A Proposed Model for Predicting Employees’ Performance Using Data Mining Techniques

2020 ◽  
Vol 17 (8) ◽  
pp. 3804-3809
Author(s):  
A. Yovan Felix ◽  
Karthik Reddy Vuyyuru ◽  
Viswas Puli

Human Resource Management has gotten one of the basic pastimes of supervisors and chiefs in practically wide variety of corporations to include plans for accurately locating profoundly qualified representatives. In similar way, administrations come to be intrigued about the presentation of these representatives. Particularly to guarantee the fitting person apportioned to the beneficial employment on the opportune time. From right here the enthusiasm of statistics in mining process has been growing that its goal is disclosure of facts from huge measures of statistics. Three fundamental Data Mining strategies were applied for building the arrangement version and distinguishing the quality factors that emphatically impact the exhibition. To get a profoundly actual version, a few trials were achieved dependent on the beyond procedures which can be actualized in WEKA tool for empowering leaders and Human Resource professionals to anticipate and improve the exhibition of their representatives. This paper makes use of Hadoop for the remedy of great measure of data with which may be guaranteed to be able to decide the impact.

2021 ◽  
Vol 40 (1) ◽  
Author(s):  
Diane Christine Fernandez ◽  
Jaya Ganesan ◽  
Jian Ai Yeow

The key objectives of this study are to examine the relationship between Green Employee Relations and Job Pursuit Intentions as well as the mediating roles of Employers’ Attractiveness and Employers’ Prestige. This study is useful in determining the impact of green growth in developing economies such as Malaysia. Employing Business fields undergraduate students from private Higher Education Institutions in Malaysia as the research sample where a total of 216 responses were collected for the study. For data analysis, SPSS and Smart PLS were utilized. Based on the bootstrapping approach, the results showed that the direct and mediating linkages were supported. This is where Green Employee Relations influenced the Job Pursuit Intentions, both Employers’ Attractiveness and Employers’ Prestige mediated the relationship respectively. The findings of this research offer empirical evidence to comprehend prospective job aspirants’ perception towards Green Employee Relations in influencing their Job Pursuit Intentions. Additionally, the study advances by contributing literature in the contemporary Human Resource Management area - Green HRM. Keywords: Green Human Resource Management, Green Employee Relations, Employers’ Attractiveness, Employers’ Prestige, Job Pursuit Intentions JEL Classifications :  J5, MO, M1


2017 ◽  
Vol 20 (1) ◽  
pp. 72-87 ◽  
Author(s):  
Chandra Sekhar ◽  
Manoj Patwardhan ◽  
Vishal Vyas

The Problem The Indian information technology (IT) industry has shown a phenomenal growth over the last two decades. These changes such as increased global competition and the shift in the blend and level of the workforce have led to an increasing level of uncertainty in the industry. To overcome this unprecedented change, IT firms need to adopt flexible human resource management (FHRM) that has a direct and/or indirect impact on job performance. Therefore, the purpose of this article is to explore the impact of work engagement on job performance through FHRM among IT professionals in India. The Solution The results indicate that the use of FHRM by the employees is an important mediator between the positive relationship of work engagement and job performance. Both work engagement and FHRM contributed to job performance. The sample firm and responses for the study were limited to IT industry domain only. The results suggest that FHRM should be promoted at the employee and firm levels to boost job performance. The Stakeholders Reflecting on the employee engagement and job performance via FHRM would boost the organizational flexibility in the IT industry. FHRM makes the employee more organization fit and more engaged for their respective job. This study may be helpful in unveiling the importance of flexibility in job performance. To the best of the authors’ knowledge, this is the first study that links work engagement, FHRM, and job performance in the Indian IT industry context. The study helps in the development of theory in FHRM and employee engagement.


2016 ◽  
Vol 54 (2) ◽  
pp. 281-300 ◽  
Author(s):  
Biljana Đorđević

Abstract In today’s business conditions, the internationalisation of business becomes an almost inevitable precondition for future growth and development of organisations. However, internationalisation of business usually requires organisations to implement some changes in the way they operated in the previous period. One of the areas that require some changes is the area of human resource management, too. Factors which require modifications in this system are related primarily to the legal regulations of other countries, but also to the characteristics of their national culture. The former influence comes from the fact that national culture exerts a powerful influence on the system of values, attitudes and behaviour of people in a particular country and, among the other things, on the preferences for policies and procedures in the field of human resources management. Starting from the above, this paper analyses the impact of certain dimensions of national culture on the preferred content of human resources management in organisations in certain countries. The aim of the paper is to provide the theoretical basis for organisations that internationalised their business, or intend to do so, to create system of human resource management in the entities abroad which, at least, will represent the balance between the system that is applied at headquarter and one that is preferred in entities abroad, in order to be effective.


2020 ◽  
Vol 21 (1) ◽  
pp. 222-229
Author(s):  
Arta Jashari ◽  
Enver Kutllovci

The purpose of this study is to examine the impact of human resource management practices on organizational performance. In this study a total of 100 managers of manufacturing firms in Kosovo from public and private sectors have responded to the survey. The survey questionnaire had contained 39 items covering selected HRM practices and organizational performance. Our empirical results show that managers of manufacturing firms in Kosovo recognize the importance of employees in their organization and apply practices to manage them effectively. The outcome of correlation analysis provides evidence that HRM practices positively and significantly influence organizational performance. Recruitment and selection practices show the strongest positive association with organizational performance (rho = 0.905) compared to other practices. Regarding to our findings we suggest that with a good recruiting and selection, the organization will fill with a group of potentially qualified candidates. Also, companies should continuously train and develop and involve their employees as they are viewed as the most important resources source of competitive advantage.


2018 ◽  
Vol 11 (12) ◽  
pp. 145
Author(s):  
Asaad Ali Karam ◽  
Abdelkarim Fuad Kitana

Purpose: Social media (SM) has gotten developing consideration over the most recent couple of years due to public awareness, a new age of organization, knowledge, and technology reasons, the requirement of SM has increased. The present research concentrates on two companies; namely Al-Futtaim and Al-Etihad group. Design/methodology: The study has identified various contextual relationships to the identified SM. Therefore, structural models of SM for implement human resource management scope activities (HRMSA). The finding presented that the companies with a larger service network is more affected by SM than the newly established company in HRMSA. Furthermore, the study indicated a positive and high relationship. Reasonable ramifications: Obvious comprehension of these variables will assist associations to organize better and deal with their assets in a productive and powerful way. Uniqueness: Contribute to study was identifying the HRMSA to implement SM platforms in (UAE) companies; Moreover, SM has opened a new avenue for HRMSA.


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