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European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
42
Determinants of Corporate Profitability in Developing Economies
Obehioye U. Ehi-Oshio*, Aderin Adeyemi, Dr. Augustine O. Enofe
Department of Accounting, Faculty of Management Sciences, University of Benin.
*e-mail of corresponding author: ehioshioobehioye@gmail.com
Abstract
The study investigates the determinants of corporate profitability in developing economies, with main emphasis
on the Nigerian context. The study analyzes the relationship between capital structure, firm size, cash liquidity,
financial leverage and corporate profitability. A panel data consisting of forty (40) randomly selected companies,
spanning a period of five (5) years was utilized for the study. The ordinary least square regression was used to
analyze the existence of relationships among the dependent and independent variables. A positive relationship
was found to exist between firm size and corporate profitability, and financial leverage and corporate
profitability. Capital structure and cash liquidity exhibited negative relationships with corporate profitability.
The study recommended the use of different indices of profitability; as differing results are possible. The study
further proposed the inclusion of additional variables in order to improve the stability and explanatory power of
the overall model.
Keywords: Corporate Profitability, Capital Structure, Firm Size, Cash Liquidity, Financial Leverage.
Introduction
Most organizations are set up with the aim of making profit and giving back sufficient returns to its shareholders.
Corporate profitability can basically be defined as the degree to which an organization can effectively utilize its
available funds and assets, and convert them into profits. Profitability of corporate ventures enables
organizations to better withstand negative shocks and contribute to the stability of the business environment. The
profitability of an organization is affected by numerous factors. These factors include elements internal to each
organization and several important external forces shaping earnings performance (Ani, Ugwunta, Ezeudu &
Ugwuanyi, 2012).
The importance of corporate profitability can be appraised at the micro and macro levels of the economy. At the
micro level, profit is the essential prerequisite of a competitive enterprise and the cheapest source of funds. It is
not merely a result, but also a necessity for successful business in a period of growing competition in financial
markets. Hence, the basic aim of an organization’s management is to achieve profit, as the essential requirement
for conducting any business (Bobakova, 2003). At the macro level, a sound and profitable business environment
is better able to withstand negative shocks and contribute to the stability of the business environment.
Organizations are generally perceived to play a central role in developing economies and their performance is
one of the most important issues for many firm stakeholders such as shareholders, creditors, employees,
suppliers and governments (Bhayani, 2010; Madrid-Guijarro, Auken & Perez-de-Lema, 2007). For this reason,
analyzing the factors determining firm profitability and identification of the sources of variation in firm-level
profitability has been regarded as important research themes by the researchers in the fields of economics,
strategic management, marketing, accounting and finance (Gaur and Gupta, 2011; Nunes , 2009; Jonsson, 2007).
Statement of the Research Problem
Due to the fact that firms’ financial performance directly affects the stability of the countries’ economic systems
in today’s capitalist world economy, the factors affecting firm profitability deserve special attention (Akbas &
Karaduman, 2012). Profitability is the major tenet of most corporate entities; hence it’s relative importance in the
analysis of corporate growth and survival. There are lots of factors that can have impact on the profitability of
firms. Among these factors, capital structure, firm size, cash liquidity and financial leverage have been
considered for analysis in this study as determinants of corporate profitability. The study therefore proposed the
following research questions:
1. What is the relationship between capital structure and corporate profitability?
2. What is the relationship between firm size and corporate profitability?
3. What is the relationship between cash liquidity and corporate profitability?
4. What is the relationship between financial leverage and corporate profitability?
Objectives of the Study
The objectives of the study are to:
1. Analyze the relationship between capital structure and corporate profitability.
2. Analyze the relationship between firm size and corporate profitability.
3. Analyze the relationship between cash liquidity and corporate profitability.
European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
43
4. Analyze the relationship between financial leverage and corporate profitability.
Hypothesis
H1: There is a positive relationship between capital structure and corporate profitability.
H2: There is a positive relationship between firm size and corporate profitability.
H3: There is a positive relationship between cash liquidity and corporate profitability.
H4: There is a positive relationship between financial leverage and corporate profitability.
Literature Review
Capital Structure and Corporate Profitability
Osuji and Odita (2012) examined the impact of capital structure on the financial performance of Nigerian firms
using a sample of thirty non-financial firms listed on the Nigerian Stock Exchange during the period, 2004 to
2010. Panel data for the selected firms were generated and analyzed using ordinary least squares (OLS) as a
method of estimation. Their result shows that a firm’s capital structure surrogated by debt ratio has a
significantly negative impact on the firm’s financial profitability measured by return on asset (ROA) and return
on equity (ROE).
Ogbulu and Emeni (2012) examined the relationship between capital structure, size, growth, tangibility, age and
profitability of a firm. Using cross-sectional survey data from 110 firms listed on the Nigerian stock exchange
and analysis of the data by the OLS method, they found that the relationship between capital structure and
profitability was non-significant, albeit positive.
Omorogie and Erah (2010) analyzed the relationship between capital structure and corporate performance in
Nigeria. They utilized data ranging between 1995 and 2009. A model was specified for the study comprising five
explanatory variables; based on theoretical underpinnings. The Ordinary Least Squares (OLS) technique of
model estimation was employed to ascertain the existence of relationships among the variables. They found that
capital structure exhibited a significant relationship with corporate performance. They also found that the other
explanatory variables were useful and had a statistical relationship with corporate performance.
Zeitun and Tian (2007) investigated the effect of capital structure on corporate performance using a panel data
sample of 167 Jordanian companies during the period 1989 to 2003. Their results showed that a firm’s capital
structure has a significantly negative impact on the firm’s performance measures. They also found that the level
of leverage has a significantly positive effect on the market performance measures.
Firm Size and Corporate Profitability
Akbas and Karaduman (2012) analyzed the effect of firm size on the profitability of manufacturing companies
listed in the Istanbul Stock Exchange by using a panel data set over the period 2005 to 2011. Profitability was
measured by using Return on Assets, while both total assets and total sales were used as the proxies of firm size.
According to the results of the study, firm size, both in terms of total assets and in terms of total sales, had a
positive impact on the profitability of Turkish manufacturing companies.
Salawu, Asaolu and Yinusa (2012) investigated the effects of financial policy and firm specific characteristics;
such as firm size, on corporate performance. Panel data covering the period from 1990 to 2006, for 70 firms
were analyzed. Pooled OLS, Fixed Effect Model and Generalized Method of Moment panel model were
employed in the estimation. Their results showed that firm size, growth and foreign direct investment are
negatively related with firms’ performance.
