In the modern days, the amount of the data and information is increasing along with their accessibility and availability, due to the Internet and social media. To be able to search this vast data set and to discover unknown useful data patterns and predictions, the data mining method is used. Data mining allows for unrelated data to be connected in a meaningful way, to analyze the data, and to represent the results in the form of useful data patterns and predictions that help and predict future behavior. The process of data mining can potentially violate sensitive and personal data. Individual privacy is under attack if some of the information leaks and reveals the identity of a person whose personal data were used in the data mining process. There are many privacy‐preserving data mining (PPDM) techniques and methods that have a task to preserve the privacy and sensitive data while providing accurate data mining results at the same time. PPDM techniques and methods incorporate different approaches that protect data in the process of data mining. The methodology that was used in this article is the systematic literature review and bibliometric analysis. This article identifieds the current trends, techniques, and methods that are being used in the privacy‐preserving data mining field to make a clear and concise classification of the PPDM methods and techniques with possibly identifying new methods and techniques that were not included in the previous classification, and to emphasize the future research directions.
Purpose The present study aims to explore “what” type of knowledge is shared, “how” it is shared and what information and communication tools are used to share knowledge among health-care professionals in the context of emerging “digital laggard” country in the South-Eastern European region (i.e. Bosnia and Herzegovina [B&H]). Design/methodology/approach This study applies the qualitative research methodology and thematic analysis for collecting, analysing and interpreting data. Primary data is collected using semi-structured interviews (n = 9). Key informants are employees of the main primary health-care institution in the capital of B&H. Findings The results indicate that knowledge sharing among primary health-care practitioners is the interplay of formal and informal exchange of knowledge, facilitated by both traditional communication media (face-to-face interaction) and ICT-based tools. In regards to ICT tools, our findings suggest that instant messing applications (predominantly Viber) are viewed as common media for sharing tacit knowledge within a community of practice. Research limitations/implications This study is limited to one emerging digital laggard country; thus, future research regarding ICT-based knowledge sharing in other emerging digital laggard countries is welcomed. Originality/value In the context of “digital laggard”, societies, informal, spontaneous and dynamic system of social interactions can be a successful substitute for ICT-based formalised and structured system of knowledge sharing.
PurposeConceptual model in this paper combines existing scientific knowledge grounded in theories of planned behavior, diffusion of innovation and a unified theory of acceptance and use of technology, while aiming to identify relevant determinants of continuous use of e-learning by employees who used e-learning in the past year at their workplace.Design/methodology/approachThe authors developed and empirically tested the positive impact of professional, personal, IT and environmental factors on the continued use of e-learning among 672 employees across different sectors using the structural equation modeling technique.FindingsResearch results suggest that the most powerful determinant of continuous use of e-learning are personal factors. Environmental influences and technological aspects also exhibit a positive and significant impact on the continuous use of e-learning. Research hypothesis related to the positive influence of professional factors on the continuous use of e-learning has not been empirically confirmed. Also, results demonstrated that continued use of e-learning contributes to better individual business performance.Practical implicationsThe practical contribution is threefold: to companies, education institutions and human resource managers. For companies, identification of key determinants will lead to a better understanding of employees needs regarding continuous job improvements. The findings can be used by educational institutions to design e-learning programs according to results and real value to employees. On the other hand, human resource managers can benefit from this study in terms of getting concrete factors that motivate employees for continuous job improvement.Originality/valueThe research sheds light on the proposed integrated model that tests the post-adoption of the continuous use of e-learning within an organizational context.
This study strives to explore the nexus between entrepreneurial orientation (EO), total quality management (TQM), competitive intensity (CI) and firm performance in the context of an emerging laggard economy in the South-Eastern European region. Moreover, the present study aims to examine the effect of each dimension of EO (innovativeness, proactiveness, and risk-taking) on the TQM and firm performance. The proposed conceptual model and research hypotheses were tested through structural equation modelling (SEM). Our results show that TQM partially mediates the relationship between EO and firm performance and that as the intensity of competition increases, the direct effect of EO on firm performance becomes stronger. Thus, this study contributes to the EO and TQM literature by arguing that EO as a strategic orientation is positively related to firm performance outcomes through the mechanism of TQM practices. Moreover, this study adds to the current literature by revealing that the effectiveness of the synergetic effect of EO and TQM of firm performance outcomes is contingent on the market environment conditions (i.e. competitive intensity). Regarding the relative importance of EO dimensions, findings indicate that innovativeness and proactiveness are vital pillars of organisational processes aimed at developing TQM practices to enhance firm performance outcomes.
