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International Journal of Business and Management Invention
ISSN (Online): 2319 – 8028, ISSN (Print): 2319 – 801X
www.ijbmi.org || Volume 5 Issue 2 || February. 2016 || PP-08-15
www.ijbmi.org 8 | Page
The Effect Of Economic Value Added And Earning Per Share
To Stocks Return (Panel Data Approachment)
1
Rafrini Amyulianthy, 2
Elsa K.Ritonga
1,2
Faculty of Economic and Business University of Pancasila, Indonesia
ABSTRACT : The purpose of this study is to examine the effect of Economic Value Added (EVA) and Earning
per Share (EPS) on stocks return. This study was taken because there are still differences between the research
study with each other. This research was conducted using secondary data. Population in this research was a
with time company incorporated in the index LQ 45 in Indonesian Stock Exchange period 2013-2014. Sampling
technique using was purposive sampling. There are 21 companies to analyzed. This study using multiple
regression with panel data. Results shows that Economic Value Added (EVA) have positive significant effect on
Stock Return, while Earning Per Share (EPS) also have positive significant on Stock Return. Adjusted R Square
value was 0,395091 means 39,50% can explained by the independent variable, while 60,50% are influenced by
the other variables which have not been included in the research model.
Keywords : Stocks Return, Economic Value Added, Earning Per Share, Multiple Regression, Panel Data
I. INTRODUCTION
In the era of free market economy, an increasingly competitive business world, so that requires
companies to be able to adapt in order to avoid bankruptcy and ahead of the competition. One of the important
information from the financial statements that are often used by investors as a major determinant of investment
decisions is the company's performance.
The management performance (achievement) measure can compare with the various types of different
industries and not on a similar type of industry. One technique for measuring a company's financial performance
by comparing of various kinds is through Economic Value Added (EVA). EVA first introduced by Stern
Stewart and Co. Emipirical studies concerning Economic Value Added (EVA) as an indicator of the company's
performance appraisal has been done both among colleges and among practitioners of economics, as well as an
assessment of the relationship EVA with stock prices. However, there are some studies that the results vary.
Some claimed there was no correlation between EVA with stock prices, but there is also a relationship between
the two states, whether they are positive or negative, for example, Olsen, 1996; Peterson and Peterson, 1996;
DeVilliers and Auret, 1997; Kramer and Pushner, 1997; Chen and Dodd, 1997; Turvey and Sparling, 2003;
Turvey et al., 2000.
Besides measuring performance could also use the information from Earnings Per Share (EPS), where
performance is measured by the amount of profit achieved. In principle, the more achievements (performance)
of the company to generate profits will increase demand for shares of the company with the resut the stock price
will increase. (Biddle et al, 1995).
II. LITERATURE REVIEWS & HYPOTHESIS DEVELOPMENT
EVA and Stock Returns
EVA, as a concept of economic profit, is the result of adjustments to GAAP-based accounting
advocated by Stern Stewart and Co. Moreover, the claim that EVA is the main driver for shareholder value has
been empirically tested by a number of US studies, giving rather mixed results. A number of these studies report
either poor or no statistical relation between EVA and stock return, or between EVA and market value (Olsen,
1996; Peterson and Peterson, 1996; DeVilliers and Auret, 1997; Kramer and Pushner, 1997; Chen and Dodd,
1997; Tuvey and Sparling, 2003; Tuvey et al., 2000). In contrasting findings, Lehn and Makhija (1996, 1997)
report that EVA has a “slight edge as a performance measure” compared to other accounting earnings measures.
O’Byrne (1996, 1997) shows that EVA explains more than twice as much of the variance in market/capital ratio
as NOPAT when the EVA model has positive and negative EVA coefficients. O’Byrne (1996) also showed that
EVA changes explain significantly more of the variation in market value changes.
The Effect Of Economic Value Added And Earning Per…
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EPS and Stock Returns
Earnings Per Share (EPS) is the ratio between the revenue generated (net income) and the number of
outstanding shares. Earnings Per Share (EPS) illustrates the company's profitability is reflected in shares
(Cerlienia, 2010). According Darmadji and Hendy (2005) definition of earnings per share (EPS) which is a ratio
that shows some of the gains (profits) obtained by investors or shareholders per share. Profit is a measure of the
success of a company, because that investors often focus on the magnitude of Earning Per Share (EPS) to
analyze shares. The higher the value of EPS of course encouraging shareholders because the greater the profit
provided to shareholders. And the higher the profit achieved by the company, the value of the company will
increase which in turn will be reflected in the company's stock value (Biddle et al, 1995).
Furthermore, the hypotheses in this research are:
H1 : There is an effect of EVA to stock returns
H2 : There is an effect of EPS to stock returns
Figure 1
III. METHODS
The data used in this study as the source of the data is in the 2013- 2014 Annual Report, the quality of
data obtained from the internet reporting company's website and financial data from the Indonesian Capital
Market Directory (ICMD) published by the Institute for Economic and Financial Research (ECFIN). Samples
that were taken and used in this study were from companies listed as LQ 45 index within range from 2013-2014
on the Indonesia Stock Exchange (IDX). The number of samples in this study were 21 companies.The sample is
a purposive sampling to obtain a sample that can represent the specified criteria. The criteria as following:
Table 1
Samples Criteria
Companies listed in Indonesia’s LQ45 2013-2014 58
Companies are not consistently listed in Indonesia’s LQ
45 2013-2014
(27)
Companies who do not publish audited financial
statements 2013-2014
0
Companies that present financial statements are
denominated in dollars
(1)
Companies that data is incomplete financial statements (9)
Total samples 21
Year observation (x2 years) 42
Independent Variables
The independent variables in this study is the company performance which are proxied by Economic Value
Added (EVA) and Earnings Per Share (EPS).
