, Suite 702, Washington DC 20006 USA Telephone +1-202-463-6660 Fax +1-202-463-6950 email secretariat@icac.org COTTON: PHYSICAL PRICES BECOMING 1

More information

Econometric Models for the Analysis of Financial Portfolios

Econometric Models for the Analysis of Financial Portfolios Econometric Models for the Analysis of Financial Portfolios Professor Gabriela Victoria ANGHELACHE, Ph.D. Academy of Economic Studies Bucharest Professor Constantin ANGHELACHE, Ph.D. Artifex University

More information

Balance of payments and policies that affects its positioning in Nigeria

Balance of payments and policies that affects its positioning in Nigeria MPRA Munich Personal RePEc Archive Balance of payments and policies that affects its positioning in Nigeria Anulika Azubike Nnamdi Azikiwe University, Awka, Anambra State, Nigeria. 1 November 2016 Online

More information

POLYTECHNIC OF NAMIBIA SCHOOL OF MANAGEMENT SCIENCES DEPARTMENT OF ACCOUNTING, ECONOMICS AND FINANCE ECONOMETRICS. Mr.

POLYTECHNIC OF NAMIBIA SCHOOL OF MANAGEMENT SCIENCES DEPARTMENT OF ACCOUNTING, ECONOMICS AND FINANCE ECONOMETRICS. Mr. POLYTECHNIC OF NAMIBIA SCHOOL OF MANAGEMENT SCIENCES DEPARTMENT OF ACCOUNTING, ECONOMICS AND FINANCE COURSE: COURSE CODE: ECONOMETRICS ECM 312S DATE: NOVEMBER 2014 MARKS: 100 TIME: 3 HOURS NOVEMBER EXAMINATION:

More information

Supplementary Materials for

Supplementary Materials for www.sciencemag.org/content/344/6186/851/suppl/dc1 Supplementary Materials for Income Inequality in the Developing World Martin Ravallion This PDF file includes: Fig. S1 Tables S1 to S4 E-mail: mr1185@georgetown.edu

More information

LAMPIRAN 1. Retribusi (ribu Rp)

LAMPIRAN 1. Retribusi (ribu Rp) LAMPIRAN 1 Kabupaten Kulonprogo Bantul Gunung Kidul Tahun Retribusi (ribu Rp) Obyek Wisata Wisatawan PDRB (juta Rp) 2001 6694566 8 227250 3486573.5 2002 7779217 11 211529 3630220.3 2003 9247557 7 190333

More information

Foreign and Public Investment and Economic Growth: The Case of Romania

Foreign and Public Investment and Economic Growth: The Case of Romania MPRA Munich Personal RePEc Archive Foreign and Public Investment and Economic Growth: The Case of Romania Cristian Valeriu Stanciu and Narcis Eduard Mitu University of Craiova, Faculty of Economics and

More information

Research Article The Volatility of the Index of Shanghai Stock Market Research Based on ARCH and Its Extended Forms

Research Article The Volatility of the Index of Shanghai Stock Market Research Based on ARCH and Its Extended Forms Discrete Dynamics in Nature and Society Volume 2009, Article ID 743685, 9 pages doi:10.1155/2009/743685 Research Article The Volatility of the Index of Shanghai Stock Market Research Based on ARCH and

More information

Financial Econometrics: Problem Set # 3 Solutions

Financial Econometrics: Problem Set # 3 Solutions Financial Econometrics: Problem Set # 3 Solutions N Vera Chau The University of Chicago: Booth February 9, 219 1 a. You can generate the returns using the exact same strategy as given in problem 2 below.

More information

Effect of Macroeconomic Variables on Foreign Direct Investment in Pakistan

Effect of Macroeconomic Variables on Foreign Direct Investment in Pakistan Effect of Macroeconomic Variables on Foreign Direct Investment in Pakistan Mangal 1 Abstract Foreign direct investment is essential for economic growth of a country. It acts as a catalyst for the economic

More information

ANALYSIS OF CORRELATION BETWEEN THE EXPENSES OF SOCIAL PROTECTION AND THE ANTICIPATED OLD AGE PENSION

ANALYSIS OF CORRELATION BETWEEN THE EXPENSES OF SOCIAL PROTECTION AND THE ANTICIPATED OLD AGE PENSION ANALYSIS OF CORRELATION BETWEEN THE EXPENSES OF SOCIAL PROTECTION AND THE ANTICIPATED OLD AGE PENSION Nicolae Daniel Militaru Ph. D Abstract: In this article, I have analysed two components of our social

