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International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
INTERNATIONAL JOURNAL OF MANAGEMENT (IJM) 
ISSN 0976-6502 (Print) 
ISSN 0976-6510 (Online) 
Volume 5, Issue 9, September (2014), pp. 41-48 
© IAEME: http://www.iaeme.com/IJM.asp 
Journal Impact Factor (2014): 7.2230 (Calculated by GISI) 
www.jifactor.com 
41 
 
IJM 
© I A E M E 
THE EFFECT OF FIRM-SPECIFIC CHARACTERISTICS ON SEGMENT 
INFORMATION DISCLOSURE: A CASE OF INDIAN LISTED COMPANIES 
F J Peter Kumar 
Assistant Professor, School of Business, Leadership and Management, Karunya University, 
Coimbatore, Tamil Nadu, India 
ABSTRACT 
The subject of segment information disclosure practices among various companies are under 
consideration by the users of the financial statements. The users of the financial statements and the 
investors in general are keen to know the performance of the companies in which they are interested 
for investing. In today’s business environment, the concept of globalization has entered every 
business persons mind and therefore the companies go on a widespread hunt for entering the market 
on a global platform. In the process of globalization, the information provided by the companies 
should be useful for the investors in understanding the quantum of business they perform. Thus, The 
Institute of Chartered Accountants of India has pronounced Accounting Standard 17 on Segment 
Reporting. The researcher in this article tries to bring out the effect of firm-specific characteristics on 
segment information disclosure with special reference to the Indian Listed Companies. 
Keywords: Segment Reporting; Information Disclosure; Accounting Standard; Firm-Specific 
Characteristics; Disclosure Index, Average Variance Extracted. 
1. INTRODUCTION 
Segment Information Disclosure by the companies are much expected by the users of the 
financial statements and the investors. The users of the financial statements and the investors need to 
have a better understanding on the progress of the company in which they have an interest to invest. 
The investors always have a watch over the overall performance of the companies and observe the 
trend in which the market price of the share moves and thereby they try in increase the investments 
in the company which has an upward trend in the market. The researcher has considered several 
firm-specific characteristics and studied the effect on the segment information disclosure practices of 
the companies in accordance of the accounting standard 17 issued by The Institute of Chartered 
Accountants of India.
International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
42 
2. THEORETICAL FRAMEWORK 
 
The level of segment information disclosure practices adopted by the companies are 
increasing over the past ten years. The companies are also having an opinion that more information 
on the segments they operate are to be reported independently so that the investors will be aware on 
the varied business they involve and also the areas of operations the companies have kept their foot 
on. The investors in turn are benefitted to have an adequate knowledge on the performance of the 
companies by analysing the varied information disclosed by the companies segment-wise and 
thereby take a decision in their investment pattern. As such, the study on the effect of firm-specific 
characteristics on segment information disclosure practices by the Indian Listed Companies will help 
the users of the financial statements and the investors in making a proper decision for their 
investments. 
3. EXTANT LITERATURE 
Mishari M. Alfaraih and Faisal S. Alanezi (2011) examined both the segment disclosure 
practice of Companies listed on the Kuwait Stock Exchange (KSE) and the factors that influence 
their level of segment disclosures. Vakhrushina M A (2011) propounded that in the modern 
unstable economic environment, the competitiveness arising in the individual economy branches and 
the financial crisis make the commercial organisations to approach new management technologies. 
Cho, Joong-Seok (2010) empirically investigates the effect of implementation of SFAS No. 131 on 
companies’ information environments by assessing the effect of interim period financial reports. 
Samuel Jebaraj Benjamin et.al., (2010) revealed that in the increasing complexity of business 
enterprises and the growing popularity of conglomerate type businesses, it has become clear that 
consolidated financial statement reporting, while obviously necessary, may not necessarily provide 
users with sufficient insights for the making of informed decisions. Mohammed Talha et.al., (2009) 
investigated whether competitive disadvantage is experienced by Malaysian Companies as they 
disclose segmental information under the new accounting standard known as FRS 114, Segment 
Reporting. Kanogporn Narktabtee and Manatip Chankitisakul (2007) examined segment 
reporting practices of the listed company during 1994-2005 by using the TAS No. 24 segment 
reporting as a benchmark. Sanjiv Agarwal (2007) indicates that the most of the public sector banks 
have been following the RBI directions on clarification of business segments while a few private 
sector banks have been reporting as per the Accounting Standard-17. 
4. RESEARCH DESIGN AND METHOD 
The Accounting Standard – 17 has been implemented among enterprises in India having their 
securities traded publicly and other economically significant entities, including subsidiaries by The 
Institute of Chartered Accountants of India. According to the Standard, an entity should report its 
segmental information classified by business and (or) geographical areas in the annual reports of the 
companies. Accordingly, the research is being carried out by conducting a thorough study on the 
annual reports of Select Indian Listed Companies during the year 2011-12 on the effect of firm-specific 
characteristics on the segment information disclosure of the companies. 