Economic Value Added (EVA)
Is measurement of company’s value added by reducing the burden of the cost of capital arising from the
investments that has been made.
where :
EVA = Net Operating Profit after Tax (NOPAT) - Cost of Capital
Earnings Per Share (EPS)
Is the net income after tax. The amount of revenue earned for each share of total income for common shares
divided with number of outstanding shares.
EVA
EPS
STOCK RETURNS
The Effect Of Economic Value Added And Earning Per…
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where :
EPS =
𝐍𝐞𝐭 𝐈𝐧𝐜𝐨𝐦𝐞 𝐚𝐟𝐭𝐞𝐫 𝐓𝐚𝐱
𝐎𝐮𝐭𝐬𝐭𝐚𝐧𝐝𝐢𝐧𝐠 𝐒𝐡𝐚𝐫𝐞𝐬
Dependent Variables
The dependent variable in this study is stock returns which the difference between income (loss) suffered by
shareholders as the share price is now relatively higher (lower) than the previous stock price.
where :
Ri =
𝐏 𝐭𝐢−𝐏 𝐭𝐢−𝟏
𝐏 𝐭𝐢−𝟏
Control Variables
Size
In this study, measured by the size variable ln (natural log) total assets in 2013&2014. Data were obtained from
BEI and ICMD site. Total assets illustrates the size of the company. This size is expected to be an effect on the
company's stock returns.
Research Model
To test the hypothesis that has been designed, this study uses one main models. This model is used to
investigate the hypothesis H1 & H2 to test the effect of EVA and EPS to stock returns. Here is the research
model:
Stock Returns = α + β1EVA + β2EPS + β3Size + e
where:
Stock Returns = difference in income (loss) suffered by shareholders as the share price is now relatively higher
(lower) than the previous share price.
EVA = the value added produced of company from reducing the burden of the cost of capital arising
in investment that has been made
EPS = net income after tax divided by the number of outstanding share
Size = ln total assets
Data Analysis
Procedures used in the multiple regression analyzes were conducted to see the effect of Economic
Value Added (EVA) and Earning Per Share (EPS) to stock returns with Ordinary Least Square (OLS) using
panel data approchement. In the use of panel data, there are three types of approaches that can be used are:
Common Effect, Fixed Effect, and Random Effects.
1. Common Effects Model
Is the simplest model in panel data processing is to perform regression by the method of ordinary least
squares (OLS) on a joint data (Pooled). Where N is the number of unit cross section and T is the
number of periods of time. By assuming the component error in the processing of ordinary least
squares, we can make the estimation process separately for each unit cross section. Thus obtained the
same number of T equation. Likewise, we will obtain the equation of time series as much as N
equations for each observation. To get the parameters α and β are constant and efficient, shall be in the
larger regression by involving as much as NT observation.
2. Random Effect Model
This model is also called the Error Component Model. Just like the fixed effects model, the model also
allows the difference in the value of the intercept parameters and coefficients differ between regions
and across time, but expressed in error. The disruption of this model is assumed to be random for the
entire population. This model also result in that individual errors are not correlated with each other, as
well as error combination. By using a random effects model, we can save the use of degrees of freedom
and does not diminish in number as the fixed effect model. This has implications for parameter
estimation result will be more efficient.
3. Fixed Effect Model
This model is also called Least Square Dummy Variable Model. This model approach by inserting a
dummy variable to allow for the difference intercept parameter values and coefficients vary between
regions and over time. Changes in the dummy variable fixed effect can reduce the number of degree of
freedom that ultimately affect the efficiency of parameter estimates.
The Effect Of Economic Value Added And Earning Per…
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How to choose one of the three existing approaches above are as follows:
a. Choose between Common Effects Model vs Fixed Effects Model
To choose which model is more suitable between Common Effects Model or Fixed Effects Model, can
be used Chow Test (Restricted F-Test).
b. Choose between Common Effects Model vs Random Effects Model
To choose which model is more suitable between Common Effects Model or Random Effects Model,
can be used Lagrange Multiplier Test (LM Test).
c. Choose between Fixed Effects Model vs Random Effects Model
To choose which model is more suitable between Fixed Effects or Random Effects, can be used
Hausman’s Test.
IV. RESULTS
Descriptive Statistics
The object of this study consisted of the variables studied, namely EVA, EPS and stocks return on the
company listed on the Indonesia Stock Exchange (IDX) since 2013-2014 as LQ 45 companies. The test results
showed descriptive statistics in this study had an average of 0,047803, with a maximum value of 0,492063 for
stock returns. The value of EVA has an average of 11,26336 and a maximum value of 326,0182. Meanwhile,
EPS has an average of 0,548858 and a maximum value of 2,790190 (see Apendix Table 1 shows the
descriptive statistics of all variables in this research.).
Selection Model
To choose the most suitable model that will be used in research can be carried out by the three tests, as follows:
1. Chow Test: Chow’s Test results calculate that Fvalue probability is greater than α = 0.05. Conclude
that Fixed Effect model was not significant in the data panel. The results of test calculations are
performed decision: accept H0 and conclude that Pooled/Common Effect Model is better than the Fixed
Effect Model for the probability value 0.3456> α (0.05).
2. LM test: From LM’s Test were performed conclude that accept H0 and Pooled/Common Effect Model
is better than Random Effect Models with probability values 0.0710> α (0.05).
3. Hausman’s test: From Hausman’s Test were performed conclude that accept H0 and Random Effect
Model is better than Fixed Effect Models with probability values 0,1660>α (0,05).