More information

LAMPIRAN PERHITUNGAN EVIEWS

LAMPIRAN PERHITUNGAN EVIEWS LAMPIRAN PERHITUNGAN EVIEWS DESCRIPTIVE PK PDRB TP TKM Mean 12.22450 10.16048 14.02443 12.63677 Median 12.41945 10.09179 14.22736 12.61400 Maximum 13.53955 12.73508 15.62581 13.16721 Minimum 10.34509 8.579417

More information

Influence of Macroeconomic Indicators on Mutual Funds Market in India

Influence of Macroeconomic Indicators on Mutual Funds Market in India Influence of Macroeconomic Indicators on Mutual Funds Market in India KAVITA Research Scholar, Department of Commerce, Punjabi University, Patiala (India) DR. J.S. PASRICHA Professor, Department of Commerce,

More information

Interrelationship between Profitability, Financial Leverage and Capital Structure of Textile Industry in India Dr. Ruchi Malhotra

Interrelationship between Profitability, Financial Leverage and Capital Structure of Textile Industry in India Dr. Ruchi Malhotra Interrelationship between Profitability, Financial Leverage and Capital Structure of Textile Industry in India Dr. Ruchi Malhotra Assistant Professor, Department of Commerce, Sri Guru Granth Sahib World

More information

An Examination of Seasonality in Indian Stock Markets With Reference to NSE

An Examination of Seasonality in Indian Stock Markets With Reference to NSE SUMEDHA JOURNAL OF MANAGEMENT, Vol.3 No.3 July-September, 2014 ISSN: 2277-6753, Impact Factor:0.305, Index Copernicus Value: 5.20 An Examination of Seasonality in Indian Stock Markets With Reference to

More information

1. A test of the theory is the regression, since no arbitrage implies, Under the null: a = 0, b =1, and the error e or u is unpredictable.

1. A test of the theory is the regression, since no arbitrage implies, Under the null: a = 0, b =1, and the error e or u is unpredictable. Aggregate Seminar Economics 37 Roger Craine revised 2/3/2007 The Forward Discount Premium Covered Interest Rate Parity says, ln( + i) = ln( + i*) + ln( F / S) i i* f s t+ the forward discount equals the

More information

Final Exam Suggested Solutions

Final Exam Suggested Solutions University of Washington Fall 003 Department of Economics Eric Zivot Economics 483 Final Exam Suggested Solutions This is a closed book and closed note exam. However, you are allowed one page of handwritten

More information

A Test of the Modigliani-Miller Theorem Using Market Evaluations of Kazakhstani Banks

A Test of the Modigliani-Miller Theorem Using Market Evaluations of Kazakhstani Banks A Test of the Modigliani-Miller Theorem Using Market Evaluations of Kazakhstani Banks by Shynar Maratova and Gerald Pech 3 February 2018 Abstract Modigliani and Miller state that while in general the capital

More information

CHAPTER 4 DATA ANALYSIS Data Hypothesis

CHAPTER 4 DATA ANALYSIS Data Hypothesis CHAPTER 4 DATA ANALYSIS 4.1. Data Hypothesis The hypothesis for each independent variable to express our expectations about the characteristic of each independent variable and the pay back performance

More information

IMPACT OF MACROECONOMIC VARIABLE ON STOCK MARKET RETURN AND ITS VOLATILITY

IMPACT OF MACROECONOMIC VARIABLE ON STOCK MARKET RETURN AND ITS VOLATILITY 7 IMPACT OF MACROECONOMIC VARIABLE ON STOCK MARKET RETURN AND ITS VOLATILITY 7.1 Introduction: In the recent past, worldwide there have been certain changes in the economic policies of a no. of countries.