4.1 Sampling Design 
The population for the study is consisting of India’s Top 500 Companies, published by the 
Economics Times, “ET 500 List, 2010”, and the method of sampling used for this study is a 
technique called as the “clustering sampling technique”. These Companies are the listed companies
International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
in the Bombay Stock Exchange or the National Stock Exchange of India during 2001 -2002 to 2011 - 
2012. This study requires financial statement information, in particular the notes to financial 
statements, which is found in the annual reports of the companies. The annual reports of these 
companies are extracted from the company’s web site under the investor relations column and the 
PROWESS data base provided by CMIE (Centre for Monitoring Indian Economy). The sample size 
for the study comes to 125 companies falling under the major 6 industries which is given as follows : 
43 
 
Table 1: Sample of the selected Indian Listed Companies 
Industry Automobile Cemen 
t 
Chemical 
s 
Computer 
s 
Constructio 
n 
Pharmaceutic 
als 
No. Of 
Companies 
(125) 
22 13 10 24 30 26 
4.2 Analytical Design 
To investigate the effect of firm-specific characteristics on the segment information 
disclosure among the select Indian Listed Companies, Path Co-efficient Analysis was performed by 
the researcher using Path Least Square Model. 
4.3 Measuring the extent of Segment Disclosure 
The disclosure index is developed using the indicators selected based on the mandatory 
disclosure requirements issued by The Institute of Chartered Accountants of India. The annual report 
of the selected Indian Companies during the period 2011-12 was examined and an item-based 
approach using a dichotomous procedure in which an item scores one if it is disclosed and zero 
otherwise was followed. In the most common approach, the concept of ‘disclosure index’ was first 
used by Buzby (Buzby, S. L. (1975)) and Stanga (Stanga, K.G. (1976)) and formalized by Cooke 
(Cooke, T. E. (1989a); Cooke, T. E. (1989b)). 
The researcher summarizes the determination of the index as follows: 
 
 
 
 
Index = Actual disclosure/Total possible disclosure =    
Where d = 1 if item di is disclosed and 0 if item di is not disclosed, m = number of items 
disclosed and n = maximum number of disclosure items possible. The index is a ratio comparing the 
actual level of disclosure and the possible level (thus not penalizing the company for non-disclosure 
of irrelevant items). 
5. RESULTS OF THE STUDY 
To determine the effect of the company’s firm-specific characteristics on the segment 
disclosure level among the Indian Listed Comapanies are performed using the inter-correlation 
matrix (not shown here). In order to study the direct response and the indirect response of each of 
the explanatory variables (firm-specific characteristics) through other independent variables (firm-specific 
characteristics) on the dependent variable (Disclosure Index), Path Coefficient Analysis is 
performed. The direct effect of each of the explanatory variables (firm-specific characteristics) on the 
dependent variable (Disclosure Index) and the indirect effect of each explanatory variable (firm-specific 
characteristics) on the dependent variable (Disclosure Index) through other explanatory 
variables (firm-specific characteristics) are furnished in Table No. 2.
International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
44 
 
Table 2: EFFECT OF THE FIRM-SPECIFIC CHARACTERISTICS ON THE SEGMENT 
REPORTING DISCLOSURE LEVEL 
Variables Log 
Total 
Assets 
Log 
Sales 
Log 
Market 
Capitali 
sation 
Levera 
ge 
ROI ROE ROS Owners 
hip 
Diffusio 
n 
Grow 
th 
Rate 
Market 
Expectatio 
n 
Size 
of the 
Audit 
Firm 
Disclos 
ure 
Index 
Log Total 
Assets 
0.13 0.07 0.13 -0.04 0.03 0.00 0.00 -0.04 0.00 0.03 0.00 0.33 
Log Sales 0.04 0.25 0.07 0.00 -0.01 0.01 -0.02 -0.03 0.01 0.02 0.00 0.35 
Log Market 
Capitalisation 
0.06 0.06 0.32 0.06 -0.10 0.03 0.02 -0.09 0.01 -0.02 0.01 0.34 
Leverage 0.02 -0.01 -0.09 -0.19 0.13 -0.03 -0.01 0.03 0.01 0.03 0.00 -0.11 
ROI -0.01 0.00 0.11 0.09 -0.28 0.06 0.02 -0.02 0.01 -0.02 0.00 -0.04 
ROE 0.00 0.02 0.12 0.07 -0.22 0.08 0.01 -0.03 0.01 -0.02 0.00 0.05 
ROS 0.01 -0.04 0.06 0.02 -0.05 0.01 0.10 -0.01 0.00 -0.01 0.00 0.11 
Ownership 
Diffusion 
-0.03 -0.04 -0.17 -0.03 0.04 -0.01 -0.01 0.16 -0.01 0.02 0.00 -0.09 
Growth Rate 0.00 0.02 0.02 -0.01 -0.02 0.01 0.00 -0.02 0.11 0.00 0.00 0.11 
Market 
Expectation 
0.04 0.04 -0.06 -0.06 0.05 -0.01 -0.01 0.03 0.00 0.11 0.00 0.13 
Size of the 
Audit Firm 
0.00 0.03 0.15 0.07 -0.06 0.01 0.01 -0.05 0.01 0.01 0.01 0.21 
The results from Table 2 reveals that Log Total Assets, Log Sales and Log Market 
Capitalisation have higher positive direct effect on the Disclosure Index among all other firm-specific 
characteristics. This shows that all these three firm-specific characteristics, namely, Log 