Ani, Ugwunta, Ezeudu and Ugwuanyi (2012) investigated the determinants of the profitability of banks in
Nigeria. Their data set was made up of 147 bank level observations over a 10-year period, (2001 to 2010) in
respect of 15 banks that satisfied the study requirements. Pooled OLS stated in a multiple regression form was
used to estimate the coefficients. Their major results hinged on the fact that increase in firm size may not
necessarily lead to higher profits due to diseconomies of scale; as higher capital-assets ratio, and loans and
advances contribute strongly to bank profitability.
Abu-Tapanjeh (2006) examined the relationship between firm structure and profitability, taking into
consideration major characteristics such as firm size, firm age, debt ratio and ownership structure of 48
Jordanian companies from 1995 to 2004, listed in the Amman Stock Exchange.
The study employed two model specifications in order to test the proposed hypotheses, using the profitability
measure of return on equity (ROE) return on investment (ROI). The results indicate that a positive, non-
significant relationship existed between the independent variables (including firm size) and profitability; with the
exception of debt ratio.
Liquidity and Corporate Profitability
Owolabi and Obida (2012) measured the relationship between liquidity management and corporate profitability
using data from selected manufacturing companies quoted on the floor of the Nigerian stock exchange. The
result of the study was obtained using descriptive analysis and their findings showed that liquidity management
measured in terms of the company’s credit policies, cash flow management and cash conversion cycle has
European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
44
significant impact on corporate profitability.
Bordeleau and Graham (2010) analyzed the impact of liquid asset holdings on bank profitability for a sample of
large U.S. and Canadian banks. Their results suggest that profitability is improved for banks that hold some
liquid assets. However, there is a point at which holding further liquid assets diminishes a banks’ profitability, all
else equal. Moreover, empirical evidence suggests that this relationship varies depending on the firm’s business
model and the state of the economy.
Financial Leverage and Corporate Profitability
Ojo (2012) examined the effect of financial leverage on selected indicators of corporate performance in Nigeria.
In an attempt to juxtapose the earlier findings that were specific to developed nations, econometric technique of
Vector Auto Regression (VAR) model was employed to analyze the model. The findings of the study revealed
that leverage shocks exert substantially on corporate performance in Nigeria.
Soumadi and Hayajneh (2011) investigated the effect of capital structure and financial leverage on the
performance of Jordanian firms listed in the Amman stock market. The study used multiple regression model
represented by ordinary least squares (OLS) as a technique to examine the effect of capital structure on the firm
performance. The study investigated 76 firms (53 industrial firms and 23 service firms) for the period 2001 to
2006.Their results indicated that capital structure was negatively associated with firm performance. In addition,
the study found out that there was no significant difference to the impact of the financial leverage between high
financial leverage firms and low financial leverage firms on their performance.
Gill and Mathur (2011) examined the factors that influenced financial leverage of Canadian firms. Among these
factors was profitability measured by Returns on Assets (ROA). A sample of 166 Canadian firms listed on the
Toronto Stock Exchange was selected for a period of 3 years (2008 to 2010). The study applied correlation and
non-experimental research design. Their results depicted a negative non-significant relationship between
financial leverage and profitability.
Research Methodology
The research utilized secondary data sourced from the financial statements of the companies under review. Data
was sourced from a sample of 40 companies listed on the Nigerian stock exchange. The companies were
randomly selected across industries, and the data covered a period of five (5) years; between 2006 and 2010. The
data for the various years consist of Corporate Profitability (represented by returns on assets), Capital Structure
(measured as the sum of: reinvested profit, new equity capital, and long-term debt financing), Firm Size
(represented by sales turnover), Cash Liquidity (measured by the sum of cash and cash equivalents), and
Financial Leverage (measured as the sum of fixed interest bearing funds). A model was constructed in order to
analyze the existence of relationships between the dependent and the independent variable, and also, plausible
relationships between and amongst the variables. The variables were analyzed through descriptive statistics, and
the various relationships amongst the variables analyzed through the correlation matrix. The model specified is
estimated using the Ordinary Least Squares (OLS) regression technique with the aid of E-Views software.
Model Specification
CPRT = β0 + β1CSTR + β2FSIZ + β3CLIQ + β4FLEV + Ɛt
An explanation of the variables is as follows:
CPRT = Corporate Profitability
CSTR = Capital Structure
FSIZ = Firm Size
CLIQ = Cash Liquidity
FLEV = Financial Leverage
β0 = Constant
β1 – β6 = Regression Parameters
Ɛt = Error Term
Results and Discussions
An examination of the descriptive statistics for the dependent and explanatory variables reveals the following
observations. Corporate profitability experienced a low growth rate with the average growth rate standing at
26.96% (Appendix 2). The disparity in profitability ranged from -3.919 minimum values for some firms to a
maximum value of 13.469 (Appendix 2). This presents a great disparity between firms in terms of performance.
Considering the standard deviation (SD) which measures the level of variation or degree of dispersion of the
variables from their mean, it reveals that corporate profitability is relatively stable (least volatile) with a SD of
1.08238 (Appendix 2) compared with other variables.
The OLS results indicate that a negative relationship exist between capital structure and corporate performance.
European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
45
Firm size exhibited a positive relationship with corporate profitability with a t-value of 0.349089 (Appendix 3).
Cash liquidity was negatively related to corporate profitability with a t-value of -0.437405 (Appendix 3), while
the relationship between financial leverage and corporate profitability was found to be negative. All the
explanatory variables however exhibited non-significant relationships with the dependent variable. This is
justified by an adjusted R2
of 0.017513 (Appendix 3); which depicts that only about 2% of the dependent
variable is explained by the totality of the independent variable.
The probability (F-statistics) of 0.965586 (Appendix 3) is an indication of a relatively weak model; in terms of
explanatory power, in the determination of the total systematic variations of the dependent variable. The model
however portrays absence of auto correlation among the independent variables with a Durbin-Watson statistics
of 2.202449 (Appendix 3), indicating that there are differences between the past and present error terms. The
correlation matrix (Appendix 1) gives a picture of the existence of significant and non-significant relationships
among the independent variables; as a statistical value 0.50 to 1 is regarded as significant. Capital structure
exhibited a significant relationship with liquidity and financial leverage; while financial leverage also exhibited a
significant relationship with liquidity. All other variables exhibited non-significant relationships among
themselves.