More information

Chapter-3. Sectoral Composition of Economic Growth and its Major Trends in India

Chapter-3. Sectoral Composition of Economic Growth and its Major Trends in India Chapter-3 Sectoral Composition of Economic Growth and its Major Trends in India This chapter deals with the first objective of the study, that is to evaluate the sectoral composition of economic growth

More information

FIN 533. Autocorrelations of CPI Inflation

FIN 533. Autocorrelations of CPI Inflation FIN 533 Inflation & Interest Rates Fama (1975) AER: Expected real interest rates are (approximately) constant over time, so: E(r t F t-1 ) = R t E(r) where E(r t F t-1 ) is expected inflation given information

More information

AN EMPIRICAL ANALYSIS OF THE PUBLIC DEBT RELEVANCE TO THE ECONOMIC GROWTH OF THE USA

AN EMPIRICAL ANALYSIS OF THE PUBLIC DEBT RELEVANCE TO THE ECONOMIC GROWTH OF THE USA AN EMPIRICAL ANALYSIS OF THE PUBLIC DEBT RELEVANCE TO THE ECONOMIC GROWTH OF THE USA Petar Kurečić University North, Koprivnica, Trg Žarka Dolinara 1, Croatia petar.kurecic@unin.hr Marin Milković University

More information

What is the duration of Swiss direct real estate?

What is the duration of Swiss direct real estate? direct real estate? Swiss Finance Institute University of Zürich, Switzerland Why real estate? Including real estate in a portfolio has proven to bring diversification benefits for both homeowners [Mahieu,

More information

THE IMPACT OF INSURANCE ON ECONOMIC GROWTH IN NIGERIA

THE IMPACT OF INSURANCE ON ECONOMIC GROWTH IN NIGERIA THE IMPACT OF INSURANCE ON ECONOMIC GROWTH IN NIGERIA Mathew Olasehinde FASHAGBA Senior Lecturer, Department of Business Administration, Ibrahim Badamasi Babangida University, Lapai, Niger State. ABSTRACT

More information

How can saving deposit rate and Hang Seng Index affect housing prices : an empirical study in Hong Kong market

How can saving deposit rate and Hang Seng Index affect housing prices : an empirical study in Hong Kong market Lingnan Journal of Banking, Finance and Economics Volume 2 2010/2011 Academic Year Issue Article 3 January 2010 How can saving deposit rate and Hang Seng Index affect housing prices : an empirical study

More information

BEcon Program, Faculty of Economics, Chulalongkorn University Page 1/7

BEcon Program, Faculty of Economics, Chulalongkorn University Page 1/7 Mid-term Exam (November 25, 2005, 0900-1200hr) Instructions: a) Textbooks, lecture notes and calculators are allowed. b) Each must work alone. Cheating will not be tolerated. c) Attempt all the tests.

More information

UJI COMMON EFFECT MODEL

UJI COMMON EFFECT MODEL UJI COMMON EFFECT MODEL Dependent Variable: LOG(TKI) Method: Panel Least Squares Date: 05/01/18 Time: 12:34 Sample: 2010 2016 Periods included: 7 Total panel (balanced) observations: 210 Variable Coefficient

More information

Okun s Law - an empirical test using Brazilian data

Okun s Law - an empirical test using Brazilian data Okun s Law - an empirical test using Brazilian data Alan Harper, Ph.D. Gwynedd Mercy University Zhenhu Jin, Ph.D. Valparaiso University ABSTRACT In this paper, we test Okun s coefficient to determine if

More information

Efficiency of Operational Activity of Commercial Banks in Romania

Efficiency of Operational Activity of Commercial Banks in Romania Expert Journal of Finance, Volume 5, pp.86-93, 217 217 The Authors. Published by Sprint Investify. ISSN 2359-7712 http://finance.expertjournals.com Efficiency of Operational Activity of Commercial Banks

More information

X. Einkommensfunktion II

X. Einkommensfunktion II Universität Ulm 8969 Ulm Germany Fakultät für Mathematik und Wirtschaftswissenschaften M. Sc. Zein Kasrin Ludwig-Erhard-Stiftungsprofessur Institut für Wirtschaftspolitik Summer term 215 Übung zur Empirischen

More information

Factor Affecting Yields for Treasury Bills In Pakistan?

Factor Affecting Yields for Treasury Bills In Pakistan? Factor Affecting Yields for Treasury Bills In Pakistan? Masood Urahman* Department of Applied Economics, Institute of Management Sciences 1-A, Sector E-5, Phase VII, Hayatabad, Peshawar, Pakistan Muhammad

More information

INFLUENCE OF CONTRIBUTION RATE DYNAMICS ON THE PENSION PILLAR II ON THE

INFLUENCE OF CONTRIBUTION RATE DYNAMICS ON THE PENSION PILLAR II ON THE INFLUENCE OF CONTRIBUTION RATE DYNAMICS ON THE PENSION PILLAR II ON THE EVOLUTION OF THE UNIT VALUE OF THE NET ASSETS OF THE NN PENSION FUND Student Constantin Durac Ph. D Student University of Craiova