Abstract This paper explores the impact of education-job mismatch on the net income of workers in the context of Bosnia-Herzegovina. We used an OLS linear regression method on data from the Measure BiH Youth Survey. A log-transformation of the dependent variable created the left-side semilog functional form, which is typically used in models of the earnings of individuals. Our findings strongly support the statement that education-job mismatch has a significant effect on net income. Workers can expect net income differences between 13% and 15% if their level of education does not match that required for their job. However, our results show that the impact of education-job mismatch depends on the level of schooling and age of respondents. Results regarding education-job mismatch vary across studies, but our study is the first to examine the effect of education-job mismatch on net income in the context of Bosnia-Herzegovina. Second, the effect of education-job mismatch might depend on the choice of estimation method for incidences of overeducation and undereducation. Third, we emphasise the importance of understanding interactions, and fourth, we introduce new variables to understand how they influence earnings. These include religiousness, and the importance of belonging to a family, or a particular city.
Abstract This study investigates the impact of perceived formal, informal and regulatory support on entrepreneurial intention. In addition, entrepreneurial capacity and fear of failure are analyzed as predictors of the propensity toward entrepreneurship. An empirical analysis of students in B&H finds that informal support perceived as support of family and friends exert a significant positive influence on entrepreneurial intentions. Fear of failure has a significant adverse impact on entrepreneurial intentions while entrepreneurial capacity enhances entrepreneurial intention. The negative relationship between the fear of failure and entrepreneurial intention is moderated by informal support. In other words, support by family and friends dampens the negative relationship between fear of failure and entrepreneurial intention. The findings were confronted with an ex-post literature review.
Abstract In the present study, several logit models were tested to identify the antecedents of entrepreneurial intention among the youth of Bosnia and Herzegovina (B&H). Specifically, we explore whether demographic and socio-economic characteristic or whether perceptions of education curriculum and social and political engagement as well as the perception of media influence have an impact on the intention to start one’s own business. Data analysis was done on a sample of 3,611 young people. Education level and perception of the standard of living have an impact on the attitude towards self-employment. In addition, the perception of education curriculum and parents support in education is linked with the entrepreneurial intention. Furthermore, some campaigns of social and political engagement are significant predictors of the propensity towards starting the business. Finally, the perception of media influence impacts entrepreneurial intention positively. The findings have important implications for policymakers and universities.
This chapter provides important empirical evidence to support the role of individual knowledge management processes and separate innovation types within firms. Specifically, knowledge acquisition and knowledge application are analyzed and empirically tested in relation to product and process innovation as well as business performance. The results support the direct impact of product and process innovation on business performance. In addition, the results show the indirect effect of knowledge acquisition and knowledge application on firm business performance through product and process innovation.
* Selma Smajlović, PhD., Senior Teaching Assisent, (corresponding author), University of Tuzla, Faculty of Economics, Bosnia and Herzegovina, Univerzitetska 8, BiH 75000 Tuzla, Phone: +387 35 320 820, E-mail: selma.smajlovic@untz.ba ** Bahrija Umihanić, Ph.D., Full Professor, University of Tuzla, Faculty of Economics, Bosnia and Herzegovina, Univerzitetska 8, BiH 75000 Tuzla, Phone: +387 35 320 820, E-mail: bahrija.umihanic@untz.ba *** ̋Lejla Turulja, Ph.D., Assistant Professor, School of Economics and Business Sarajevo, Bosnia and Herzegovina, Trg oslobodjenja – Alija Izetbegovic 1, Phone: +387 33 275 970; E-mail: lejla.turulja@efsa.unsa.ba Abstract. This study aims to clarify the relation between technological innovation and business model innovation and their shared impact on the business success of medium and large enterprises. Drawing on the ResourceBased View, this paper offers a comprehensive research model that analyses the relationships between technological innovation and business model innovations and their impact on business success. Structural Equation Modelling is utilized for the analysis of a dataset collected in a Southeast European developing country among medium and large enterprises. The results show that technological innovation has a positive influence on business model innovation and that business model innovation positively impacts the success of a business. Finally, the results confirm the mediating role of business model innovation between technological innovation and company business success. This research adds to the existing literature by empirically investigating the relationship between technological innovation, business model innovation, and company success identifying an antecedent role in the relationship between technological innovation and business model innovation.
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