Further diagnostic tests are executed to ascertain the validity of the model. Appendix 4 shows the Breusch-
Godfrey serial correlation test, used to investigate the presence or absence of autocorrelation. The F-statistic and
Obs*R-squared probability values are greater than 0.05 (5% level of confidence), which indicates the absence of
autocorrelation in the model. The test for heteroskedasticity (Appendix 5) also reveals an F-statistic and Obs*R-
squared probability values of 0.9522 and 0.9506 respectively; both of which are greater than 0.05, and indicates
the absence of heteroskedasticity. The Ramsey reset test (Appendix 6) with F-statistic and t-statistic probability
figures of 0.7977 is an indication of a properly specified model.
Conclusion and Recommendations
Capital structure and liquidity possessed negative relationships with corporate performance. The negative
relationship between liquidity and corporate profitability can be borne out of the idealized liquidity-profitability
tradeoff which posits that increases in liquidity generally gives rise to reduction in profitability levels due to the
opportunity cost of holding cash rather than investing it.
Firm size and leverage are seen to positively affect corporate profitability in Nigeria. Theories that are adequate
for indigenous macroeconomic variables should be developed instead of depending on the structured theories of
the advanced developed countries of the world, as these theories cannot be appropriate proxies for advancing the
course of the developing nations.
Several studies (Osuji & Odita, 2012; Abu-Tapanjeh, 2006) that utilized different profitability measures
achieved diverse results. Consequently, it can be argued that different conclusions can result from differences in
performance measures. This phenomenon may also be the result of the fact that studies use unsatisfactory
performance measures, as the disadvantages of using raw accounting measures to evaluate corporate
performance are well-known (Osuji & Odita, 2012). It is worth noting, however, that most of the studies were
only performed on one country. Therefore, different conclusions may result from the influence of the
institutional framework on the relationships. Firm influences and characteristics are to a large extent determined
by the nature of the business environment within which the firm operates. This phenomenon could lead to
discrepancies in the generation of statistical outcomes that aim to serve the purpose of generalization.
Due to the inability of the study to effectively capture the significant determinants of corporate profitability for
the period under review, it is advised that for future studies, more variables be incorporated; these variables
should include not only firm-specific variables, but also macroeconomic variables. Also, based on availability of
data, a wider time range could be covered; as this would enhance adequate comparison. This might however lead
to reduced stationarity of the variables; hence, the variables would have to be controlled for, especially due to
possible increases in auto correlation and heteroscedasticity.
References
Abu-Tapanjeh, A. M. (2006). An empirical study of firm structure and profitability relationship: The case of
Jordan. Journal of Economic and Administrative Sciences, 22(1), 41-59.
Akbas, H. E., & Karaduman, H. A. (2012). The effect of firm size on profitability: An empirical investigation on
Turkish manufacturing companies. European Journal of Economics, Finance and Administrative
Sciences, 55, 21-27.
Ani, W. U., Ugwunta, D. O., Ezeudu, I. J., & Ugwuanyi, G. O. (2012). An empirical assessment of the
determinants of bank profitability in Nigeria: Bank characteristics panel evidence. Journal of
Accounting and Taxation, 4(3), 38-43.
Bhayani, S. J. (2010). Determinant of profitability in Indian cement industry: An economic Analysis. South
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46
Asian Journal of Management, 17(4), 6-20.
Bobakova, I. V. (2003). Raising the profitability of commercial banks. BIATEC, 11, 21-25.
Bordeleau, E., & Graham, C. (2010). The impact of liquidity on bank profitability. Bank of Canada Working
Paper 2010-38. Retrieved from: http://www.bank-banque-canada.ca
Gaur, J., & Gupta, R. (2011). Comparing firm performance on the basis of age, size, leverage, and group
affiliation in Indian IT industry. Romanian Journal of Marketing, 6(3), 8-13.
Gill, A., & Mathur, N. (2011). Factors that influence financial leverage of Canadian firms. Journal of Applied
Finance and Banking, 1(2), 19-37.
Jonsson, B. (2007). Does the size matter: The relationship between size and profitability of Icelandic firms.
Bifrost Journal of Social Sciences, 1, 43-55.
Madrid-Guijarro, A., Auken, H. V., & Perez-de-Lema, G. D. (2007). An analysis of factors impacting
performance of Spanish manufacturing firms. Journal of Small Business and Entrepreneurship, 20(4),
369-386.
Nunes, P. J., Serrasqueiro, Z. M., & Sequeira, T. N. (2009). Profitability in Portuguese service industries: A
panel data approach. The Service Industries Journal, 29(5), 693-707.
Ogbulu, O. M., & Emeni, F. K. (2012). Determinants of corporate capital structure in Nigeria. International
Journal of Economics and Management Sciences, 1(10), 81-96.
Ojo, A. S. (2012). The effect of financial leverage on corporate performance of some selected companies in
Nigeria. Canadian Social Science, 8(1), 85-91.
Omorogie, A. N., & Erah, D. O. (2010). Capital structure and corporate performance in Nigeria: An empirical
investigation. AAU Journal of Management Sciences, 1(1), 43-52.
Osuji, C. C., & Odita, A. (2012). Impact of capital structure on the financial performance of Nigerian firms.
Arabian Journal of Business and Management Review, 1(12), 43-61.
Owolabi, S. A., & Obida, S. S. (2012). Liquidity management and corporate profitability: Case study of selected
manufacturing companies listed on the Nigerian stock exchange. Business Management Dynamics, 2(2),
10-25.
Salawu, R. O., Asaolu, T. O., & Yinusa, D. O. (2012). Financial policy and corporate performance: An empirical
analysis on Nigerian listed companies. International Journal of Economics and Finance, 4(4), 175-181.
Soumadi, M. M., & Hayajneh, O. S. (2011). Capital structure and corporate performance: Empirical study on the
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Australasian Accounting Business & Finance Journal, 1(4), 40-61.