More information

Empirical Research on Correlation Between Internal Control and Enterprise Value

Empirical Research on Correlation Between Internal Control and Enterprise Value Proceedings of the 8th International Conference on Innovation & Management 645 Empirical Research on Correlation Between Control and Enterprise Value Dai Chunlan, Peng Quan, Huang Jiating School of Management,

More information

Santi Chaisrisawatsuk 16 November 2017 Thimpu, Bhutan

Santi Chaisrisawatsuk 16 November 2017 Thimpu, Bhutan Regional Capacity Building Workshop Formulating National Policies and Strategies in Preparation for Graduation from the LDC Category: Macroeconomic Modelling for SDGs in Asia and the Pacific Santi Chaisrisawatsuk

More information

Bilateral Swap Agreements and U.S. Balance of Trade

Bilateral Swap Agreements and U.S. Balance of Trade Bilateral Swap Agreements and U.S. Balance of Trade Deergha Raj Adhikari Abstract China starting in 2009 and by April 2015 has signed bilateral swap agreement with 31 countries. A bilateral swap agreement

More information

Lampiran 1. Data PDB, Pengeluaran Pemerintah, jumlah uang beredar, pajak, dan tingkat suku bunga

Lampiran 1. Data PDB, Pengeluaran Pemerintah, jumlah uang beredar, pajak, dan tingkat suku bunga Lampiran 1. Data PDB, Pengeluaran Pemerintah, jumlah uang beredar, pajak, dan tingkat suku bunga obs PDB(milyar) GOV(milyar) M1(milyar) Tax(milyar) R(%) 1980 45446,00 5800,00 5214,00 289,70 6,00 1981 58127,00

More information

Asian Journal of Empirical Research

Asian Journal of Empirical Research 2016 Asian Economic and Social Society. All rights reserved ISSN (P): 2306-983X, ISSN (E): 2224-4425 Volume 6, Issue 10 pp. 261-269 Asian Journal of Empirical Research http://www.aessweb.com/journals/5004

More information

Photovoltaic deployment: from subsidies to a market-driven growth: A panel econometrics approach

Photovoltaic deployment: from subsidies to a market-driven growth: A panel econometrics approach Photovoltaic deployment: from subsidies to a market-driven growth: A panel econometrics approach Anna Créti, Léonide Michael Sinsin To cite this version: Anna Créti, Léonide Michael Sinsin. Photovoltaic

More information

Interest Rates in India: Information Content of Inflation

Interest Rates in India: Information Content of Inflation ISSN:2229-6247 Suhash Kantamneni International Journal of Business Management and Economic Research(IJBMER), Vol 7(1),2016, 521-528 Interest Rates in India: Information Content of Inflation Suhash Kantamneni

More information

LAMPIRAN. Lampiran 1. Wilayah Tahun PAD JOW PDRB JH JR Yogyakarta

LAMPIRAN. Lampiran 1. Wilayah Tahun PAD JOW PDRB JH JR Yogyakarta LAMPIRAN Lampiran 1 Data jumlah PAD sektor pariwisata, Jumlah Obyek Wisata, PDRB, Jumlah Hotel, dan Jumlah Restoran dan rumah makan di kabupaten/kota Daerah Istimewa Yogyakarta, Tahun 2010-2015 Wilayah

More information

Determinants of Capital Structure A Study of Oil and Gas Sector of Pakistan

Determinants of Capital Structure A Study of Oil and Gas Sector of Pakistan Determinants of Capital Structure A Study of Oil and Gas Sector of Pakistan Mahvish Sabir Foundation University Islamabad Qaisar Ali Malik Assistant Professor, Foundation University Islamabad Abstract

More information

Empirical Methods for Corporate Finance. Panel Data, Fixed Effects, and Standard Errors

Empirical Methods for Corporate Finance. Panel Data, Fixed Effects, and Standard Errors Empirical Methods for Corporate Finance Panel Data, Fixed Effects, and Standard Errors The use of panel datasets Source: Bowen, Fresard, and Taillard (2014) 4/20/2015 2 The use of panel datasets Source:

More information

SUSTAINABILITY PLANNING POLICY COLLECTING THE REVENUES OF THE TAX ADMINISTRATION

SUSTAINABILITY PLANNING POLICY COLLECTING THE REVENUES OF THE TAX ADMINISTRATION 2007 2008 2009 2010 Year IX, No.12/2010 127 SUSTAINABILITY PLANNING POLICY COLLECTING THE REVENUES OF THE TAX ADMINISTRATION Prof. Marius HERBEI, PhD Gheorghe MOCAN, PhD West University, Timişoara I. Introduction

More information

CHAPTER 5 MARKET LEVEL INDUSTRY LEVEL AND FIRM LEVEL VOLATILITY

CHAPTER 5 MARKET LEVEL INDUSTRY LEVEL AND FIRM LEVEL VOLATILITY CHAPTER 5 MARKET LEVEL INDUSTRY LEVEL AND FIRM LEVEL VOLATILITY In previous chapter focused on aggregate stock market volatility of Indian Stock Exchange and showed that it is not constant but changes

More information

FTSE BIRR. ftserussell.com. FTSE Russell 1

FTSE BIRR. ftserussell.com. FTSE Russell 1 FTSE BIRR ftserussell.com Edwin Burmeister Research Professor of Economics Emeritus, Duke University Commonwealth Professor of Economics Emeritus, University of Virginia Former President, BIRR Portfolio

More information

Lampiran 1 Lampiran 1 Data Keuangan Bank konvensional

Lampiran 1 Lampiran 1 Data Keuangan Bank konvensional Lampiran 1 Lampiran 1 Data Keuangan Bank konvensional BANK YEAR Z-Score TOTAL ASET (milyar rupiah) ROA (%) NPL (%) BI RATE (%) KURS (rupiah) BNI 1.9 5.51.9 1.9.5 919.5 11 7.71 99.5.9.17 915.7 1 7.7 333.3.9.

More information

The 7 Smart Collaboration for Business in Technology and Information Industries 2016

The 7 Smart Collaboration for Business in Technology and Information Industries 2016 th The 7 Smart Collaboration for Business in Technology and Information Industries 2016 THE INFLUENCE OF INTEREST INCOME, NON-INTEREST INCOME, AND INCOME DIVERSIFICATION ON RISK- ADJUSTED RETURN ON ASSET

More information

Gloria Gonzalez-Rivera Forecasting For Economics and Business Solutions Manual

Gloria Gonzalez-Rivera Forecasting For Economics and Business Solutions Manual Solution Manual for Forecasting for Economics and Business 1/E Gloria Gonzalez-Rivera Completed download: https://solutionsmanualbank.com/download/solution-manual-forforecasting-for-economics-and-business-1-e-gloria-gonzalez-rivera/

More information

Methods for A Time Series Approach to Estimating Excess Mortality Rates in Puerto Rico, Post Maria 1 Menzie Chinn 2 August 10, 2018 Procedure:

Methods for A Time Series Approach to Estimating Excess Mortality Rates in Puerto Rico, Post Maria 1 Menzie Chinn 2 August 10, 2018 Procedure: Methods for A Time Series Approach to Estimating Excess Mortality Rates in Puerto Rico, Post Maria 1 Menzie Chinn 2 August 10, 2018 Procedure: Estimate relationship between mortality as recorded and population

More information

ijcrb.webs.com INTERDISCIPLINARY JOURNAL OF CONTEMPORARY RESEARCH IN BUSINESS AUGUST 2012 VOL 4, NO 4

ijcrb.webs.com INTERDISCIPLINARY JOURNAL OF CONTEMPORARY RESEARCH IN BUSINESS AUGUST 2012 VOL 4, NO 4 IMPORTANCE OF INVESTMENT FOR ECONOMIC GROWTH: EVIDENCE FROM PAKISTAN Najid Ahmad*, Muhammad luqman**, Muhammad Farhat Hayat* *Bahauddin Zakariya University, Multan, Sub-Campus Dera Ghazi Khan, Pakistan

More information

Lampiran 1. Tabulasi Data

Lampiran 1. Tabulasi Data Lampiran 1. Tabulasi Data Tahun PDRB PDRBt-1 PAD BH DAU INF 2001:1 372696.65 372696.65 1005.61 2684.67 26072.42 0.87 2001:4 376433.52 372696.65 1000.96 2858.50 28795.27 1.08 2001:8 387533.83 376433.52