Total Assets, Log Sales and Log Market Capitalisation are having a higher positive direct effect on 
the level of disclosure on segments among the Indian Listed Companies. It is further observed from 
the results from Table 2, that the performance parameter Log Total Assets has higher positive 
indirect effect on the level of disclosure on segments through other two firm-specific characteristics, 
namely, Log Sales and Log Market Capitalisation. Similary, the performance parameter Log Sales 
has positive indirect effect on the level of disclosure on segments through the other two firm-specific 
characteristics, namely, Log Assets and Log Market Capitalisation. In the same manner, the
International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
performance parameter Log Market Capitalisation has positive indirect effect on the level of 
disclosure on segments through the other two firm-specific characteristics, namely. Log Total Assets 
and Log Sales. Thus, it is observed that the three firm-specific characteristics, namely, Log Total 
Assets, Log Total Sales and Log Market Capitalisation are considered to be substantially important 
contributing variables in determining the effect on the level of segment information disclosure 
(Disclosure Index). These three firm-specific characteristics are included in this study as a measure 
of the size of the firm. This shows that Size of the Company is a significant factor in determining the 
effect on the level of segment information disclosure (Disclosure Index). 
45 
 
Table 3 reveals the reliability and the average variance extracted in determining the effect of 
the firm-specific characteristics on the segment reporting disclosure level. As Cronbach’s  tends to 
provide a severe under estimation of the internal consistency reliability of latent variables in PLS 
Path Models, it is more appropriate to apply a different measure, the composite reliability. The 
composite reliability takes into account that indicators have different loadings, and can be interpreted 
in the same way as Cronbach’s . An internal consistency reliability value above 0.7 in early stages 
of research are regarded as satisfactory whereas a value below 0.6 indicates a lack of reliability. It is 
noted from the table that except the profitability variable, all other variables considered for the study 
are having the composite reliability of more than 0.7 which is a satisfactory measure. For the 
assessment of validity, the researcher has tested the convergent validity which signifies that a set of 
indicators represents one and the same underlying construct, which can be demonstrated through 
their unidimensionality. The average variance extracted is a suggested criterion of convergent 
validity. An AVE value of at least 0.5 indicates sufficient convergent validity, meaning that a latent 
variable is able to explain more than half of the variance of indicators on average. The results from 
the table 6.43 reveal that except profitability, all other variables are above 0.5 which shows that 
convergent validity of all the construct variables except profitability is satisfactory. The Path model 
showing the effect of the firm-specific characteristics on the segment reporting disclosure level is 
shown in Figure 1. 
Table 3: RELIABILITY AND THE AVERAGE VARIANCE EXTRACTED FOR THE 
PARTIAL LEAST SQUARE PATH ANALYSIS 
Construct Variables Composite Reliability AVE 
Size of the company 0.779336 0.541051 
Leverage 1.000000 1.000000 
Profitability 0.492929 0.342527 
Ownership diffusion 1.000000 1.000000 
Growth rate 1.000000 1.000000 
Market expectation 1.000000 1.000000 
Size of the audit firm 1.000000 1.000000 
Disclosure index 1.000000 1.000000
International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
46 
 
The variables included in the model are as follows: 
Size – Size of the Company; Leverage – Leverage; Profit – Profitability; Owner – Ownership 
Diffusion; Grow – Growth Rate; Mark – Market Expectation; Auditor – Size of the Audit Firm; 
DISIND – Disclosure Index 
Figure. 1: EFFECT OF THE FIRM-SPECIFIC CHARACTERISTICS ON THE SEGMENT 
REPORTING DISCLOSURE LEVEL USING VISUAL PARTIAL LEAST SQUARE PATH 
ANALYSIS 
The nonparametric bootstrap procedure can be used in PLS path modeling to provide 
confidence intervals for all parameter estimates, building the basis for statistical inference. In 
general, the bootstrap technique provides an estimate of the shape, spread, and bias of the sampling 
distribution of a specific statistic. Bootstrapping treats the observed sample as if it represents the 
population. The procedure creates a large, pre-specified number of bootstrap samples. Each bootstrap 
sample should have the same number of cases as the original sample. Bootstrap samples are created 
by randomly drawing cases with replacement from the original sample.