Thus, after used three test between the Chow Test, LM Test and Hausman’s Test, the most appropriate
use for panel data test method is Pooled/Common Effect Model as the best model. (see Apendix Table
2, 3 and 4)
Hypothesis Testing
For futher, hypothesis testing with data panel, this research use pooled/ common effect model to
examine the effect of independent and dependend variables of the research model. (see Apendix Table 7). But
before the hypotheses testing was conducted, there were BLUE test that has been done. (see Apendix Table 5
and 6 for Multicolinearity Test, Heteroscedasticity Test and Autocorellation Test)
From the test results as the table 3 shown that:
 Hypotheses 1 is accepted, the results indicate that the economic value added (EVA) has a significant
influence on stock returns. Between EVA and stock returns there is positive relationship (β1=
0,029042). This means that EVA significantly affected stock returns.
 Hypotheses 2 is accepted, the results indicate that the earnings per share (EPS) has a significant
influence on stock returns. Between EPS and stock returns there is positive relationship (β2=0,031813).
This means that EPS significantly affected stock returns significant.
Discussion
Based on the test results as described, the discussion will explore the influence of EVA and EPS to
stock returns. The two hypotheses of this study is that EVA & EPS affect stock returns. From the test results
obtained that EVA and EPS significantly affected to stock returns. So therefore it means that all hypotheses is
accepted. The results are consistent with research from Olsen, 1996; Peterson and Peterson, 1996; DeVilliers
and Auret, 1997; Kramer and Pushner, 1997; Chen and Dodd, 1997; Tuvey and Sparling, 2003; Tuvey et al.,
2000); Lehn and Makhija (1996, 1997). Also inline with research from Biddle et al, 1995 where's the higher
profit achieved by the company, the value of the company will increase which in turn will be reflected in the
value of shares of the company.
The Effect Of Economic Value Added And Earning Per…
www.ijbmi.org 12 | Page
V. CONCLUSION
Based on the results of statistical testing and analysis has been discussed in the previous chapter, it can be
concluded as follows:
1. There is a positive significant relationship EVA and stock returns. This proves the first hypothesis is
accepted. That there is significant effect between EVA to stock returns for the company. These results
suggest that EVA is one of the important variables that determine the returns of companies in
Indonesia.
2. There is a positive significant relationship EPS and stock returns. This proves the second hypothesis of
this study is accepted. That there is significant effect between EPS to stock returns for the company.
These results suggest that EPS also an important variables that determine the returns of companies in
Indonesia.
REFERENCES
[1] Biddle, G.C., R. Bowen, and J.S. Wallace (1997), “Does EVA Beat Earnings? Evidence on Associations with Stock Returns and
Firm Values”, Journal of Accounting and Economics, Vol.24 No.3
[2] Cerlienia. 2010. The Effect of ROA, ROE, DER, EPS dan PER terhadapto Return Saham. Journal Of Accounting. Hal: 5-7.
[3] Chen, S. and Dodd, J.L. (1997), “Economic Value Added (EVA): an empirical examination of a new corporate performance
measure”, Journal of Managerial Issues, Vol. IX, Fall, pp. 318-33
[4] Darmadji, Tjiptono and Hendy, M. Fakhruddin. 2011. Pasar Modal di Indonesia. Jakarta: Salemba Empat.
[5] DeVilliers, J.U. and Auret, C.J. (1997), “A comparison of EPS and EVA as explanatory variables for share price”, Journal for
Studies in Economics and Econometrics, Vol. 22, August, pp. 47-63.
[6] Kramer, J.K. and Pushner, G. (1997), “An empirical analysis of economic value added as a proxy for market value added”,
Financial Practice and Education, Spring/Summer
[7] Lehn, K. and Makhija, A.K. (1996), “EVA and MVA: as performance measures and signals for strategic change”, Strategy &
Leadership, Vol. 24, May/June, pp. 34-8.
[8] Lehn, K. and Makhija, A.K. (1997), “EVA, accounting profits, and CEO turnover: an empirical examination 1985-1994”, Journal
of Applied Corporate Finance, Vol. 10 No. 2, pp. 90-7.
[9] O’Byrne, S.F. (1996), “EVA and market value”, Journal of Applied Corporate Finance, Vol. 9 No. 1.
[10] O’Byrne, S.F. (1997), “EVA and shareholder return”, Financial Practice and Education, Spring/Summer, pp. 50-4.
[11] Olsen, E.E. (1996), “Economic Value Added”: Perspectives, Boston Consulting Group, Boston, MA.
[12] Peterson, P.P. and Peterson, D.R. (1996), Company Performance and Measures of Value Added, The Research Foundation of the
Institute of Chartered Financial Analysts, Charlottesville, VA.
[13] Tuvey, C. and Sparling, D. (2003), “Further thoughts on the relationship between economic value added and stock market
performance”, Agribusiness, Vol. 19 No. 2, pp. 255-67.
[14] Tuvey, C.L., Van Duren, E. and Sparling, D. (2000), “The relationship between economic value added and the stock market
performance of agribusiness firms”, Agribusiness, Vol. 16 No. 4, pp. 399-416.
APENDIX
Table 1
Descriptive Statistic
(n = 42)
Table 2
Chow Test
(n=42)
Effects Test Statistic Prob.
Cross-section F 0,978485 0,5219
Cross-section Chi-square 30,904691 0,0565
Period F 3,316388 0,0853
Period Chi-square 7,102384 0,0077
Cross-Section/Period F 1,207704 0,3456
Cross-Section/Period Chi-Square 36,926675 0,0172
EVA EPS
Stocks
Return
SIZE
Mean 11,26336 0,548858 0,047803 0,7805
Median 1,265346 0,207090 0,011364 0,7882
Maximum 326,0182 2,790190 0,492063 0,8926
Minimum -38,05021 -0,104410 -0,714233 0,6555
The Effect Of Economic Value Added And Earning Per…
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Table 3
LM Test
(n=42)
Null (no.rand.effect) Alternative Cross-section
One-sided
Period
One_sided Both
Breusch-Pagan 0,229057 3,030510 3,259567
(0,6322) (0,0817) (0,0710)
Table 4
Hausman’s Test
(n=42)
Test Summary Chi-Sq.Statistic Prob.