More information

Author for Correspondence

Author for Correspondence AN INVESTIGATION INTO THE RELATIONSHIP BETWEEN AUDITOR INDUSTRY SPECIALIZATION AND LENGTH OF AUDITOR TENURE, AND EARNINGS MANAGEMENT IN THE FIRMS LISTED IN TEHRAN STOCK EXCHANGE Khorshid Karimi 1 and *

More information

The Relationship Between Internet Marketing, Search Volume, and Product Sales. Honors Research Thesis

The Relationship Between Internet Marketing, Search Volume, and Product Sales. Honors Research Thesis TheRelationshipBetweenInternetMarketing,SearchVolume,andProductSales HonorsResearchThesis Presentedinpartialfulfillmentoftherequirementsforgraduationwithhonors researchdistinctionineconomicsintheundergraduatecollegesoftheohiostate

More information

Employment growth and Unemployment rate reduction: Historical experiences and future labour market outcomes

Employment growth and Unemployment rate reduction: Historical experiences and future labour market outcomes Mar-03 Sep-03 Mar-04 Sep-04 Mar-05 Sep-05 Mar-06 Sep-06 Mar-07 Sep-07 Mar-08 Sep-08 Mar-09 Sep-09 Mar-10 Sep-10 Mar-11 Sep-11 Mar-12 Employment Unemployment Rate Employment growth and Unemployment rate

More information

LAMPIRAN-LAMPIRAN. A. Perhitungan Return On Asset

LAMPIRAN-LAMPIRAN. A. Perhitungan Return On Asset 88 LAMPIRAN-LAMPIRAN A. Perhitungan Return On Asset Tahun Perusahaan Laba Bersih Total Aset Laba/Total Aset ROA (% ) 2011 ROA_ADRO 5006470 51315458 0,09756261 9,76 ROA_AKRA 2284080 8308244 0,274917299

More information

The Study on Tax Incentive Policies of China's Photovoltaic Industry Jian Xu 1,a, Zhenji Jin 2,b,*

The Study on Tax Incentive Policies of China's Photovoltaic Industry Jian Xu 1,a, Zhenji Jin 2,b,* 3rd International Conference on Science and Social Research (ICSSR 2014) The Study on Tax Incentive Policies of China's Photovoltaic Industry Jian Xu 1,a, Zhenji Jin 2,b,* 1,2 Department of Economics and

More information

RESEARCH ON INFLUENCING FACTORS OF RURAL CONSUMPTION IN CHINA-TAKE SHANDONG PROVINCE AS AN EXAMPLE.

RESEARCH ON INFLUENCING FACTORS OF RURAL CONSUMPTION IN CHINA-TAKE SHANDONG PROVINCE AS AN EXAMPLE. 335 RESEARCH ON INFLUENCING FACTORS OF RURAL CONSUMPTION IN CHINA-TAKE SHANDONG PROVINCE AS AN EXAMPLE. Yujing Hao, Shuaizhen Wang, guohua Chen * Department of Mathematics and Finance Hunan University

More information

Economy May Wake Up Without Consumers Prodding? Chart 1

Economy May Wake Up Without Consumers Prodding? Chart 1 Northern Trust Global Economic Research 0 South LaSalle Chicago, Illinois 3 northerntrust.com Paul L. Kasriel plk1@ntrs.com Economy May Wake Up Without Consumers Prodding? May 21, 27 In today s (May 21)

More information

HEDGE FUND MANAGERIAL INCENTIVES AND PERFORMANCE

HEDGE FUND MANAGERIAL INCENTIVES AND PERFORMANCE HEDGE FUND MANAGERIAL INCENTIVES AND PERFORMANCE Nor Hadaliza ABD RAHMAN (University Teknologi MARA, Malaysia) La Trobe University, Melbourne, Australia School of Economics and Finance, Faculty of Law

More information

HowBehavioralAspectsAffectMarketEfficiency-EvidencefromKSE100Index

HowBehavioralAspectsAffectMarketEfficiency-EvidencefromKSE100Index Global Journal of Management and Business Research Volume 12 Issue 10 Version 1.0 June 2012 Type: Double Blind Peer Reviewed International Research Journal Publisher: Global Journals Inc. (USA) Online

More information

The Credit Cycle and the Business Cycle in the Economy of Turkey

The Credit Cycle and the Business Cycle in the Economy of Turkey Chinese Business Review, March 2016, Vol. 15, No. 3, 123-131 doi: 10.17265/1537-1506/2016.03.003 D DAVID PUBLISHING The Credit Cycle and the Business Cycle in the Economy of Turkey Şehnaz Bakır Yiğitbaş

