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Bryan Cunningham
ENDOGENEITY AND THE SP–FP RELATIONSHIP
Does Social Performance Really Lead to Financial Performance? Accounting for Endogeneity
An article review
PRESENTED BY
Endogeneity and the SP-FP Relationship
Does Social Performance Really Lead to Financial Performance?
DOES SOCIAL PERFORMANCE REALLY LEAD TO FINANCIAL PERFORMANCE? ACCOUNTING FOR ENDOGENEITYRoberto Garcia-Castro, Miguel A. Arin˜o & Miguel A. Canela
ARTICLE REVIEW
ENDOGENEITY AND THE SP–FP RELATIONSHIP
Contents Article summary Critical reflections Findings Implications
Purpose How to explain the heterogeneity of these findings? Is it possible to generalize the positive link between
SP and FP found in the majority of previous studies? Does such a positive link hold in the long run and
also in the short run?
Three important purposes of this article
The key players in the SP-FP Link
The mystique link of SP-FP link
Heterogeneity in KLD research
Far from clear
Sample and data Panel based on the 658 US based firms included in
KLD database of 3000 covering a 15 year time horizon (1991 – 2005).
Financial data and firm level control variables from Datastream.
Neutralizing sample selection bias Neutralized sample selection bias by including firms
listed in S&P 500 and Domini 400 social index.
Neutralizing Common Method Bias Obviated the common method bias by choosing
data for the independent and dependant variables.
Comparison between methods of estimation
Dependant variables Independent variables Control variablesTo homologue with those of the previous research, the authors used the following four measures of financial performance:•Return on Equity (ROE)•Return on Asset (ROA)•Tobin’s Q•Market value-added (MVA)
Five categories of theKLD instrument: •Employee relations•Customer/product issues, •Community relations•Diversity issues and •Environmental issues
In accordance with previous studies of stakeholder management and firm’s performance, the authors used control for•Size,• Industry and •Risk effects
Variables used in the study
Baseline Model
∏it = + α β1KLDit+ β2
Riskit + β3 Salesit+ β4 R&Dit + β5 Leverageit + β6 + β14 (Industryj) + θi+ εit
Where,
∏it = ROE, ROA, Tobin’s Q or MVA of firm ‘i’ in time ‘t’
KLDit = social performance of firm ‘i’ in time ‘t’ = Community relations + ΣEmployee relations + Diversity policies + Environmental concern + Product (customer concern) of firm ‘I’ in time ‘t’,
Riskit = Beta of firm ‘i’ in time ‘t’,
Salesit = Total sales of firm ‘i' in time ‘t’,
R&Dit = R&D expenses over sales of firm ‘i' in time ‘t’,
Leverageit = Total debt over total equity of firm i in time t,
Industryj = 9 time-invariant dummy variables,
i = 1,…, 658 firms,
t = 1991–2005,
j = 1,…,9 industries,
θi is the time-invariant error term and
εit is the time-varying error term.
Testing for Endogeneity Hausman’s test Mundlak’s test
Hausman’s test Produced a non-positive definitive covariance
matrix of the differences between the random and the fixed effects, making it impossible to compute the test.
Mundlak’s test Four dependent variables used - ROE, ROA, MVA
and Tobin’s Q. The four regression coefficients proved to be
significant (p<0.01) for the means of the KLD variable.
Hence, we can reject the null hypothesis of no endogeneity. This result confirms the relevance of endogeneity in this kind of research and the need to account for endogeneity in our sample.
Comparison Model
∏it = αi + β1KLDit+ β2
Riskit + β3 Salesit+ β4
R&Dit + β5 Leverageit + β6 - β42 (Industryj) + εit
The Findings
The findings of the study
Finding #1
The positive impact of of social performance on financial performance found in previous studies is mainly due to the fact that firms adopted high standards of KLD self-selected themselves.
These positive effects are diluted when endogeneity is taken into account appropriately.
Finding#2 The future research should critically examine the
firm-specific characteristics that prompt firms to adopt those KLD practices in the first place.
Only when the reasons behind KLD adoption by managers is understood, the logical cause-and-effect connection between SP and FP can be established effectively.
Finding#3 A critical examination of the KLD measurement of SP
is required to rule out the possibility of missing the dimensions related with quality of management.
Future methodology developments to measure a firm’s SP should look more carefully at the management quality dimension if they are to improve their predictive power in terms of FP in the long and the short run.
Implication
Research implications
Implication#1 There will be a research methodological
consequence given the magnitude of bias included by the endogeneity and self-selection problems shown by the authors.
Implication#2 The authors believe that a systematic aspect missing
in SP indexes such as KLD or SAM (Sustainable Asset Management) is a sound measure of the quality of management.
The nature of SP indexes and measurement tools adopted so far and their limitations to capture the quality of management is required to be reviewed.
Conclusion The authors assert in this article that there is a more
powerful reason for the heterogeneity of previous findings that may affect all of them.
The decision of the top management to improve a firm’s SP (i.e., decisions oriented to improving the quality of the relationships between the firm and its stakeholders) is endogenous.
The authors urge that very little progress has been made to advance our knowledge about the interaction between quality of management and SP.
In their article they suggest that such an interaction may be not only important for theoretical purposes but also in that it may affect empirical findings, therefore vigorous research initiatives may be required to establish the exact nature of SP-FP relationship.