Cross-section random 3,591746 0,1660
Table 5
Multicolinearity Test
Correlation EVA EPS
EVA 1,000000
EPS -0,051867 1,000000
Table 6
Heteroscedasticity and Autocorellation Test
Variabel Coefficient Std.Error t-Statistic Prob.
C 0,144942 0,021236 6,825197 0,0000
EPS 0,026266 0,024719 1,062611 0,2945
EVA -0,000129 0,000304 -0,423478 0,6743
R-squared 0,033668 Mean dependent var 0,157908
Adjusted R-
squared
-0,015887 S.D.dependent var 0,101739
S.E.of regression 0,102544 Akaike info criterion -1,648294
Sum squared resid 0,410098 Schwarz criterion -1,524174
Log likelihood 37,61417 Hannan-Quinn criter. -1,602799
F-statistic 0,679405 Durbin-Watson stat 1,887584
Prob (F-statistic) 0,512817
Table 7
Hypoteses Testing
Variabel Coefficient Std.Error t-Statistic Prob.
C 0,060558 0,040229 1,505342 0,1403
EPS 0,031813 0,046825 5,058439 0,0009
EVA 0,029042 0,000576 4,602861 0,0000
Size 0.070507 0,013598 6,048566 0.0002
R-squared 0,366194 Mean dependent var 0,047803
Adjusted R-squared 0,395091 S.D.dependent var 0,237976
S.E.of regression 0,194254 Akaike info criterion -0,370548
Sum squared resid 1,471655 Schwarz criterion -0,246428
Log likelihood 10,78150 Hannan-Quinn criter. -0,325053
F-statistic 11,26650 Durbin-Watson stat 2,080404
Prob (F-statistic) 0,000137
The Effect Of Economic Value Added And Earning Per…
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Tabel 8
Company Lists
No Kode
Efek
Nama
Perusahaan
Feb
2013
Agt
2013
Feb
2014
Agt
2014
Sampling
1 AALI Astra Agro Lestari Tbk     Complete
2 ADRO Adaro Energy Tbk.     Not Complete
3 AKRA AKR Corporindo Tbk.     Complete
4 ANTM Aneka Tambang (Persero) Tbk.   -
5 ASII Astra Internasional Tbk.     Complete
6 ASRI Alam Sutera Realty Tbk.     Complete
7 BBCA Bank Central Asia Tbk.     Not Complete
8 BBNI Bank Negara Indonesia (Persero)
Tbk.
    Not Complete
9 BBRI Bank Rakyat Indonesia (Persero)
Tbk
    Not Complete
10 BBTN Bank Tabungan Negara (Persero)
Tbk.
   -
11 BDMN Bank Danamon Indonesia Tbk.     Not Complete
12 BHIT Bhakti Investama Tbk.   -
13 BKSL Sentul City Tbk.    -
14 BMRI Bank Mandiri (Persero) Tbk.     Not Complete
15 BMTR Global Mediacom Tbk.     Complete
16 BSDE Bumi Serpong Damai Tbk.     Not Complete
17 BUMI Bumi Resources Tbk.   -
18 BWPT BW Plantation Tbk.   -
19 CPIN Charoen Pokphand Indonesia
Tbk.
    Complete
20 EXCL XL Axiata Tbk.     Complete
21 GGRM Gudang Garam Tbk.     Complete
22 GIAA Garuda Indonesia Tbk.  -
23 HRUM Harum Energy Tbk.     Not Complete
24 ICBP Indofood CBP Sukses Makmur
Tbk.
    Complete
25 IMAS Indomobil Sukses International
Tbk.
  -
26 INCO Vale Indonesia Tbk.    -
27 INDF Indofood Sukses Makmur Tbk.     Complete
28 INDY Indika Energy Tbk.  -
29 INTP Indocement Tunggal Prakasa Tbk.     Complete
30 ITMG Indo Tambangraya Megah Tbk.     Not Complete
31 JSMR Jasa Marga (Persero) Tbk.     Complete
32 KLBF Kalbe Farma Tbk.     Complete
33 LPKR Lippo Karawaci Tbk.     Complete
34 LSIP PP London Sumatra Indonesia
Tbk.
    Complete
35 MAIN Malindo Feedmiil Tbk.    -
36 MAPI Mitra Adiperkasa Tbk.   -
37 MNCN Media Nusantara Citra Tbk.     Complete
38 PGAS Perusahaan Gas Negara Tbk.     Not Complete
39 PTBA Tambang Batubara Bukit Asam
(Persero) Tbk.
    Complete
40 SMCB Holcim Indonesia Tbk.   -
41 SMGR Semen Indonesia (Persero) Tbk.     Complete
42 SSIA Surya Semesta Internusa Tbk.    -
43 TLKM Telekomunikasi Indonesia
(Persero) Tbk.
    Complete
44 UNTR United Tractors Tbk.     Complete
The Effect Of Economic Value Added And Earning Per…
www.ijbmi.org 15 | Page
45 UNVR Unilever Indonesia Tbk.     Complete
46 MLPL Multipolar Tbk.   -
47 PWON Pakuwon Jati Tbk.    -
48 WIKA Wijaya Karya Tbk.    -
49 ADHI Adhi Karya (Persero) Tbk.   -
50 CTRA Ciputra Development Tbk.   -
51 PTPP PP (Persero) Tbk   -
52 SMRA Summarecon Agung Tbk.   -
53 TAXI Express Trasindo Utama Tbk.   -
54 TBIG Tower Bersama Infrastructure
Tbk.