More information

Labor Economics Field Exam Spring 2014

Labor Economics Field Exam Spring 2014 Labor Economics Field Exam Spring 2014 Instructions You have 4 hours to complete this exam. This is a closed book examination. No written materials are allowed. You can use a calculator. THE EXAM IS COMPOSED

More information

Investor s perception on corporate responsibility of Indonesian listed companies

Investor s perception on corporate responsibility of Indonesian listed companies African Journal of Business Management Vol.5 (9), pp. 3630-3634, 4 May 2011 Available online at http://www.academicjournals.org/ajbm DOI: 10.5897/AJBM11.419 ISSN 1993-8233 2011 Academic Journals Full Length

More information

Effect of Profitability and Financial Leverage on Capita Structure in Pakistan Textile Firms

Effect of Profitability and Financial Leverage on Capita Structure in Pakistan Textile Firms Effect of Profitability and Financial Leverage on Capita Structure in Pakistan Textile Firms Muzzammil Hussain Hassan shahid Muhammad Akmal Faculty of Management Sciences, University of Gujrat Abstract

More information

The Influence of R&D Policy on Performance of the Companies Listed with Bucharest Stock Exchange (through Intangible Assets)

The Influence of R&D Policy on Performance of the Companies Listed with Bucharest Stock Exchange (through Intangible Assets) The Influence of R&D Policy on Performance of the Companies Listed with Bucharest Stock Exchange (through Intangible Assets) Iuliana-Ioana Purcãrea Ion Stancu Academy of Economic Studies, Bucharest Abstract.

More information

Net Asset Value ($B) YTD Actual. YTD Benchmark

Net Asset Value ($B) YTD Actual. YTD Benchmark PERFORMANCE REPORT Sagicor Pooled Pension Fund Invests mainly in Net Asset Value ($B) YTD Actual YTD Benchmark 12 Mth Actual 12 Mth Benchmark Benchmark PIF Equity Listed Stocks 21.7 3.3% -0.4% 44.6% 60.9%

More information

Nexus between stock exchange index and exchange rates

Nexus between stock exchange index and exchange rates International Journal of Economics, Finance and Management Sciences 213; 1(6): 33-334 Published online November 1, 213 (http://www.sciencepublishinggroup.com/j/ijefm) doi: 1.11648/j.ijefm.21316.2 Nexus

More information

9. Appendixes. Page 73 of 95

9. Appendixes. Page 73 of 95 9. Appendixes Appendix A: Construction cost... 74 Appendix B: Cost of capital... 75 Appendix B.1: Beta... 75 Appendix B.2: Cost of equity... 77 Appendix C: Geometric Brownian motion... 78 Appendix D: Static

More information

esia/perkembangan/

esia/perkembangan/ http://afghanaus.com/uanggiral/http://www.bi.go.id/web/id/sistem+pembayaran/sistem+pembayaran+di+indon esia/perkembangan/ http://id.shvoong.com/social-sciences/economics/2129762-jumlah-uang-beredar-diindonesia/

More information

Received: 4 September Revised: 9 September Accepted: 19 September. Foreign Institutional Investment on Indian Capital Market: An Empirical Analysis

Received: 4 September Revised: 9 September Accepted: 19 September. Foreign Institutional Investment on Indian Capital Market: An Empirical Analysis Foreign Institutional Investment on Indian Capital Market: An Empirical Analysis Tom Jacob 1 & Thomas Paul Kattookaran 2 1 Assistant Professor, Dept. of Commerce, Christ College, Irinjalakuda, Kerala,

More information

Donald Trump's Random Walk Up Wall Street

Donald Trump's Random Walk Up Wall Street Donald Trump's Random Walk Up Wall Street Research Question: Did upward stock market trend since beginning of Obama era in January 2009 increase after Donald Trump was elected President? Data: Daily data

More information

Return on Assets and Financial Soundness Analysis: Case Study of Grain Industry Companies in Uzbekistan

Return on Assets and Financial Soundness Analysis: Case Study of Grain Industry Companies in Uzbekistan International Journal of Management Science and Business Adminis tration Volume 4, Issue 6, September 2018, Pages 52-56 DOI: 10.18775/ijmsba.1849-5664-5419.2014.46.1006 URL: http://dx.doi.org/10.18775/ijmsba.1849-5664-5419.2014.46.1006

More information