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We show how to use a smoothed empirical likelihood approach to conduct efficient semiparametric inference in models characterized as conditional moment equalities when data are collected by variable probability sampling. Results from a simulation experiment suggest that the smoothed empirical likelihood based estimator can estimate the model parameters very well in small to moderately sized stratified samples.

The recent European Union Directive 95/2014 enforced a radical shift from voluntary to mandatory disclosure of non-financial information. Given radical changes in reporting practices, there is an urgent need to assess the firms’ attitude to disclose non-financial information regarding the new requirement. This paper aims to investigate whether the quantity and quality of non-financial information, voluntarily disclosed in the years before the directive came into force, were linked to the level of compliance.

Selecting a sample of 60 Italian companies from the obliged entities, the authors carried out a manual content analysis on corporate reports and developed some research hypotheses to explore if their sustainability practices can affect non-financial disclosures required by the Italian adoption of the European directive (i.e. Legislative Decree 254/2016).

Evidence showed that prior skills and competencies in non-financial reporting made a significant contribution especially regarding to the presence of business model, but further efforts are expected to improve the quality of non-financial reports.

This study yields an initial assessment of the implementation of the European directive in Italy. It may, therefore, help policymakers to identify ways to improve the harmonization of reporting practices. Preparers can also be supported in choosing different positioning of reporting on non-financial information.

This research provides interesting insights into the ex ante and ex post adoption of the European directive by investigating how Italian companies are reacting to regulatory and institutional requirements. One of the main problems remains the lack of a shared understanding of the term “non-financial”, which can make the communication process difficult and unclear.

This paper aims to investigate how firms disclose the presentation and content of business model (BM) information in corporate reports to manage their legitimacy in response to European Directive 2014/95.

Legitimacy theory is used to identify disclosure strategies pursued by firms in reaction to the new regulation. To understand how firms adopt these strategic responses, semiotic analysis is applied to a sample of European companies’ reports through Crowther’s (2012) framework, which is based on a mechanism of binary oppositions.

Half of the sample strategically choose to comply with the European Union (EU) Directive regarding BM information through the use of non-accounting language, figures, and diagrams. Other firms did not disclose any substantive information but managed the impression of compliance with the regulation, while the remainder of the sample dismissed the regulation altogether.

This study demonstrates how organisations use the disclosure of BM information in their corporate reports to control their legitimacy. The results support the idea that firms can acquire legitimacy by complying with the law or giving the impression of compliance with the regulation. This study provides evidence on the first-time adoption of the EU Directive, and therefore, future research can enlarge the sample and conduct the analysis over a broader time frame.

A more precise indication of the EU Directive regarding “where” firms should report BM information, “how” the description of a BM should refer to the environmental, social, governance (ESG) factors, and a set of performance measures to track the evolution of a company’s BM overtime is needed.

While there has been a notable amount of research that has applied content analysis methodologies to investigate the thematic and syntactic aspects of BM disclosure in corporate reports, only a few studies have investigated BM disclosures in relation to the EU Directive. Furthermore, the application of semiotic analysis extends beyond traditional content analysis methodologies because it considers the structure of the story at many levels, thus developing a more complete textual picture of how BMs are described, allowing an analysis of the reasons behind the disclosure strategies pursued by firms.