  -
55 VIVA Visi Media Karya Tbk.  -
56 WSKT Waskita Karya (Persero) Tbk.   -
57 LPPF Matahari Departement Store Tbk.  -
58 SCMA Surya Citra Media Tbk.  -
TOTAL SAMPLE 21

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The Effect Of Economic Value Added And Earning Per Share To Stocks Return (Panel Data Approachment)

  • 1. International Journal of Business and Management Invention ISSN (Online): 2319 – 8028, ISSN (Print): 2319 – 801X www.ijbmi.org || Volume 5 Issue 2 || February. 2016 || PP-08-15 www.ijbmi.org 8 | Page The Effect Of Economic Value Added And Earning Per Share To Stocks Return (Panel Data Approachment) 1 Rafrini Amyulianthy, 2 Elsa K.Ritonga 1,2 Faculty of Economic and Business University of Pancasila, Indonesia ABSTRACT : The purpose of this study is to examine the effect of Economic Value Added (EVA) and Earning per Share (EPS) on stocks return. This study was taken because there are still differences between the research study with each other. This research was conducted using secondary data. Population in this research was a with time company incorporated in the index LQ 45 in Indonesian Stock Exchange period 2013-2014. Sampling technique using was purposive sampling. There are 21 companies to analyzed. This study using multiple regression with panel data. Results shows that Economic Value Added (EVA) have positive significant effect on Stock Return, while Earning Per Share (EPS) also have positive significant on Stock Return. Adjusted R Square value was 0,395091 means 39,50% can explained by the independent variable, while 60,50% are influenced by the other variables which have not been included in the research model. Keywords : Stocks Return, Economic Value Added, Earning Per Share, Multiple Regression, Panel Data I. INTRODUCTION In the era of free market economy, an increasingly competitive business world, so that requires companies to be able to adapt in order to avoid bankruptcy and ahead of the competition. One of the important information from the financial statements that are often used by investors as a major determinant of investment decisions is the company's performance. The management performance (achievement) measure can compare with the various types of different industries and not on a similar type of industry. One technique for measuring a company's financial performance by comparing of various kinds is through Economic Value Added (EVA). EVA first introduced by Stern Stewart and Co. Emipirical studies concerning Economic Value Added (EVA) as an indicator of the company's performance appraisal has been done both among colleges and among practitioners of economics, as well as an assessment of the relationship EVA with stock prices. However, there are some studies that the results vary. Some claimed there was no correlation between EVA with stock prices, but there is also a relationship between the two states, whether they are positive or negative, for example, Olsen, 1996; Peterson and Peterson, 1996; DeVilliers and Auret, 1997; Kramer and Pushner, 1997; Chen and Dodd, 1997; Turvey and Sparling, 2003; Turvey et al., 2000. Besides measuring performance could also use the information from Earnings Per Share (EPS), where performance is measured by the amount of profit achieved. In principle, the more achievements (performance) of the company to generate profits will increase demand for shares of the company with the resut the stock price will increase. (Biddle et al, 1995). II. LITERATURE REVIEWS & HYPOTHESIS DEVELOPMENT EVA and Stock Returns EVA, as a concept of economic profit, is the result of adjustments to GAAP-based accounting advocated by Stern Stewart and Co. Moreover, the claim that EVA is the main driver for shareholder value has been empirically tested by a number of US studies, giving rather mixed results. A number of these studies report either poor or no statistical relation between EVA and stock return, or between EVA and market value (Olsen, 1996; Peterson and Peterson, 1996; DeVilliers and Auret, 1997; Kramer and Pushner, 1997; Chen and Dodd, 1997; Tuvey and Sparling, 2003; Tuvey et al., 2000). In contrasting findings, Lehn and Makhija (1996, 1997) report that EVA has a “slight edge as a performance measure” compared to other accounting earnings measures. O’Byrne (1996, 1997) shows that EVA explains more than twice as much of the variance in market/capital ratio as NOPAT when the EVA model has positive and negative EVA coefficients. O’Byrne (1996) also showed that EVA changes explain significantly more of the variation in market value changes.
  • 2. The Effect Of Economic Value Added And Earning Per… www.ijbmi.org 9 | Page EPS and Stock Returns Earnings Per Share (EPS) is the ratio between the revenue generated (net income) and the number of outstanding shares. Earnings Per Share (EPS) illustrates the company's profitability is reflected in shares (Cerlienia, 2010). According Darmadji and Hendy (2005) definition of earnings per share (EPS) which is a ratio that shows some of the gains (profits) obtained by investors or shareholders per share. Profit is a measure of the success of a company, because that investors often focus on the magnitude of Earning Per Share (EPS) to analyze shares. The higher the value of EPS of course encouraging shareholders because the greater the profit provided to shareholders. And the higher the profit achieved by the company, the value of the company will increase which in turn will be reflected in the company's stock value (Biddle et al, 1995). Furthermore, the hypotheses in this research are: H1 : There is an effect of EVA to stock returns H2 : There is an effect of EPS to stock returns Figure 1 III. METHODS The data used in this study as the source of the data is in the 2013- 2014 Annual Report, the quality of data obtained from the internet reporting company's website and financial data from the Indonesian Capital Market Directory (ICMD) published by the Institute for Economic and Financial Research (ECFIN). Samples that were taken and used in this study were from companies listed as LQ 45 index within range from 2013-2014 on the Indonesia Stock Exchange (IDX). The number of samples in this study were 21 companies.The sample is a purposive sampling to obtain a sample that can represent the specified criteria. The criteria as following: Table 1 Samples Criteria Companies listed in Indonesia’s LQ45 2013-2014 58 Companies are not consistently listed in Indonesia’s LQ 45 2013-2014 (27) Companies who do not publish audited financial statements 2013-2014 0 Companies that present financial statements are denominated in dollars (1) Companies that data is incomplete financial statements (9) Total samples 21 Year observation (x2 years) 42 Independent Variables The independent variables in this study is the company performance which are proxied by Economic Value Added (EVA) and Earnings Per Share (EPS). Economic Value Added (EVA) Is measurement of company’s value added by reducing the burden of the cost of capital arising from the investments that has been made. where : EVA = Net Operating Profit after Tax (NOPAT) - Cost of Capital Earnings Per Share (EPS) Is the net income after tax. The amount of revenue earned for each share of total income for common shares divided with number of outstanding shares. EVA EPS STOCK RETURNS
