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 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.
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 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.
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.
There is an increasing interest in exploring the use of social media in the workplace, where the issue of the effect of this phenomenon often provokes opposite reactions. Consequently, managers face the challenge of making the right decision, allowing or limiting the use of social media. It is necessary for contemporary companies to create an environment that will enhance the performance of their employees, but also to understand the challenges and opportunities of the changing nature of the today’s workforce in the context of the development of new technologies and especially of social media. Thus, this paper draws on Uses and Gratification theory and aims to offer the theoretical model that explains the role and impact of different types of social media use at the workplace on employee's innovative behaviour and individual work performance. The research model predicts that social media influences innovative work behaviour and individual work performance.
Big data technologies have a strong impact on different industries, starting from the last decade, which continues nowadays, with the tendency to become omnipresent. The financial sector, as most of the other sectors, concentrated their operating activities mostly on structured data investigation. However, with the support of big data technologies, information stored in diverse sources of semi-structured and unstructured data could be harvested. Recent research and practice indicate that such information can be interesting for the decision-making process. Questions about how and to what extent research on data mining in the financial sector has developed and which tools are used for these purposes remains largely unexplored. This study aims to answer three research questions: (i) What is the intellectual core of the field? (ii) Which techniques are used in the financial sector for textual mining, especially in the era of the Internet, big data, and social media? (iii) Which data sources are the most often used for text mining in the financial sector, and for which purposes? In order to answer these questions, a qualitative analysis of literature is carried out using a systematic literature review, citation and co-citation analysis.
PurposeThe purpose of this paper is to draw on dynamic capability view and contingency theory to clarify the nature of the effect of environmental turbulence on the relationships between firm’s both product and process innovations and business performance.Design/methodology/approachThe authors developed and empirically tested two structural models using structural equation modeling approach. The first model deals with both product and process innovations as the mediators between environmental turbulence and business performance. The second model considers the moderating effect of environmental turbulence between innovation and business performance.FindingsThe findings show that environmental turbulence does not moderate the relationship between innovation and business performance. The authors have found a clear role of environmental turbulence in boosting innovation rather than moderating the relationship between innovation and performance.Research limitations/implicationsThe data set is a cross-section of heterogeneous firms regarding the industry.Practical implicationsManagers should be aware of the importance of the innovation for the environmental turbulence and dynamism counteracting. The results imply a negative influence of environmental turbulence on business performance. However, with the innovation in the equation, this influence can be positive, because it boosts firms to innovate and though to achieve better business performance.Originality/valueIt contributes the management and innovation research and practice through offering insights into the role of environmental turbulence in product innovation, process innovation as well as organizational business performance through comprehensive analysis of mediation and moderation effects between the observed constructs.
Innovation has become a necessity in order to overcome some challenging times in the rapid changing world. The world’s paradigm is shifting towards sustainable development and shared values. Even though numerous benefits of innovating the public sector (PS) have been recognised worldwide, the concept of public sector innovation (PSI) is still new for Bosnia and Herzegovina. The complex and stratified structure of the Federation of Bosnia and Herzegovina (FBiH) and its PS has been forever standing in the way of any larger progress. The purpose of this paper is to contribute to the development of PSI in FBiH as an opportunity to enhance the performance of public services, increase their efficiency, and decrease the costs. The research was completed by using a mixed-method approach in order to analyse the concept of innovation in the PS. The primary data was collected through semi-structured interviews with the management and a survey with close-ended questions which was completed by the employees of the public sector institutions in FBiH. The method of structural equation modelling was used in order to test the research hypotheses. A part of this paper is analysing the main PSI drivers and challenges. The results show that the main obstacles to PSI are the institutional system and the regulations in the FBiH. On the other side, the manager and employees are considered the largest drivers of public sector innovation in FBiH. The paper concludes with several recommendations on how to overcome the main barriers of public sector innovation in FBiH. Keywords: Innovation management, R&D, Innovation incentives, e-Government, Institutional culture. JEL: O38, O32, O31, H11, H41
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