International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
47 
 
Table 4: THE RELATIONSHIP BETWEEN THE FIRM-SPECIFIC CHARACTERISTICS 
AND THE DISCLOSURE INDEX USING THE STRUCTURAL MODEL – BOOTSTRAP 
Entire 
Sample 
estimate 
Mean 
of 
Subsamples 
Standard 
error 
T-Statistic 
Size-Disclosure Index 0.4850 0.5099 0.0870 5.5761 
Leverage-Disclosure Index -0.1130 -0.1663 0.0861 -1.3122 
Profitability-Disclosure Index 0.0990 0.1428 0.1120 0.8842 
Ownership Diffusion-Disclosure 
Index 
0.1540 0.1667 0.0645 2.3886 
Growth Rate-Disclosure Index 0.0930 0.1317 0.0831 1.1190 
Market Expectation-Disclosure 
Index 
0.0880 0.0810 0.0520 1.6907 
Size of the Audit Firm- 
Disclosure Index 
0.0470 0.0794 0.0543 0.8659 
PLS estimates the path model for each bootstrap sample. The obtained path model 
coefficients form a bootstrap distribution, which can be viewed as an approximation of the sampling 
distribution. The PLS results for all bootstrap samples provide the mean value and standard error for 
each path model coefficient. This information permits a student’s t-test to be performed for the 
significance of path model relationships. The researcher has used the bootstrap structural model to 
test the significance of path model relationships based on the t-statistic from the results showed in 
table 6.44. The results from the table reveal that the t-statistic for Size with the Disclosure Index is 
the highest having 5.571 which shows that there is a significant association between the size of the 
company and the disclosure level more than any of the firm-specific characteristics considered for 
the study. 
6. CONCLUSION AND DISCUSSION 
The factors Log Total Assetss, Log Sales and Log Market Capitalisation have a direct effect 
on the segment information disclosure index. In this observation, these three firm-specific 
characteristics contribute more towards the improvement in the performance level of the companies 
by having disclosed more segment-wise information in their annual reports. The results also reveal 
that the firm-specific character, the size of the company has a significant association with the
International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), 
Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 
disclosure level more than any of the other firm-specific characteristics considered for the study as 
per the bootstrap stuctural model. 
48 
REFERENCES 
 
1. Copeland, T. E.,  Galai, D. (1983). Information Effects on the Bid-Ask Spread. The Journal 
of Finance, 38(5). pp. 14-57. 
2. Diamond, D. W.,  Verrecchia, R. E. (1991). Disclosure, Liquidity, and the Cost of Capital. 
The Journal of Finance, 46(4). pp.13-25. 
3. Mishari M. Alfaraih et al., (2011). What explains variation in segment reporting? evidence 
from Kuwait. International Business  Economics Research Journal. 10(7). pp. 24-28. 
4. Cho, Joong-seok., (2010). Information content change under SFAS No 131’s Interim Segment 
Reporting Requirements. International Review of Accounting, Banking and Finance, 2(3). 
pp. 61-75. 
5. Samuel Jebaraj Benjamine et al., (2010). A Study of Segment Reporting Practices: A 
Malaysian Perspective. The Journal of Applied Business Research, 26(3). pp. 31-42. 
6. Mohammad Talha et al., (2009). Segmental reporting and competitive disadvantage: a study 
of Malaysian Companies. International Journal of Managerial and Financial Accounting, 1(3). 
pp.305-319. 
7. Kanogporn Narktabtee and Manatip Chankitisakul., (2007). Segment Reporting Compliance of 
the Listed Companies in Thailand. Journal of Financial Economics, 13(2). pp. 187-221. 
8. Werts, C.E.,Linn, R .L.,  Jo¨ reskog, K.G.(1974). Intra class reliability estimates: Testing 
structural assumptions. Educational and Psychological Measurement, 34(1). pp. 25–33. 
9. Nunnally, J. C.  Bernstein, I. H. (1994). Psychometric Theory (3rd edition). NewYork, NY: 
McGraw-Hill Publishing Company, pp. 420-424. 
10. Fornell, C.,  Larcker,D.F. (1981). Structural Equation Models with unobservable variables 
and measurement error. Algebra and Statistics Journal of Marketing Research, 18(3). 
pp. 328–388. 
11. Gotz, O., Liehr-Gobbers, K.,  Krafft, M. (2009). Evaluation of structural equation models 
using the partial least squares (PLS) approach. Handbook of partial least squares: Concepts, 
methods, and applications. (In:V.Esposito Vinzi, W. W. Chin, J. Henseler  H. Wang 
edition). Berlin: Springer. 
12. Davison, A. C.,  Hinkley, D. V. (2003). Bootstrap methods and their application (2nd ed.). 
New York, NY: Cambridge University Press. 
13. Dr. Priyaranjan Dash and Suryakanta Mishra,, “Developing RFM Model for Customer 
Segmentation in Retail Industry”, International Journal of Marketing  Human Resource 
Management (IJMHRM), Volume 1, Issue 1, 2010, pp. 58 - 69, ISSN Print: 0976 – 6421, 
ISSN Online: 0976- 643X. 