  • 3. The Effect Of Economic Value Added And Earning Per… www.ijbmi.org 10 | Page where : EPS = 𝐍𝐞𝐭 𝐈𝐧𝐜𝐨𝐦𝐞 𝐚𝐟𝐭𝐞𝐫 𝐓𝐚𝐱 𝐎𝐮𝐭𝐬𝐭𝐚𝐧𝐝𝐢𝐧𝐠 𝐒𝐡𝐚𝐫𝐞𝐬 Dependent Variables The dependent variable in this study is stock returns which the difference between income (loss) suffered by shareholders as the share price is now relatively higher (lower) than the previous stock price. where : Ri = 𝐏 𝐭𝐢−𝐏 𝐭𝐢−𝟏 𝐏 𝐭𝐢−𝟏 Control Variables Size In this study, measured by the size variable ln (natural log) total assets in 2013&2014. Data were obtained from BEI and ICMD site. Total assets illustrates the size of the company. This size is expected to be an effect on the company's stock returns. Research Model To test the hypothesis that has been designed, this study uses one main models. This model is used to investigate the hypothesis H1 & H2 to test the effect of EVA and EPS to stock returns. Here is the research model: Stock Returns = α + β1EVA + β2EPS + β3Size + e where: Stock Returns = difference in income (loss) suffered by shareholders as the share price is now relatively higher (lower) than the previous share price. EVA = the value added produced of company from reducing the burden of the cost of capital arising in investment that has been made EPS = net income after tax divided by the number of outstanding share Size = ln total assets Data Analysis Procedures used in the multiple regression analyzes were conducted to see the effect of Economic Value Added (EVA) and Earning Per Share (EPS) to stock returns with Ordinary Least Square (OLS) using panel data approchement. In the use of panel data, there are three types of approaches that can be used are: Common Effect, Fixed Effect, and Random Effects. 1. Common Effects Model Is the simplest model in panel data processing is to perform regression by the method of ordinary least squares (OLS) on a joint data (Pooled). Where N is the number of unit cross section and T is the number of periods of time. By assuming the component error in the processing of ordinary least squares, we can make the estimation process separately for each unit cross section. Thus obtained the same number of T equation. Likewise, we will obtain the equation of time series as much as N equations for each observation. To get the parameters α and β are constant and efficient, shall be in the larger regression by involving as much as NT observation. 2. Random Effect Model This model is also called the Error Component Model. Just like the fixed effects model, the model also allows the difference in the value of the intercept parameters and coefficients differ between regions and across time, but expressed in error. The disruption of this model is assumed to be random for the entire population. This model also result in that individual errors are not correlated with each other, as well as error combination. By using a random effects model, we can save the use of degrees of freedom and does not diminish in number as the fixed effect model. This has implications for parameter estimation result will be more efficient. 3. Fixed Effect Model This model is also called Least Square Dummy Variable Model. This model approach by inserting a dummy variable to allow for the difference intercept parameter values and coefficients vary between regions and over time. Changes in the dummy variable fixed effect can reduce the number of degree of freedom that ultimately affect the efficiency of parameter estimates.
  • 4. The Effect Of Economic Value Added And Earning Per… www.ijbmi.org 11 | Page How to choose one of the three existing approaches above are as follows: a. Choose between Common Effects Model vs Fixed Effects Model To choose which model is more suitable between Common Effects Model or Fixed Effects Model, can be used Chow Test (Restricted F-Test). b. Choose between Common Effects Model vs Random Effects Model To choose which model is more suitable between Common Effects Model or Random Effects Model, can be used Lagrange Multiplier Test (LM Test). c. Choose between Fixed Effects Model vs Random Effects Model To choose which model is more suitable between Fixed Effects or Random Effects, can be used Hausman’s Test. IV. RESULTS Descriptive Statistics The object of this study consisted of the variables studied, namely EVA, EPS and stocks return on the company listed on the Indonesia Stock Exchange (IDX) since 2013-2014 as LQ 45 companies. The test results showed descriptive statistics in this study had an average of 0,047803, with a maximum value of 0,492063 for stock returns. The value of EVA has an average of 11,26336 and a maximum value of 326,0182. Meanwhile, EPS has an average of 0,548858 and a maximum value of 2,790190 (see Apendix Table 1 shows the descriptive statistics of all variables in this research.). Selection Model To choose the most suitable model that will be used in research can be carried out by the three tests, as follows: 1. Chow Test: Chow’s Test results calculate that Fvalue probability is greater than α = 0.05. Conclude that Fixed Effect model was not significant in the data panel. The results of test calculations are performed decision: accept H0 and conclude that Pooled/Common Effect Model is better than the Fixed Effect Model for the probability value 0.3456> α (0.05). 2. LM test: From LM’s Test were performed conclude that accept H0 and Pooled/Common Effect Model is better than Random Effect Models with probability values 0.0710> α (0.05). 3. Hausman’s test: From Hausman’s Test were performed conclude that accept H0 and Random Effect Model is better than Fixed Effect Models with probability values 0,1660>α (0,05). Thus, after used three test between the Chow Test, LM Test and Hausman’s Test, the most appropriate use for panel data test method is Pooled/Common Effect Model as the best model. (see Apendix Table 2, 3 and 4) Hypothesis Testing For futher, hypothesis testing with data panel, this research use pooled/ common effect model to examine the effect of independent and dependend variables of the research model. (see Apendix Table 7). But before the hypotheses testing was conducted, there were BLUE test that has been done. (see Apendix Table 5 and 6 for Multicolinearity Test, Heteroscedasticity Test and Autocorellation Test) From the test results as the table 3 shown that:  Hypotheses 1 is accepted, the results indicate that the economic value added (EVA) has a significant influence on stock returns. Between EVA and stock returns there is positive relationship (β1= 0,029042). This means that EVA significantly affected stock returns.  Hypotheses 2 is accepted, the results indicate that the earnings per share (EPS) has a significant influence on stock returns. Between EPS and stock returns there is positive relationship (β2=0,031813). This means that EPS significantly affected stock returns significant. Discussion Based on the test results as described, the discussion will explore the influence of EVA and EPS to stock returns. The two hypotheses of this study is that EVA & EPS affect stock returns. From the test results obtained that EVA and EPS significantly affected to stock returns. So therefore it means that all hypotheses is accepted. The results are consistent with research from Olsen, 1996; Peterson and Peterson, 1996; DeVilliers and Auret, 1997; Kramer and Pushner, 1997; Chen and Dodd, 1997; Tuvey and Sparling, 2003; Tuvey et al., 2000); Lehn and Makhija (1996, 1997). Also inline with research from Biddle et al, 1995 where's the higher profit achieved by the company, the value of the company will increase which in turn will be reflected in the value of shares of the company.