Appendix 1
Correlation Matrix
CPRT CSTR FSIZ CLIQ FLEV
CPRT 1 -0.0092 0.0358 -0.0333 0.0162
CSTR -0.0092 1 0.2797 0.5397 0.5720
FSIZ 0.0358 0.2797 1 0.1855 0.1948
CLIQ -0.0333 0.5397 0.1855 1 0.6824
FLEV 0.0162 0.5720 0.1948 0.6824 1
Source: E-Views Software 7.0
European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
47
Appendix 2
Descriptive Statistics
CPRT CSTR FSIZ CLIQ FLEV
Mean 0.269616 15064.1 43267.33 18742.2 7966.293
Median 0.1385 2496 9311.5 741.5 851.5
Maximum 13.469 262351 339420 1176303 184208
Minimum -3.919 2 211 0.04 0
Std. Dev. 1.08238 34451.46 62929.37 97137.75 25671.77
Skewness 9.02551 4.462748 2.078009 9.714215 5.172686
Kurtosis 113.6473 25.70994 7.855359 108.0592 30.67046
Jarque-Bera 104738.8 4961.717 340.3917 95124.18 7272.343
Probability 0 0 0 0 0
Sum 53.9233 3012819 8653465 3748440 1593259
Sum Sq. Dev. 233.1376 2.36E+11 7.88E+11 1.88E+12 1.31E+11
No. of Firms 40 40 40 40 40
Observations 200 200 200 200 200
Source: E-Views Software 7.0
Appendix 3
OLS Regression Results
Dependent Variable: CPRT
Method: Least Squares
Sample: 1 – 200
Included observations: 200
Variable Coefficient Std. Error t-Statistic Prob.
C 0.278362 0.094771 2.937218 0.0037
CSTR -2.08E-06 5.94E-06 -0.349558 0.7270
FSIZ 5.57E-07 1.60E-06 0.349089 0.7274
CLIQ -3.64E-07 8.33E-07 -0.437405 0.6623
FLEV 6.61E-07 7.43E-06 0.088957 0.9292
R-squared 0.002940 Mean dependent var 0.269617
Adjusted R-squared 0.017513 S.D. dependent var 1.082380
S.E. of regression 1.091816 Akaike info criterion 3.038244
Sum squared resid 232.4522 Schwarz criterion 3.120702
Log likelihood 298.8244 F-statistic 0.143725
Durbin-Watson stat 2.202449 Prob(F-statistic) 0.965586
Source: E-Views Software 7.0
European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
48
Appendix 4
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 1.182773 Prob. F(2,193) 0.3086
Obs*R-squared 2.421662 Prob. Chi-Square(2) 0.2979
Test Equation:
Dependent Variable: RESID
Method: Least Squares
Sample: 1-200
Included observations: 200
Presample missing value lagged residuals set to zero.
Variable Coefficient Std. Error t-Statistic Prob.
C 0.000585 0.093917 0.006228 0.9950
FSIZ 3.65E-08 1.58E-06 0.023118 0.9816
CLIQ -3.13E-08 8.31E-07 -0.037664 0.9700
FLEV -1.20E-07 4.26E-06 -0.028134 0.9776
CSTR -3.31E-08 3.20E-06 -0.010346 0.9918
RESID(-1) -0.104235 0.071936 -1.448997 0.1490
RESID(-2) -0.047395 0.071967 -0.658568 0.5110
R-squared 0.012108 Mean dependent var 1.14E-16
Adjusted R-squared -0.018603 S.D. dependent var 1.081102
S.E. of regression 1.091112 Akaike info criterion 3.046644
Sum squared resid 229.7712 Schwarz criterion 3.162085
Log likelihood -297.6644 Hannan-Quinn criter. 3.093361
F-statistic 0.394258 Durbin-Watson stat 2.000338
Prob(F-statistic) 0.882141
Source: E-Views Software 7.0
European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
49
Appendix 5
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 0.172745 Prob. F(4,195) 0.9522
Obs*R-squared 0.706197 Prob. Chi-Square(4) 0.9506
Scaled explained SS 37.98313 Prob. Chi-Square(4) 0.0000
Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Sample: 1-200
Included observations: 200
Variable Coefficient Std. Error t-Statistic Prob.
C 1.669959 1.076462 1.551340 0.1224
FSIZ -1.23E-05 1.81E-05 -0.679876 0.4974
CLIQ -2.42E-07 9.52E-06 -0.025447 0.9797
FLEV 9.08E-06 4.88E-05 0.186106 0.8526
CSTR -3.14E-06 3.67E-05 -0.085705 0.9318
R-squared 0.003531 Mean dependent var 1.162937
Adjusted R-squared -0.016909 S.D. dependent var 12.40188
S.E. of regression 12.50630 Akaike info criterion 7.915024
Sum squared resid 30499.45 Schwarz criterion 7.997482
Log likelihood -786.5024 Hannan-Quinn criter. 7.948393
F-statistic 0.172745 Durbin-Watson stat 2.000987
Prob(F-statistic) 0.952154
Source: E-Views Software 7.0
European Journal of Business and Management www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol.5, No.16, 2013
50
Appendix 6
Ramsey RESET Test
Specification: CPRT C FSIZ CLIQ FLEV CSTR
Omitted Variables: Squares of fitted values
Value df Probability
t-statistic 0.256700 194 0.7977
F-statistic 0.065895 (1, 194) 0.7977
Likelihood ratio 0.067921 1 0.7944
F-test summary:
Sum of Sq. df Mean Squares
Test SSR 0.078975 1 0.078975
Restricted SSR 232.5875 195 1.192756
Unrestricted SSR 232.5085 194 1.198497
Unrestricted SSR 232.5085 194 1.198497
Unrestricted Test Equation:
Dependent Variable: CPRT
Method: Least Squares
Sample: 1-200
Included observations: 200
Variable Coefficient Std. Error t-Statistic Prob.