14. Dr. B .Chandra Mohan Patnaik, Dr. Ipseeta Satpathy and Chandrabhanu Das, “Effectiveness of 
Outsourcing of Internal Audit and Financial Reporting by the Corporate”, International 
Journal of Advanced Research in Management (IJARM), Volume 5, Issue 1, 2014, 
pp. 53 - 58. ISSN Print: 0976 – 6324, ISSN Online: 0976 – 6332. 
15. Dr. Anshu Bhardwaj, “Financial Leverage and Firm’s Value: A Study of Metal, Metal 
Products and Mining Sector Firms”, International Journal of Management (IJM), Volume 5, 
Issue 6, 2014, pp. 50 - 56, ISSN Print: 0976-6502, ISSN Online: 0976-6510.

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The effect of firm specific characteristics on segment information disclosure a case of indian listed companies

  • 1. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME INTERNATIONAL JOURNAL OF MANAGEMENT (IJM) ISSN 0976-6502 (Print) ISSN 0976-6510 (Online) Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME: http://www.iaeme.com/IJM.asp Journal Impact Factor (2014): 7.2230 (Calculated by GISI) www.jifactor.com 41 IJM © I A E M E THE EFFECT OF FIRM-SPECIFIC CHARACTERISTICS ON SEGMENT INFORMATION DISCLOSURE: A CASE OF INDIAN LISTED COMPANIES F J Peter Kumar Assistant Professor, School of Business, Leadership and Management, Karunya University, Coimbatore, Tamil Nadu, India ABSTRACT The subject of segment information disclosure practices among various companies are under consideration by the users of the financial statements. The users of the financial statements and the investors in general are keen to know the performance of the companies in which they are interested for investing. In today’s business environment, the concept of globalization has entered every business persons mind and therefore the companies go on a widespread hunt for entering the market on a global platform. In the process of globalization, the information provided by the companies should be useful for the investors in understanding the quantum of business they perform. Thus, The Institute of Chartered Accountants of India has pronounced Accounting Standard 17 on Segment Reporting. The researcher in this article tries to bring out the effect of firm-specific characteristics on segment information disclosure with special reference to the Indian Listed Companies. Keywords: Segment Reporting; Information Disclosure; Accounting Standard; Firm-Specific Characteristics; Disclosure Index, Average Variance Extracted. 1. INTRODUCTION Segment Information Disclosure by the companies are much expected by the users of the financial statements and the investors. The users of the financial statements and the investors need to have a better understanding on the progress of the company in which they have an interest to invest. The investors always have a watch over the overall performance of the companies and observe the trend in which the market price of the share moves and thereby they try in increase the investments in the company which has an upward trend in the market. The researcher has considered several firm-specific characteristics and studied the effect on the segment information disclosure practices of the companies in accordance of the accounting standard 17 issued by The Institute of Chartered Accountants of India.
  • 2. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 42 2. THEORETICAL FRAMEWORK The level of segment information disclosure practices adopted by the companies are increasing over the past ten years. The companies are also having an opinion that more information on the segments they operate are to be reported independently so that the investors will be aware on the varied business they involve and also the areas of operations the companies have kept their foot on. The investors in turn are benefitted to have an adequate knowledge on the performance of the companies by analysing the varied information disclosed by the companies segment-wise and thereby take a decision in their investment pattern. As such, the study on the effect of firm-specific characteristics on segment information disclosure practices by the Indian Listed Companies will help the users of the financial statements and the investors in making a proper decision for their investments. 3. EXTANT LITERATURE Mishari M. Alfaraih and Faisal S. Alanezi (2011) examined both the segment disclosure practice of Companies listed on the Kuwait Stock Exchange (KSE) and the factors that influence their level of segment disclosures. Vakhrushina M A (2011) propounded that in the modern unstable economic environment, the competitiveness arising in the individual economy branches and the financial crisis make the commercial organisations to approach new management technologies. Cho, Joong-Seok (2010) empirically investigates the effect of implementation of SFAS No. 131 on companies’ information environments by assessing the effect of interim period financial reports. Samuel Jebaraj Benjamin et.al., (2010) revealed that in the increasing complexity of business enterprises and the growing popularity of conglomerate type businesses, it has become clear that consolidated financial statement reporting, while obviously necessary, may not necessarily provide users with sufficient insights for the making of informed decisions. Mohammed Talha et.al., (2009) investigated whether competitive disadvantage is experienced by Malaysian Companies as they disclose segmental information under the new accounting standard known as FRS 114, Segment Reporting. Kanogporn Narktabtee and Manatip Chankitisakul (2007) examined segment reporting practices of the listed company during 1994-2005 by using the TAS No. 24 segment reporting as a benchmark. Sanjiv Agarwal (2007) indicates that the most of the public sector banks have been following the RBI directions on clarification of business segments while a few private sector banks have been reporting as per the Accounting Standard-17. 