  • 5. The Effect Of Economic Value Added And Earning Per… www.ijbmi.org 12 | Page V. CONCLUSION Based on the results of statistical testing and analysis has been discussed in the previous chapter, it can be concluded as follows: 1. There is a positive significant relationship EVA and stock returns. This proves the first hypothesis is accepted. That there is significant effect between EVA to stock returns for the company. These results suggest that EVA is one of the important variables that determine the returns of companies in Indonesia. 2. There is a positive significant relationship EPS and stock returns. This proves the second hypothesis of this study is accepted. That there is significant effect between EPS to stock returns for the company. These results suggest that EPS also an important variables that determine the returns of companies in Indonesia. REFERENCES [1] Biddle, G.C., R. Bowen, and J.S. Wallace (1997), “Does EVA Beat Earnings? Evidence on Associations with Stock Returns and Firm Values”, Journal of Accounting and Economics, Vol.24 No.3 [2] Cerlienia. 2010. The Effect of ROA, ROE, DER, EPS dan PER terhadapto Return Saham. Journal Of Accounting. Hal: 5-7. [3] Chen, S. and Dodd, J.L. (1997), “Economic Value Added (EVA): an empirical examination of a new corporate performance measure”, Journal of Managerial Issues, Vol. IX, Fall, pp. 318-33 [4] Darmadji, Tjiptono and Hendy, M. Fakhruddin. 2011. Pasar Modal di Indonesia. Jakarta: Salemba Empat. [5] DeVilliers, J.U. and Auret, C.J. (1997), “A comparison of EPS and EVA as explanatory variables for share price”, Journal for Studies in Economics and Econometrics, Vol. 22, August, pp. 47-63. [6] Kramer, J.K. and Pushner, G. (1997), “An empirical analysis of economic value added as a proxy for market value added”, Financial Practice and Education, Spring/Summer [7] Lehn, K. and Makhija, A.K. (1996), “EVA and MVA: as performance measures and signals for strategic change”, Strategy & Leadership, Vol. 24, May/June, pp. 34-8. [8] Lehn, K. and Makhija, A.K. (1997), “EVA, accounting profits, and CEO turnover: an empirical examination 1985-1994”, Journal of Applied Corporate Finance, Vol. 10 No. 2, pp. 90-7. [9] O’Byrne, S.F. (1996), “EVA and market value”, Journal of Applied Corporate Finance, Vol. 9 No. 1. [10] O’Byrne, S.F. (1997), “EVA and shareholder return”, Financial Practice and Education, Spring/Summer, pp. 50-4. [11] Olsen, E.E. (1996), “Economic Value Added”: Perspectives, Boston Consulting Group, Boston, MA. [12] Peterson, P.P. and Peterson, D.R. (1996), Company Performance and Measures of Value Added, The Research Foundation of the Institute of Chartered Financial Analysts, Charlottesville, VA. [13] Tuvey, C. and Sparling, D. (2003), “Further thoughts on the relationship between economic value added and stock market performance”, Agribusiness, Vol. 19 No. 2, pp. 255-67. [14] Tuvey, C.L., Van Duren, E. and Sparling, D. (2000), “The relationship between economic value added and the stock market performance of agribusiness firms”, Agribusiness, Vol. 16 No. 4, pp. 399-416. APENDIX Table 1 Descriptive Statistic (n = 42) Table 2 Chow Test (n=42) Effects Test Statistic Prob. Cross-section F 0,978485 0,5219 Cross-section Chi-square 30,904691 0,0565 Period F 3,316388 0,0853 Period Chi-square 7,102384 0,0077 Cross-Section/Period F 1,207704 0,3456 Cross-Section/Period Chi-Square 36,926675 0,0172 EVA EPS Stocks Return SIZE Mean 11,26336 0,548858 0,047803 0,7805 Median 1,265346 0,207090 0,011364 0,7882 Maximum 326,0182 2,790190 0,492063 0,8926 Minimum -38,05021 -0,104410 -0,714233 0,6555
