HR analytics: Employee attrition analysis using logistic regression

@article{Setiawan2020HRAE,
  title={HR analytics: Employee attrition analysis using logistic regression},
  author={Irwan Setiawan and Suprihanto Suprihanto and A C Nugraha and Jeperson Hutahaean},
  journal={IOP Conference Series: Materials Science and Engineering},
  year={2020},
  volume={830}
}
Employee attrition can become a serious issue because of the impacts on the organization’s competitive advantage. It can become costly for an organization. The cost of employee attrition would be the cost related to the human resources life cycle, lost knowledge, employee morale, and organizational culture. This study aimed to analyze employee attrition using logistic regression. The result obtained can be used by the management to understand what modifications they should perform to the… 

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References

SHOWING 1-10 OF 21 REFERENCES

Employee Attrition: What Makes an Employee Quit?

. Albeit to varying degrees, employee attrition is a costly challenge faced by many employers [13]. In this paper, we present a model for predicting employee attrition, as well as discuss the

Human Resource Predictive Analytics (HRPA) For HR Management In Organizations

Human resource predictive analytics is an evolving application field of analytics for HRM purposes. The purpose of HRM is measuring employee performance and engagement, studying workforce

Optimisation of C5.0 Using Association Rules and Prediction of Employee Attrition

IBM Watson Human Resource Employee Attrition Dataset is analysed to predict the employee attrition based on five selected attributes which are Gender, Distance from Home, Environment Satisfaction,

People Management Skills, Employee Attrition, and Manager Rewards: An Empirical Analysis

How much do a manager’s interpersonal skills with subordinates, which we call people management skills, affect employee outcomes? Are managers rewarded for having such skills? Using personnel data

Job Satisfaction Among Spanish Tax Administration Employees: A Logistic Regression Analysis

The aim of this study is to identify the factors that determine the satisfaction or dissatisfaction of Spanish tax administration staff with their work, and to evaluate the influence of each of these

Employees and sustainability: the role of incentives

Purpose – Organizational sustainability has become a priority on many corporate agendas. How to integrate sustainability efforts throughout the organization, however, remains a challenge. The purpose

Production loss among employees perceiving work environment problems

TLDR
Several psychosocial work factors are identified as factors associated with a reduced risk of production losses among employees despite the nature of the work environment problem.

Objective working hour characteristics and work–life conflict among hospital employees in the Finnish public sector study

TLDR
It is shown that shift workers with and without night shifts more often have difficulties combining work and life than day workers.

An evidence-based review of HR Analytics

Abstract We conduct an evidence-based review using an integrative synthesis of published peer-reviewed literature on Human Resource analytics (HR Analytics). Our search of several publication