4. RESEARCH DESIGN AND METHOD The Accounting Standard – 17 has been implemented among enterprises in India having their securities traded publicly and other economically significant entities, including subsidiaries by The Institute of Chartered Accountants of India. According to the Standard, an entity should report its segmental information classified by business and (or) geographical areas in the annual reports of the companies. Accordingly, the research is being carried out by conducting a thorough study on the annual reports of Select Indian Listed Companies during the year 2011-12 on the effect of firm-specific characteristics on the segment information disclosure of the companies. 4.1 Sampling Design The population for the study is consisting of India’s Top 500 Companies, published by the Economics Times, “ET 500 List, 2010”, and the method of sampling used for this study is a technique called as the “clustering sampling technique”. These Companies are the listed companies
  • 3. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME in the Bombay Stock Exchange or the National Stock Exchange of India during 2001 -2002 to 2011 - 2012. This study requires financial statement information, in particular the notes to financial statements, which is found in the annual reports of the companies. The annual reports of these companies are extracted from the company’s web site under the investor relations column and the PROWESS data base provided by CMIE (Centre for Monitoring Indian Economy). The sample size for the study comes to 125 companies falling under the major 6 industries which is given as follows : 43 Table 1: Sample of the selected Indian Listed Companies Industry Automobile Cemen t Chemical s Computer s Constructio n Pharmaceutic als No. Of Companies (125) 22 13 10 24 30 26 4.2 Analytical Design To investigate the effect of firm-specific characteristics on the segment information disclosure among the select Indian Listed Companies, Path Co-efficient Analysis was performed by the researcher using Path Least Square Model. 4.3 Measuring the extent of Segment Disclosure The disclosure index is developed using the indicators selected based on the mandatory disclosure requirements issued by The Institute of Chartered Accountants of India. The annual report of the selected Indian Companies during the period 2011-12 was examined and an item-based approach using a dichotomous procedure in which an item scores one if it is disclosed and zero otherwise was followed. In the most common approach, the concept of ‘disclosure index’ was first used by Buzby (Buzby, S. L. (1975)) and Stanga (Stanga, K.G. (1976)) and formalized by Cooke (Cooke, T. E. (1989a); Cooke, T. E. (1989b)). The researcher summarizes the determination of the index as follows: Index = Actual disclosure/Total possible disclosure = Where d = 1 if item di is disclosed and 0 if item di is not disclosed, m = number of items disclosed and n = maximum number of disclosure items possible. The index is a ratio comparing the actual level of disclosure and the possible level (thus not penalizing the company for non-disclosure of irrelevant items). 5. RESULTS OF THE STUDY To determine the effect of the company’s firm-specific characteristics on the segment disclosure level among the Indian Listed Comapanies are performed using the inter-correlation matrix (not shown here). In order to study the direct response and the indirect response of each of the explanatory variables (firm-specific characteristics) through other independent variables (firm-specific characteristics) on the dependent variable (Disclosure Index), Path Coefficient Analysis is performed. The direct effect of each of the explanatory variables (firm-specific characteristics) on the dependent variable (Disclosure Index) and the indirect effect of each explanatory variable (firm-specific characteristics) on the dependent variable (Disclosure Index) through other explanatory variables (firm-specific characteristics) are furnished in Table No. 2.
  • 4. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 44 Table 2: EFFECT OF THE FIRM-SPECIFIC CHARACTERISTICS ON THE SEGMENT REPORTING DISCLOSURE LEVEL Variables Log Total Assets Log Sales Log Market Capitali sation Levera ge ROI ROE ROS Owners hip Diffusio n Grow th Rate Market Expectatio n Size of the Audit Firm Disclos ure Index Log Total Assets 0.13 0.07 0.13 -0.04 0.03 0.00 0.00 -0.04 0.00 0.03 0.00 0.33 Log Sales 0.04 0.25 0.07 0.00 -0.01 0.01 -0.02 -0.03 0.01 0.02 0.00 0.35 Log Market Capitalisation 0.06 0.06 0.32 0.06 -0.10 0.03 0.02 -0.09 0.01 -0.02 0.01 0.34 Leverage 0.02 -0.01 -0.09 -0.19 0.13 -0.03 -0.01 0.03 0.01 0.03 0.00 -0.11 ROI -0.01 0.00 0.11 0.09 -0.28 0.06 0.02 -0.02 0.01 -0.02 0.00 -0.04 ROE 0.00 0.02 0.12 0.07 -0.22 0.08 0.01 -0.03 0.01 -0.02 0.00 0.05 ROS 0.01 -0.04 0.06 0.02 -0.05 0.01 0.10 -0.01 0.00 -0.01 0.00 