C -0.006130 1.094162 -0.005602 0.9955
FSIZ -2.53E-07 2.72E-06 -0.092808 0.9262
CLIQ -1.09E-07 1.37E-06 -0.079455 0.9368
FLEV 6.44E-07 1.05E-05 0.061078 0.9514
CSTR 1.28E-07 3.28E-06 0.038988 0.9689
FITTED^2 3.736041 14.55413 0.256700 0.7977
R-squared 0.002698 Mean dependent var 0.269616
Adjusted R-squared -0.023005 S.D. dependent var 1.082380
S.E. of regression 1.094759 Akaike info criterion 3.048486
Sum squared resid 232.5085 Schwarz criterion 3.147436
Log likelihood -298.8486 Hannan-Quinn criter. 3.088530
F-statistic 0.104976 Durbin-Watson stat 2.199282
Prob(F-statistic) 0.991054
Source: E-Views Software 7.0
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Determinants of corporate profitability in developing economies

  • 1. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 42 Determinants of Corporate Profitability in Developing Economies Obehioye U. Ehi-Oshio*, Aderin Adeyemi, Dr. Augustine O. Enofe Department of Accounting, Faculty of Management Sciences, University of Benin. *e-mail of corresponding author: ehioshioobehioye@gmail.com Abstract The study investigates the determinants of corporate profitability in developing economies, with main emphasis on the Nigerian context. The study analyzes the relationship between capital structure, firm size, cash liquidity, financial leverage and corporate profitability. A panel data consisting of forty (40) randomly selected companies, spanning a period of five (5) years was utilized for the study. The ordinary least square regression was used to analyze the existence of relationships among the dependent and independent variables. A positive relationship was found to exist between firm size and corporate profitability, and financial leverage and corporate profitability. Capital structure and cash liquidity exhibited negative relationships with corporate profitability. The study recommended the use of different indices of profitability; as differing results are possible. The study further proposed the inclusion of additional variables in order to improve the stability and explanatory power of the overall model. Keywords: Corporate Profitability, Capital Structure, Firm Size, Cash Liquidity, Financial Leverage. Introduction Most organizations are set up with the aim of making profit and giving back sufficient returns to its shareholders. Corporate profitability can basically be defined as the degree to which an organization can effectively utilize its available funds and assets, and convert them into profits. Profitability of corporate ventures enables organizations to better withstand negative shocks and contribute to the stability of the business environment. The profitability of an organization is affected by numerous factors. These factors include elements internal to each organization and several important external forces shaping earnings performance (Ani, Ugwunta, Ezeudu & Ugwuanyi, 2012). The importance of corporate profitability can be appraised at the micro and macro levels of the economy. At the micro level, profit is the essential prerequisite of a competitive enterprise and the cheapest source of funds. It is not merely a result, but also a necessity for successful business in a period of growing competition in financial markets. Hence, the basic aim of an organization’s management is to achieve profit, as the essential requirement for conducting any business (Bobakova, 2003). At the macro level, a sound and profitable business environment is better able to withstand negative shocks and contribute to the stability of the business environment. Organizations are generally perceived to play a central role in developing economies and their performance is one of the most important issues for many firm stakeholders such as shareholders, creditors, employees, suppliers and governments (Bhayani, 2010; Madrid-Guijarro, Auken & Perez-de-Lema, 2007). For this reason, analyzing the factors determining firm profitability and identification of the sources of variation in firm-level profitability has been regarded as important research themes by the researchers in the fields of economics, strategic management, marketing, accounting and finance (Gaur and Gupta, 2011; Nunes , 2009; Jonsson, 2007). Statement of the Research Problem Due to the fact that firms’ financial performance directly affects the stability of the countries’ economic systems in today’s capitalist world economy, the factors affecting firm profitability deserve special attention (Akbas & Karaduman, 2012). Profitability is the major tenet of most corporate entities; hence it’s relative importance in the analysis of corporate growth and survival. There are lots of factors that can have impact on the profitability of firms. Among these factors, capital structure, firm size, cash liquidity and financial leverage have been considered for analysis in this study as determinants of corporate profitability. The study therefore proposed the following research questions: 1. What is the relationship between capital structure and corporate profitability? 2. What is the relationship between firm size and corporate profitability? 3. What is the relationship between cash liquidity and corporate profitability? 4. What is the relationship between financial leverage and corporate profitability? Objectives of the Study The objectives of the study are to: 1. Analyze the relationship between capital structure and corporate profitability. 2. Analyze the relationship between firm size and corporate profitability. 3. Analyze the relationship between cash liquidity and corporate profitability.
  • 2. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 43 4. Analyze the relationship between financial leverage and corporate profitability. Hypothesis H1: There is a positive relationship between capital structure and corporate profitability. H2: There is a positive relationship between firm size and corporate profitability. H3: There is a positive relationship between cash liquidity and corporate profitability. H4: There is a positive relationship between financial leverage and corporate profitability. Literature Review Capital Structure and Corporate Profitability Osuji and Odita (2012) examined the impact of capital structure on the financial performance of Nigerian firms using a sample of thirty non-financial firms listed on the Nigerian Stock Exchange during the period, 2004 to 2010. Panel data for the selected firms were generated and analyzed using ordinary least squares (OLS) as a method of estimation. Their result shows that a firm’s capital structure surrogated by debt ratio has a significantly negative impact on the firm’s financial profitability measured by return on asset (ROA) and return on equity (ROE). Ogbulu and Emeni (2012) examined the relationship between capital structure, size, growth, tangibility, age and profitability of a firm. Using cross-sectional survey data from 110 firms listed on the Nigerian stock exchange and analysis of the data by the OLS method, they found that the relationship between capital structure and profitability was non-significant, albeit positive. Omorogie and Erah (2010) analyzed the relationship between capital structure and corporate performance in Nigeria. They utilized data ranging between 1995 and 2009. A model was specified for the study comprising five explanatory variables; based on theoretical underpinnings. The Ordinary Least Squares (OLS) technique of model estimation was employed to ascertain the existence of relationships among the variables. They found that capital structure exhibited a significant relationship with corporate performance. They also found that the other explanatory variables were useful and had a statistical relationship with corporate performance. Zeitun and