Combining data and text mining techniques for analysing financial reports

There is a vast amount of financial information on companies' financial performance available to investors in electronic form today. While automatic analysis of financial figures is common, it has been difficult to extract meaning from the textual parts of financial reports automatically. The textual part of an annual report contains richer information than the financial ratios. In this paper, we combine data and text mining methods for analysing quantitative and qualitative data from financial reports, in order to see if the textual part of the report contains some indications about future financial performance. The quantitative analysis has been performed using self‐organizing maps, and the qualitative analysis using prototype‐matching text clustering. The analysis is performed on the quarterly reports of three leading companies in the telecommunications sector. Copyright © 2004 John Wiley & Sons, Ltd.     

Preferences,choices, tournaments: Alternative foundations for the evaluation of voting schemes

The standard assumption underlying most of the negative results of the social choice theory is that the individuals have complete and transitive preference relations over the candidates. As an alternative to this assumption we consider the possibility that individuals can be characterized as possessing preference tournaments (i.e. asymmetric and complete relations) over the candidate set. We discuss the implications of the latter assumption to the negative results of social choice theory. Finally some solution concepts applicable in the individual preference tournament framework are outlined.     

Effects of Unemployment on New Firm Formation: Micro-Level Panel Data Evidence from Finland

This paper aims to provide a comprehensive insight into the role that unemployment plays in influencing new firm formation. Panel data models and micro-level data are used to help achieve this objective. We endeavour to identify simultaneously the separate effects of personal, regional and national unemployment on new firm formation in Finland for the period 1987–1995. The results indicate considerable evidence for a positive and non-linear effect of personal unemployment on the likelihood of an individual to become an entrepreneur. The findings also indicate that the economic situation has an effect on firm formation: times of low unemployment and business prosperity favour entrepreneurship. On the other hand, the analysis gives no clear evidence of the regional unemployment situation affecting the likelihood of founding a business.     

Doing Away with the Sovereign: Neoliberalism and the Promotion of Market Discipline in European Economic Governance

ABSTRACT

This article proposes a critical reading of market discipline and its limitations as a mechanism in European economic governance. Consistent with neoliberal beliefs about market-based governance, the Economic and Monetary Union (EMU) is premised on the functioning of the government bond market as a fiscal-policy discipliner. However, the operation of market discipline requires that neither governments nor their private creditors can rely on an authority to bail them out. It, therefore, precludes the kinds of intervention by Eurozone’s supranational institutions witnessed during the euro crisis. In the post-crisis context, efforts to strengthen market discipline continue to be frustrated by the growing reliance of financial institutions on government bond markets as well as the European Central Bank’s (ECB) active participation in those markets. Having undermined the credibility of the market as an autonomous and apolitical mechanism of discipline, European economic governance struggles to come to terms with the rise of a supranational ‘economic sovereign’ in the Eurozone.     

Responsiveness of Auditors to the Audit Risk Standards: Unique Evidence from Big 4 Audit Firms

We examine the effect of changes in audit risk standards on the conduct of financial statement audits in a European setting. We investigate this by analysing the audit hours and audit fees for clients of Big 4 audit firms in Finland in 1996 and 2010. Our results show that audit firms became more sensitive to clients’ business risk due to the introduction of the new audit risk standards, with more audit hours allocated to owner-managed companies in 2010 than in 1996, and fewer audit hours allocated to low-risk clients in 2010 than in 1996. Also, the labour mix in the audit team changed for owner-managed companies, with a greater work load carried by junior auditors in 2010 than in 1996. Regarding the price of audit, we find an increase in audit fees for clients with high business risk, while audit fees remained at roughly the same level for low-risk clients. These findings should be of interest to the auditing profession and those involved in the development of auditing regulations.     

Customer perceived value,satisfaction, and loyalty: the role of willingness to share information

This study proposes and tests an integrative model to examine the relationships among customers’ willingness to share information, satisfaction, perceived value, and loyalty in a retailing context. This study extends research on customers’ willingness to share information from trust and privacy concerns toward key outcome measures such as perceived value, customer satisfaction, and loyalty, and is thus among the first to model customers’ willingness to share information with companies in robust theoretical retailing frameworks. The proposed relationships were tested using data from two retailing contexts – groceries (N = 429) and do-it-yourself (DIY) (N = 895). Findings from the two samples suggest that both perceived value and satisfaction are significant determinants of customers’ willingness to share information with a company. Although some differences emerge in the two studies, structural modeling largely supports the hypothesized framework and positions customers’ willingness to share information as an important antecedent of their loyalty intentions and behavior. This study provides practitioners with preliminary insight into the relationship between willingness to share information and perceived value, customer satisfaction, and customer loyalty. This study advances retailing research, as it is one of the few empirical studies investigating the role of customers’ willingness to share information in driving loyalty and its relationship with perceived value and satisfaction in a retailing context.     

Entrepreneurship training for new ventures

Several studies in the field of international entrepreneurship have indicated the inadequacy of public policy support for new ventures and called for more tailored training programs. This paper introduces a training program created for new ventures in Central Finland and analyzes its benefits and shortcomings using a qualitative case study. The findings reveal that the training program provided useful knowledge on how to develop a business further and how to make it understandable and attractive to a funder. However, the findings also indicate that there is a need for cultural adaptation: the training program developed originally for U.S. new ventures was not fully adapted for the needs of Finnish entrepreneurs. The program mainly focused on risk taking, raising funds from capital markets in the U.S., and entering into the U.S market soon after the establishment. This was in contrast to the Finnish entrepreneurs’ strategies: they preferred to grow their business in a more controlled and profitable manner. Thus, although knowledge-intensive new ventures operate in global environments, the training provided for them should take into account the cultural differences and the local way of doing business.