0.11 Ownership Diffusion -0.03 -0.04 -0.17 -0.03 0.04 -0.01 -0.01 0.16 -0.01 0.02 0.00 -0.09 Growth Rate 0.00 0.02 0.02 -0.01 -0.02 0.01 0.00 -0.02 0.11 0.00 0.00 0.11 Market Expectation 0.04 0.04 -0.06 -0.06 0.05 -0.01 -0.01 0.03 0.00 0.11 0.00 0.13 Size of the Audit Firm 0.00 0.03 0.15 0.07 -0.06 0.01 0.01 -0.05 0.01 0.01 0.01 0.21 The results from Table 2 reveals that Log Total Assets, Log Sales and Log Market Capitalisation have higher positive direct effect on the Disclosure Index among all other firm-specific characteristics. This shows that all these three firm-specific characteristics, namely, Log Total Assets, Log Sales and Log Market Capitalisation are having a higher positive direct effect on the level of disclosure on segments among the Indian Listed Companies. It is further observed from the results from Table 2, that the performance parameter Log Total Assets has higher positive indirect effect on the level of disclosure on segments through other two firm-specific characteristics, namely, Log Sales and Log Market Capitalisation. Similary, the performance parameter Log Sales has positive indirect effect on the level of disclosure on segments through the other two firm-specific characteristics, namely, Log Assets and Log Market Capitalisation. In the same manner, the
  • 5. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME performance parameter Log Market Capitalisation has positive indirect effect on the level of disclosure on segments through the other two firm-specific characteristics, namely. Log Total Assets and Log Sales. Thus, it is observed that the three firm-specific characteristics, namely, Log Total Assets, Log Total Sales and Log Market Capitalisation are considered to be substantially important contributing variables in determining the effect on the level of segment information disclosure (Disclosure Index). These three firm-specific characteristics are included in this study as a measure of the size of the firm. This shows that Size of the Company is a significant factor in determining the effect on the level of segment information disclosure (Disclosure Index). 45 Table 3 reveals the reliability and the average variance extracted in determining the effect of the firm-specific characteristics on the segment reporting disclosure level. As Cronbach’s tends to provide a severe under estimation of the internal consistency reliability of latent variables in PLS Path Models, it is more appropriate to apply a different measure, the composite reliability. The composite reliability takes into account that indicators have different loadings, and can be interpreted in the same way as Cronbach’s . An internal consistency reliability value above 0.7 in early stages of research are regarded as satisfactory whereas a value below 0.6 indicates a lack of reliability. It is noted from the table that except the profitability variable, all other variables considered for the study are having the composite reliability of more than 0.7 which is a satisfactory measure. For the assessment of validity, the researcher has tested the convergent validity which signifies that a set of indicators represents one and the same underlying construct, which can be demonstrated through their unidimensionality. The average variance extracted is a suggested criterion of convergent validity. An AVE value of at least 0.5 indicates sufficient convergent validity, meaning that a latent variable is able to explain more than half of the variance of indicators on average. The results from the table 6.43 reveal that except profitability, all other variables are above 0.5 which shows that convergent validity of all the construct variables except profitability is satisfactory. The Path model showing the effect of the firm-specific characteristics on the segment reporting disclosure level is shown in Figure 1. Table 3: RELIABILITY AND THE AVERAGE VARIANCE EXTRACTED FOR THE PARTIAL LEAST SQUARE PATH ANALYSIS Construct Variables Composite Reliability AVE Size of the company 0.779336 0.541051 Leverage 1.000000 1.000000 Profitability 0.492929 0.342527 Ownership diffusion 1.000000 1.000000 Growth rate 1.000000 1.000000 Market expectation 1.000000 1.000000 Size of the audit firm 1.000000 1.000000 Disclosure index 1.000000 1.000000
  • 6. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 46 The variables included in the model are as follows: Size – Size of the Company; Leverage – Leverage; Profit – Profitability; Owner – Ownership Diffusion; Grow – Growth Rate; Mark – Market Expectation; Auditor – Size of the Audit Firm; DISIND – Disclosure Index Figure. 1: EFFECT OF THE FIRM-SPECIFIC CHARACTERISTICS ON THE SEGMENT REPORTING DISCLOSURE LEVEL USING VISUAL PARTIAL LEAST SQUARE PATH ANALYSIS The nonparametric bootstrap procedure can be used in PLS path modeling to provide confidence intervals for all parameter estimates, building the basis for statistical inference. In general, the bootstrap technique provides an estimate of the shape, spread, and bias of the sampling distribution of a specific statistic. Bootstrapping treats the observed sample as if it represents the population. The procedure creates a large, pre-specified number of bootstrap samples. Each bootstrap sample should have the same number of cases as the original sample. Bootstrap samples are created by randomly drawing cases with replacement from the original sample.