Tian (2007) investigated the effect of capital structure on corporate performance using a panel data sample of 167 Jordanian companies during the period 1989 to 2003. Their results showed that a firm’s capital structure has a significantly negative impact on the firm’s performance measures. They also found that the level of leverage has a significantly positive effect on the market performance measures. Firm Size and Corporate Profitability Akbas and Karaduman (2012) analyzed the effect of firm size on the profitability of manufacturing companies listed in the Istanbul Stock Exchange by using a panel data set over the period 2005 to 2011. Profitability was measured by using Return on Assets, while both total assets and total sales were used as the proxies of firm size. According to the results of the study, firm size, both in terms of total assets and in terms of total sales, had a positive impact on the profitability of Turkish manufacturing companies. Salawu, Asaolu and Yinusa (2012) investigated the effects of financial policy and firm specific characteristics; such as firm size, on corporate performance. Panel data covering the period from 1990 to 2006, for 70 firms were analyzed. Pooled OLS, Fixed Effect Model and Generalized Method of Moment panel model were employed in the estimation. Their results showed that firm size, growth and foreign direct investment are negatively related with firms’ performance. Ani, Ugwunta, Ezeudu and Ugwuanyi (2012) investigated the determinants of the profitability of banks in Nigeria. Their data set was made up of 147 bank level observations over a 10-year period, (2001 to 2010) in respect of 15 banks that satisfied the study requirements. Pooled OLS stated in a multiple regression form was used to estimate the coefficients. Their major results hinged on the fact that increase in firm size may not necessarily lead to higher profits due to diseconomies of scale; as higher capital-assets ratio, and loans and advances contribute strongly to bank profitability. Abu-Tapanjeh (2006) examined the relationship between firm structure and profitability, taking into consideration major characteristics such as firm size, firm age, debt ratio and ownership structure of 48 Jordanian companies from 1995 to 2004, listed in the Amman Stock Exchange. The study employed two model specifications in order to test the proposed hypotheses, using the profitability measure of return on equity (ROE) return on investment (ROI). The results indicate that a positive, non- significant relationship existed between the independent variables (including firm size) and profitability; with the exception of debt ratio. Liquidity and Corporate Profitability Owolabi and Obida (2012) measured the relationship between liquidity management and corporate profitability using data from selected manufacturing companies quoted on the floor of the Nigerian stock exchange. The result of the study was obtained using descriptive analysis and their findings showed that liquidity management measured in terms of the company’s credit policies, cash flow management and cash conversion cycle has
  • 3. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 44 significant impact on corporate profitability. Bordeleau and Graham (2010) analyzed the impact of liquid asset holdings on bank profitability for a sample of large U.S. and Canadian banks. Their results suggest that profitability is improved for banks that hold some liquid assets. However, there is a point at which holding further liquid assets diminishes a banks’ profitability, all else equal. Moreover, empirical evidence suggests that this relationship varies depending on the firm’s business model and the state of the economy. Financial Leverage and Corporate Profitability Ojo (2012) examined the effect of financial leverage on selected indicators of corporate performance in Nigeria. In an attempt to juxtapose the earlier findings that were specific to developed nations, econometric technique of Vector Auto Regression (VAR) model was employed to analyze the model. The findings of the study revealed that leverage shocks exert substantially on corporate performance in Nigeria. Soumadi and Hayajneh (2011) investigated the effect of capital structure and financial leverage on the performance of Jordanian firms listed in the Amman stock market. The study used multiple regression model represented by ordinary least squares (OLS) as a technique to examine the effect of capital structure on the firm performance. The study investigated 76 firms (53 industrial firms and 23 service firms) for the period 2001 to 2006.Their results indicated that capital structure was negatively associated with firm performance. In addition, the study found out that there was no significant difference to the impact of the financial leverage between high financial leverage firms and low financial leverage firms on their performance. Gill and Mathur (2011) examined the factors that influenced financial leverage of Canadian firms. Among these factors was profitability measured by Returns on Assets (ROA). A sample of 166 Canadian firms listed on the Toronto Stock Exchange was selected for a period of 3 years (2008 to 2010). The study applied correlation and non-experimental research design. Their results depicted a negative non-significant relationship between financial leverage and profitability. Research Methodology The research utilized secondary data sourced from the financial statements of the companies under review. Data was sourced from a sample of 40 companies listed on the Nigerian stock exchange. The companies were randomly selected across industries, and the data covered a period of five (5) years; between 2006 and 2010. The data for the various years consist of Corporate Profitability (represented by returns on assets), Capital Structure (measured as the sum of: reinvested profit, new equity capital, and long-term debt financing), Firm Size (represented by sales turnover), Cash Liquidity (measured by the sum of cash and cash equivalents), and Financial Leverage (measured as the sum of fixed interest bearing funds). A model was constructed in order to analyze the existence of relationships between the dependent and the independent variable, and also, plausible relationships between and amongst the variables. The variables were analyzed through descriptive statistics, and the various relationships amongst the variables analyzed through the correlation matrix. The model specified is estimated using the Ordinary Least Squares (OLS) regression technique with the aid of E-Views software. Model Specification CPRT = β0 + β1CSTR + β2FSIZ + β3CLIQ + β4FLEV + Ɛt An explanation of the variables is as follows: CPRT = Corporate Profitability CSTR = Capital Structure FSIZ = Firm Size CLIQ = Cash Liquidity FLEV = Financial Leverage β0 = Constant β1 – β6 = Regression Parameters Ɛt = Error Term Results and Discussions An examination of the descriptive statistics for the dependent and explanatory variables reveals the following observations. Corporate profitability experienced a low growth rate with the average growth rate standing at 26.96% (Appendix 2). The disparity in profitability ranged from -3.919 minimum values for some firms to a maximum value of 13.469 (Appendix 2). This presents a great disparity between firms in terms of performance. Considering the standard deviation (SD) which measures the level of variation or degree of dispersion of the variables from their mean, it reveals that corporate profitability is relatively stable (least volatile) with a SD of 1.08238 (Appendix 2) compared with other variables. The OLS results indicate that a negative relationship exist between capital structure and corporate performance.
