Title :
Study of economic, environmental and social factors in sustainability reports using text mining and Bayesian analysis
Author :
Modapothala, Jashua R. ; Issac, Biju
Author_Institution :
Sch. of Bus. & Enterprise, Swinburne Univ. of Tech, Kuching, Malaysia
Abstract :
The increase in the number of corporate environmental reports (CERs) along with the growing interest among the various stakeholder groups created a new challenge to the researchers, academics, regulators and legislators, in measuring the effectiveness of these reports. The present study intends to measure the CERs in terms of economic, environmental and social performance indicators using Global Reporting Initiative (GRI) guidelines. A large sample (N=2415) is used to perform text mining so as to analyze the reports to come up with a scoring. The significant contribution made in the present study indicates that by adopting the GRI guidelines, it is observed that global CERs is now undergoing fragmented reporting in its incremental approach. Bayesian estimate confirms the probability that the true value of all the selected variable parameter falls within the confidence interval of 95%.
Keywords :
Bayes methods; corporate social responsibility; data mining; economics; environmental factors; environmental science computing; estimation theory; probability; sustainable development; text analysis; Bayesian estimation; Global Reporting Initiative guidelines; corporate environmental reports; economic factors; environmental factors; probability; social factors; sustainability reports; text mining; Bayesian methods; Economic indicators; Environmental economics; Guidelines; Industrial electronics; Particle measurements; Performance analysis; Regulators; Social factors; Text mining; bayesian estimate; data mining; environemntal reports; text mining;
Conference_Titel :
Industrial Electronics & Applications, 2009. ISIEA 2009. IEEE Symposium on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-4681-0
Electronic_ISBN :
978-1-4244-4683-4
DOI :
10.1109/ISIEA.2009.5356467