  • 7. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME 47 Table 4: THE RELATIONSHIP BETWEEN THE FIRM-SPECIFIC CHARACTERISTICS AND THE DISCLOSURE INDEX USING THE STRUCTURAL MODEL – BOOTSTRAP Entire Sample estimate Mean of Subsamples Standard error T-Statistic Size-Disclosure Index 0.4850 0.5099 0.0870 5.5761 Leverage-Disclosure Index -0.1130 -0.1663 0.0861 -1.3122 Profitability-Disclosure Index 0.0990 0.1428 0.1120 0.8842 Ownership Diffusion-Disclosure Index 0.1540 0.1667 0.0645 2.3886 Growth Rate-Disclosure Index 0.0930 0.1317 0.0831 1.1190 Market Expectation-Disclosure Index 0.0880 0.0810 0.0520 1.6907 Size of the Audit Firm- Disclosure Index 0.0470 0.0794 0.0543 0.8659 PLS estimates the path model for each bootstrap sample. The obtained path model coefficients form a bootstrap distribution, which can be viewed as an approximation of the sampling distribution. The PLS results for all bootstrap samples provide the mean value and standard error for each path model coefficient. This information permits a student’s t-test to be performed for the significance of path model relationships. The researcher has used the bootstrap structural model to test the significance of path model relationships based on the t-statistic from the results showed in table 6.44. The results from the table reveal that the t-statistic for Size with the Disclosure Index is the highest having 5.571 which shows that there is a significant association between the size of the company and the disclosure level more than any of the firm-specific characteristics considered for the study. 6. CONCLUSION AND DISCUSSION The factors Log Total Assetss, Log Sales and Log Market Capitalisation have a direct effect on the segment information disclosure index. In this observation, these three firm-specific characteristics contribute more towards the improvement in the performance level of the companies by having disclosed more segment-wise information in their annual reports. The results also reveal that the firm-specific character, the size of the company has a significant association with the
  • 8. International Journal of Management (IJM), ISSN 0976 – 6502(Print), ISSN 0976 - 6510(Online), Volume 5, Issue 9, September (2014), pp. 41-48 © IAEME disclosure level more than any of the other firm-specific characteristics considered for the study as per the bootstrap stuctural model. 48 REFERENCES 1. Copeland, T. E., Galai, D. (1983). Information Effects on the Bid-Ask Spread. The Journal of Finance, 38(5). pp. 14-57. 2. Diamond, D. W., Verrecchia, R. E. (1991). Disclosure, Liquidity, and the Cost of Capital. The Journal of Finance, 46(4). pp.13-25. 3. Mishari M. Alfaraih et al., (2011). What explains variation in segment reporting? evidence from Kuwait. International Business Economics Research Journal. 10(7). pp. 24-28. 4. Cho, Joong-seok., (2010). Information content change under SFAS No 131’s Interim Segment Reporting Requirements. International Review of Accounting, Banking and Finance, 2(3). pp. 61-75. 5. Samuel Jebaraj Benjamine et al., (2010). A Study of Segment Reporting Practices: A Malaysian Perspective. The Journal of Applied Business Research, 26(3). pp. 31-42. 6. Mohammad Talha et al., (2009). Segmental reporting and competitive disadvantage: a study of Malaysian Companies. International Journal of Managerial and Financial Accounting, 1(3). pp.305-319. 7. Kanogporn Narktabtee and Manatip Chankitisakul., (2007). Segment Reporting Compliance of the Listed Companies in Thailand. Journal of Financial Economics, 13(2). pp. 187-221. 8. Werts, C.E.,Linn, R .L., Jo¨ reskog, K.G.(1974). Intra class reliability estimates: Testing structural assumptions. Educational and Psychological Measurement, 34(1). pp. 25–33. 9. Nunnally, J. C. Bernstein, I. H. (1994). Psychometric Theory (3rd edition). NewYork, NY: McGraw-Hill Publishing Company, pp. 420-424. 10. Fornell, C., Larcker,D.F. (1981). Structural Equation Models with unobservable variables and measurement error. Algebra and Statistics Journal of Marketing Research, 18(3). pp. 328–388. 11. Gotz, O., Liehr-Gobbers, K., Krafft, M. (2009). Evaluation of structural equation models using the partial least squares (PLS) approach. Handbook of partial least squares: Concepts, methods, and applications. (In:V.Esposito Vinzi, W. W. Chin, J. Henseler H. Wang edition). Berlin: Springer. 12. Davison, A. C., Hinkley, D. V. (2003). Bootstrap methods and their application (2nd ed.). New York, NY: Cambridge University Press. 13. Dr. Priyaranjan Dash and Suryakanta Mishra,, “Developing RFM Model for Customer Segmentation in Retail Industry”, International Journal of Marketing Human Resource Management (IJMHRM), Volume 1, Issue 1, 2010, pp. 58 - 69, ISSN Print: 0976 – 6421, ISSN Online: 0976- 643X. 14. Dr. B .Chandra Mohan Patnaik, Dr. Ipseeta Satpathy and Chandrabhanu Das, “Effectiveness of Outsourcing of Internal Audit and Financial Reporting by the Corporate”, International Journal of Advanced Research in Management (IJARM), Volume 5, Issue 1, 2014, pp. 53 - 58. ISSN Print: 0976 – 6324, ISSN Online: 0976 – 6332. 15. Dr. Anshu Bhardwaj, “Financial Leverage and Firm’s Value: A Study of Metal, Metal Products and Mining Sector Firms”, International Journal of Management (IJM), Volume 5, Issue 6, 2014, pp. 50 - 56, ISSN Print: 0976-6502, ISSN Online: 0976-6510.