  • 6. The Effect Of Economic Value Added And Earning Per… www.ijbmi.org 13 | Page Table 3 LM Test (n=42) Null (no.rand.effect) Alternative Cross-section One-sided Period One_sided Both Breusch-Pagan 0,229057 3,030510 3,259567 (0,6322) (0,0817) (0,0710) Table 4 Hausman’s Test (n=42) Test Summary Chi-Sq.Statistic Prob. Cross-section random 3,591746 0,1660 Table 5 Multicolinearity Test Correlation EVA EPS EVA 1,000000 EPS -0,051867 1,000000 Table 6 Heteroscedasticity and Autocorellation Test Variabel Coefficient Std.Error t-Statistic Prob. C 0,144942 0,021236 6,825197 0,0000 EPS 0,026266 0,024719 1,062611 0,2945 EVA -0,000129 0,000304 -0,423478 0,6743 R-squared 0,033668 Mean dependent var 0,157908 Adjusted R- squared -0,015887 S.D.dependent var 0,101739 S.E.of regression 0,102544 Akaike info criterion -1,648294 Sum squared resid 0,410098 Schwarz criterion -1,524174 Log likelihood 37,61417 Hannan-Quinn criter. -1,602799 F-statistic 0,679405 Durbin-Watson stat 1,887584 Prob (F-statistic) 0,512817 Table 7 Hypoteses Testing Variabel Coefficient Std.Error t-Statistic Prob. C 0,060558 0,040229 1,505342 0,1403 EPS 0,031813 0,046825 5,058439 0,0009 EVA 0,029042 0,000576 4,602861 0,0000 Size 0.070507 0,013598 6,048566 0.0002 R-squared 0,366194 Mean dependent var 0,047803 Adjusted R-squared 0,395091 S.D.dependent var 0,237976 S.E.of regression 0,194254 Akaike info criterion -0,370548 Sum squared resid 1,471655 Schwarz criterion -0,246428 Log likelihood 10,78150 Hannan-Quinn criter. -0,325053 F-statistic 11,26650 Durbin-Watson stat 2,080404 Prob (F-statistic) 0,000137
  • 7. The Effect Of Economic Value Added And Earning Per… www.ijbmi.org 14 | Page Tabel 8 Company Lists No Kode Efek Nama Perusahaan Feb 2013 Agt 2013 Feb 2014 Agt 2014 Sampling 1 AALI Astra Agro Lestari Tbk     Complete 2 ADRO Adaro Energy Tbk.     Not Complete 3 AKRA AKR Corporindo Tbk.     Complete 4 ANTM Aneka Tambang (Persero) Tbk.   - 5 ASII Astra Internasional Tbk.     Complete 6 ASRI Alam Sutera Realty Tbk.     Complete 7 BBCA Bank Central Asia Tbk.     Not Complete 8 BBNI Bank Negara Indonesia (Persero) Tbk.     Not Complete 9 BBRI Bank Rakyat Indonesia (Persero) Tbk     Not Complete 10 BBTN Bank Tabungan Negara (Persero) Tbk.    - 11 BDMN Bank Danamon Indonesia Tbk.     Not Complete 12 BHIT Bhakti Investama Tbk.   - 13 BKSL Sentul City Tbk.    - 14 BMRI Bank Mandiri (Persero) Tbk.     Not Complete 15 BMTR Global Mediacom Tbk.     Complete 16 BSDE Bumi Serpong Damai Tbk.     Not Complete 17 BUMI Bumi Resources Tbk.   - 18 BWPT BW Plantation Tbk.   - 19 CPIN Charoen Pokphand Indonesia Tbk.     Complete 20 EXCL XL Axiata Tbk.     Complete 21 GGRM Gudang Garam Tbk.     Complete 22 GIAA Garuda Indonesia Tbk.  - 23 HRUM Harum Energy Tbk.     Not Complete 24 ICBP Indofood CBP Sukses Makmur Tbk.     Complete 25 IMAS Indomobil Sukses International Tbk.   - 26 INCO Vale Indonesia Tbk.    - 27 INDF Indofood Sukses Makmur Tbk.     Complete 28 INDY Indika Energy Tbk.  - 29 INTP Indocement Tunggal Prakasa Tbk.     Complete 30 ITMG Indo Tambangraya Megah Tbk.     Not Complete 31 JSMR Jasa Marga (Persero) Tbk.     Complete 32 KLBF Kalbe Farma Tbk.     Complete 33 LPKR Lippo Karawaci Tbk.     Complete 34 LSIP PP London Sumatra Indonesia Tbk.     Complete 35 MAIN Malindo Feedmiil Tbk.    - 36 MAPI Mitra Adiperkasa Tbk.   - 37 MNCN Media Nusantara Citra Tbk.     Complete 38 PGAS Perusahaan Gas Negara Tbk.     Not Complete 39 PTBA Tambang Batubara Bukit Asam (Persero) Tbk.     Complete 40 SMCB Holcim Indonesia Tbk.   - 41 SMGR Semen Indonesia (Persero) Tbk.     Complete 42 SSIA Surya Semesta Internusa Tbk.    - 43 TLKM Telekomunikasi Indonesia (Persero) Tbk.     Complete 44 UNTR United Tractors Tbk.     Complete
  • 8. The Effect Of Economic Value Added And Earning Per… www.ijbmi.org 15 | Page 45 UNVR Unilever Indonesia Tbk.     Complete 46 MLPL Multipolar Tbk.   - 47 PWON Pakuwon Jati Tbk.    - 48 WIKA Wijaya Karya Tbk.    - 49 ADHI Adhi Karya (Persero) Tbk.   - 50 CTRA Ciputra Development Tbk.   - 51 PTPP PP (Persero) Tbk   - 52 SMRA Summarecon Agung Tbk.   - 53 TAXI Express Trasindo Utama Tbk.   - 54 TBIG Tower Bersama Infrastructure Tbk.   - 55 VIVA Visi Media Karya Tbk.  - 56 WSKT Waskita Karya (Persero) Tbk.   - 57 LPPF Matahari Departement Store Tbk.  - 58 SCMA Surya Citra Media Tbk.  - TOTAL SAMPLE 21