  • 4. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 45 Firm size exhibited a positive relationship with corporate profitability with a t-value of 0.349089 (Appendix 3). Cash liquidity was negatively related to corporate profitability with a t-value of -0.437405 (Appendix 3), while the relationship between financial leverage and corporate profitability was found to be negative. All the explanatory variables however exhibited non-significant relationships with the dependent variable. This is justified by an adjusted R2 of 0.017513 (Appendix 3); which depicts that only about 2% of the dependent variable is explained by the totality of the independent variable. The probability (F-statistics) of 0.965586 (Appendix 3) is an indication of a relatively weak model; in terms of explanatory power, in the determination of the total systematic variations of the dependent variable. The model however portrays absence of auto correlation among the independent variables with a Durbin-Watson statistics of 2.202449 (Appendix 3), indicating that there are differences between the past and present error terms. The correlation matrix (Appendix 1) gives a picture of the existence of significant and non-significant relationships among the independent variables; as a statistical value 0.50 to 1 is regarded as significant. Capital structure exhibited a significant relationship with liquidity and financial leverage; while financial leverage also exhibited a significant relationship with liquidity. All other variables exhibited non-significant relationships among themselves. Further diagnostic tests are executed to ascertain the validity of the model. Appendix 4 shows the Breusch- Godfrey serial correlation test, used to investigate the presence or absence of autocorrelation. The F-statistic and Obs*R-squared probability values are greater than 0.05 (5% level of confidence), which indicates the absence of autocorrelation in the model. The test for heteroskedasticity (Appendix 5) also reveals an F-statistic and Obs*R- squared probability values of 0.9522 and 0.9506 respectively; both of which are greater than 0.05, and indicates the absence of heteroskedasticity. The Ramsey reset test (Appendix 6) with F-statistic and t-statistic probability figures of 0.7977 is an indication of a properly specified model. Conclusion and Recommendations Capital structure and liquidity possessed negative relationships with corporate performance. The negative relationship between liquidity and corporate profitability can be borne out of the idealized liquidity-profitability tradeoff which posits that increases in liquidity generally gives rise to reduction in profitability levels due to the opportunity cost of holding cash rather than investing it. Firm size and leverage are seen to positively affect corporate profitability in Nigeria. Theories that are adequate for indigenous macroeconomic variables should be developed instead of depending on the structured theories of the advanced developed countries of the world, as these theories cannot be appropriate proxies for advancing the course of the developing nations. Several studies (Osuji & Odita, 2012; Abu-Tapanjeh, 2006) that utilized different profitability measures achieved diverse results. Consequently, it can be argued that different conclusions can result from differences in performance measures. This phenomenon may also be the result of the fact that studies use unsatisfactory performance measures, as the disadvantages of using raw accounting measures to evaluate corporate performance are well-known (Osuji & Odita, 2012). It is worth noting, however, that most of the studies were only performed on one country. Therefore, different conclusions may result from the influence of the institutional framework on the relationships. Firm influences and characteristics are to a large extent determined by the nature of the business environment within which the firm operates. This phenomenon could lead to discrepancies in the generation of statistical outcomes that aim to serve the purpose of generalization. Due to the inability of the study to effectively capture the significant determinants of corporate profitability for the period under review, it is advised that for future studies, more variables be incorporated; these variables should include not only firm-specific variables, but also macroeconomic variables. Also, based on availability of data, a wider time range could be covered; as this would enhance adequate comparison. This might however lead to reduced stationarity of the variables; hence, the variables would have to be controlled for, especially due to possible increases in auto correlation and heteroscedasticity. References Abu-Tapanjeh, A. M. (2006). An empirical study of firm structure and profitability relationship: The case of Jordan. Journal of Economic and Administrative Sciences, 22(1), 41-59. Akbas, H. E., & Karaduman, H. A. (2012). The effect of firm size on profitability: An empirical investigation on Turkish manufacturing companies. European Journal of Economics, Finance and Administrative Sciences, 55, 21-27. Ani, W. U., Ugwunta, D. O., Ezeudu, I. J., & Ugwuanyi, G. O. (2012). An empirical assessment of the determinants of bank profitability in Nigeria: Bank characteristics panel evidence. Journal of Accounting and Taxation, 4(3), 38-43. Bhayani, S. J. (2010). Determinant of profitability in Indian cement industry: An economic Analysis. South
  • 5. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 46 Asian Journal of Management, 17(4), 6-20. Bobakova, I. V. (2003). Raising the profitability of commercial banks. BIATEC, 11, 21-25. Bordeleau, E., & Graham, C. (2010). The impact of liquidity on bank profitability. Bank of Canada Working Paper 2010-38. Retrieved from: http://www.bank-banque-canada.ca Gaur, J., & Gupta, R. (2011). Comparing firm performance on the basis of age, size, leverage, and group affiliation in Indian IT industry. Romanian Journal of Marketing, 6(3), 8-13. Gill, A., & Mathur, N. (2011). Factors that influence financial leverage of Canadian firms. Journal of Applied Finance and Banking, 1(2), 19-37. Jonsson, B. (2007). Does the size matter: The relationship between size and profitability of Icelandic firms. Bifrost Journal of Social Sciences, 1, 43-55. Madrid-Guijarro, A., Auken, H. V., & Perez-de-Lema, G. D. (2007). An analysis of factors impacting performance of Spanish manufacturing firms. Journal of Small Business and Entrepreneurship, 20(4), 369-386. Nunes, P. J., Serrasqueiro, Z. M., & Sequeira, T. N. (2009). Profitability in Portuguese service industries: A panel data approach. The Service Industries Journal, 29(5), 693-707. Ogbulu, O. M., & Emeni, F. K. (2012). Determinants of corporate capital structure in Nigeria. International Journal of Economics and Management Sciences, 1(10), 81-96. Ojo, A. S. (2012). The effect of financial leverage on corporate performance of some selected companies in Nigeria. Canadian Social Science, 8(1), 85-91. Omorogie, A. N., & Erah, D. O. (2010). Capital structure and corporate performance in Nigeria: An empirical investigation. AAU Journal of Management Sciences, 1(1), 43-52. Osuji, C. C., & Odita, A. (2012). Impact of capital structure on the financial performance of Nigerian firms. Arabian Journal of Business and Management Review, 1(12), 43-61. Owolabi, S. A., & Obida, S. S. (2012). Liquidity management and corporate profitability: Case study of selected manufacturing companies listed on the Nigerian stock exchange. Business Management Dynamics, 2(2), 10-25. Salawu, R. O., Asaolu, T. O., & Yinusa, D. O. (2012). Financial policy and corporate performance: An empirical analysis on Nigerian listed companies. International Journal of Economics and Finance, 4(4), 175-181. Soumadi, M. M., & Hayajneh, O. S. (2011). Capital structure and corporate performance: Empirical study on the public Jordanian shareholdings firms listed in the Amman stock market. European Scientific Journal, 8(26), 173-189. Zeitun, R., & Tian, G. G. (2007). Capital structure and corporate performance: Evidence from Jordan. The Australasian Accounting Business & Finance Journal, 1(4), 40-61. Appendix 1 Correlation Matrix CPRT CSTR FSIZ CLIQ FLEV CPRT 1 -0.0092 0.0358 -0.0333 0.0162 CSTR -0.0092 1 0.2797 0.5397 0.5720 FSIZ 0.0358 0.2797 1 0.1855 0.1948 CLIQ -0.0333 0.5397 0.1855 1 0.6824 FLEV 0.0162 0.5720 0.1948 0.6824 1 Source: E-Views Software 7.0
  • 6. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 47 Appendix 2 Descriptive Statistics CPRT CSTR FSIZ CLIQ FLEV Mean 0.269616 15064.1 43267.33 18742.2 7966.293 Median 0.1385 2496 9311.5 741.5 851.5 Maximum 13.469 262351 339420 1176303 184208 Minimum -3.919 2 211 0.04 0 Std. Dev. 1.08238 34451.46 62929.37 97137.75 25671.77 Skewness 9.02551 4.462748 2.078009 9.714215 5.172686 Kurtosis 113.6473 25.70994 7.855359 108.0592 30.67046 Jarque-Bera 104738.8 4961.717 340.3917 95124.18 7272.343 Probability 0 0 0 0 0 Sum 53.9233 3012819 8653465 3748440 1593259 Sum Sq. Dev. 233.1376 2.36E+11 7.88E+11 1.88E+12 1.31E+11 No. of Firms 40 40 40 40 40 Observations 200 200 200 200 200 Source: E-Views Software 7.0 Appendix 3 OLS Regression Results Dependent Variable: CPRT Method: Least Squares Sample: 1 – 200 Included observations: 200 Variable Coefficient Std. Error t-Statistic Prob. C 0.278362 0.094771 2.937218 0.0037 CSTR -2.08E-06 5.94E-06 -0.349558 0.7270 FSIZ 5.57E-07 1.60E-06 0.349089 0.7274 CLIQ -3.64E-07 8.33E-07 -0.437405 0.6623 FLEV 6.61E-07 7.43E-06 0.088957 0.9292 R-squared 0.002940 Mean dependent var 0.269617 Adjusted R-squared 0.017513 S.D. dependent var 1.082380 S.E. of regression 1.091816 Akaike info criterion 3.038244 Sum squared resid 232.4522 Schwarz criterion 3.120702 Log likelihood 298.8244 F-statistic 0.143725 Durbin-Watson stat 2.202449 Prob(F-statistic) 0.965586 Source: E-Views Software 7.0
  • 7. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 48 Appendix 4 Breusch-Godfrey Serial Correlation LM Test: F-statistic 1.182773 Prob. F(2,193) 0.3086 Obs*R-squared 2.421662 Prob. Chi-Square(2) 0.2979 Test Equation: Dependent Variable: RESID Method: Least Squares Sample: 1-200 Included observations: 200 Presample missing value lagged residuals set to zero. Variable Coefficient Std. Error t-Statistic Prob. C 0.000585 0.093917 0.006228 0.9950 FSIZ 3.65E-08 1.58E-06 0.023118 0.9816 CLIQ -3.13E-08 8.31E-07 -0.037664 0.9700 FLEV -1.20E-07 4.26E-06 -0.028134 0.9776 CSTR -3.31E-08 3.20E-06 -0.010346 0.9918 RESID(-1) -0.104235 0.071936 -1.448997 0.1490 RESID(-2) -0.047395 0.071967 -0.658568 0.5110 R-squared 0.012108 Mean dependent var 1.14E-16 Adjusted R-squared -0.018603 S.D. dependent var 1.081102 S.E. of regression 1.091112 Akaike info criterion 3.046644 Sum squared resid 229.7712 Schwarz criterion 3.162085 Log likelihood -297.6644 Hannan-Quinn criter. 3.093361 F-statistic 0.394258 Durbin-Watson stat 2.000338 Prob(F-statistic) 0.882141 Source: E-Views Software 7.0
  • 8. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 49 Appendix 5 Heteroskedasticity Test: Breusch-Pagan-Godfrey F-statistic 0.172745 Prob. F(4,195) 0.9522 Obs*R-squared 0.706197 Prob. Chi-Square(4) 0.9506 Scaled explained SS 37.98313 Prob. Chi-Square(4) 0.0000 Test Equation: Dependent Variable: RESID^2 Method: Least Squares Sample: 1-200 Included observations: 200 Variable Coefficient Std. Error t-Statistic Prob. C 1.669959 1.076462 1.551340 0.1224 FSIZ -1.23E-05 1.81E-05 -0.679876 0.4974 CLIQ -2.42E-07 9.52E-06 -0.025447 0.9797 FLEV 9.08E-06 4.88E-05 0.186106 0.8526 CSTR -3.14E-06 3.67E-05 -0.085705 0.9318 R-squared 0.003531 Mean dependent var 1.162937 Adjusted R-squared -0.016909 S.D. dependent var 12.40188 S.E. of regression 12.50630 Akaike info criterion 7.915024 Sum squared resid 30499.45 Schwarz criterion 7.997482 Log likelihood -786.5024 Hannan-Quinn criter. 7.948393 F-statistic 0.172745 Durbin-Watson stat 2.000987 Prob(F-statistic) 0.952154 Source: E-Views Software 7.0
  • 9. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol.5, No.16, 2013 50 Appendix 6 Ramsey RESET Test Specification: CPRT C FSIZ CLIQ FLEV CSTR Omitted Variables: Squares of fitted values Value df Probability t-statistic 0.256700 194 0.7977 F-statistic 0.065895 (1, 194) 0.7977 Likelihood ratio 0.067921 1 0.7944 F-test summary: Sum of Sq. df Mean Squares Test SSR 0.078975 1 0.078975 Restricted SSR 232.5875 195 1.192756 Unrestricted SSR 232.5085 194 1.198497 Unrestricted SSR 232.5085 194 1.198497 Unrestricted Test Equation: Dependent Variable: CPRT Method: Least Squares Sample: 1-200 Included observations: 200 Variable Coefficient Std. Error t-Statistic Prob. C -0.006130 1.094162 -0.005602 0.9955 FSIZ -2.53E-07 2.72E-06 -0.092808 0.9262 CLIQ -1.09E-07 1.37E-06 -0.079455 0.9368 FLEV 6.44E-07 1.05E-05 0.061078 0.9514 CSTR 1.28E-07 3.28E-06 0.038988 0.9689 FITTED^2 3.736041 14.55413 0.256700 0.7977 R-squared 0.002698 Mean dependent var 0.269616 Adjusted R-squared -0.023005 S.D. dependent var 1.082380 S.E. of regression 1.094759 Akaike info criterion 3.048486 Sum squared resid 232.5085 Schwarz criterion 3.147436 Log likelihood -298.8486 Hannan-Quinn criter. 3.088530 F-statistic 0.104976 Durbin-Watson stat 2.199282 Prob(F-statistic) 0.991054 Source: E-Views Software 7.0
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