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Analytics

Ade Oka Syahputra; Jeany Amelia Putri Ritonga; Nurmawaddah Pasaribu; Abdurrozaq Hasibuan

Jurnal Bisnis, Ekonomi Syariah, dan Pajak 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Optimizing human resource (HR) performance through a business process reengineering (BPR) approach is a crucial strategy in a competitive and dynamic industrial environment. This study qualitatively examines through a literature review how BPRs radically redesign business processes to improve productivity, quality, time efficiency, and reduce operational costs, with a focus on HR aspects such as recruitment, training, performance appraisal, and career development. The BPR theory by Michael Hammer and James Champy emphasizes the principles of results-based workflow reorganization, the integration of information technology such as ERP and AI, and the empowerment of HR to eliminate task redundancy. In the Indonesian industrial context, the integration of BPR with digital transformation supports Industry 4.0, where HR acts as a catalyst for innovation through adaptive skills and cross-functional collaboration. The study results show that BPR implementation strategies including as-is process analysis, to-be design, change management, and continuous evaluation increase employee motivation, retention, and sustainable competitive advantage. Case studies such as PT Telkom Indonesia and PT Cahaya Mega Group demonstrate efficiency increases of up to 100%. This approach not only streamlines operations but also builds an organization resilient to market and technological disruption.

Primadi Candra Susanto; Olfebri Olfebri; Aswanti Setyawati; Rohana Sitanggang; Reza Fauzi Jaya Sakti

Jurnal Kemitraan Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

This Community Service Program was conducted to enhance the competencies of supervisors in the logistics and transportation division of an international cargo company through leadership training tailored to the characteristics of Generation Z. The program aimed to strengthen participants’ capabilities in managing workplace dynamics, improving team communication, and promoting more effective performance through a flexible leadership approach. The training was held on November 18, 2025, at the company’s head office in Bekasi and was attended by 16 supervisors. The methods used included material presentations, group discussions, case study analysis, and an interactive question-and-answer session. The results indicate an increased understanding among participants regarding Generation Z work behavior, appropriate leadership principles, and more adaptive management strategies. This program is expected to provide sustainable benefits for human resource development and to enhance leadership effectiveness within the logistics sector.

Yuniar Affandy; Muhammad Atha’ Iqbal; Masbullah Masbullah; Moh. Juhad

Kajian Administrasi Publik dan ilmu Komunikasi 2025 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

Human resource development is the process of preparing individuals to take on higher or different responsibilities within an organization, including enhancing intellectual abilities to support efficient task performance. This study aims to determine the extent to which human resource development contributes to improved employee performance at the East Lombok Regency Health Office. The qualitative, descriptive approach involved eight informants, consisting of officials familiar with the implementation of human resource development and staff who had participated in the program. The results indicate that education and training conducted by the East Lombok Regency Health Office have supported improved employee performance, as evidenced by more structured task implementation, public health monitoring surveys, and a decrease in maternal and infant mortality rates. However, in terms of human resource management, there are still shortcomings, with an average of 28 health workers per health facility, both civil servants and non-civil servants, reflecting an imbalance in workforce needs. Furthermore, the implementation of human resource development is supported by leadership commitment, inter-agency collaboration, and budget support from the provincial and central governments. However, it is hampered by limited qualified personnel, frequent policy changes, and the impact of natural disasters.

Ammad Beny Prasetya; Rio Candra Pratama

. Industrial Internship (KPI) is a form of student learning that emphasizes the direct application of knowledge in the workplace. This study aims to describe the procedures for employee competency development at PPSDM Migas Cepu as an effort to improve organizational performance. The research employed a descriptive qualitative method with data collected through interviews, observations, and document analysis. The findings indicate that competency development at PPSDM Migas is carried out systematically through three main stages: identifying and planning development needs, implementing training programs, and evaluating outcomes using the CIPP, Kirkpatrick, and Kirkpatrick-Philips models. Training activities include courses, workshops, on-the-job training, and certification programs. Evaluations are conducted periodically to ensure program effectiveness and alignment with organizational needs. These findings highlight the importance of human resource management and supervisor involvement in maximizing competency development outcomes. The results of this internship can serve as a reference for designing training programs in similar institutions.

Fitri Rahmawati; Titin Ekowati

Master Manajemen 2025 Fakultas Ekonomi & Bisnis, Universitas Nusa Nipa

This study aims to analyze the development of Human Resources (HR) and employee performance in improving skills, abilities and behavior so as to improve their performance in carrying out the operations of the Village-Owned Enterprise (BUMDes) of Jatirejo Lendah Kulon Progo Village. The method in this study is a qualitative descriptive method. The data collection techniques used in this study are observation, interviews and documentation. The sample in this study amounted to 7 respondents. While the analysis technique uses a deductive method that analyzes general data to draw specific conclusions. The results of the study indicate that human resource development in improving the performance of BUMDes employees is very important in an organization, Human resources in an organization must have training, knowledge, skills and motivation. Human resource development through education, there are still employees with Junior High School (SMP) education, training has been carried out with Kulon Progo district and D.I. Yogyakarta provincial level, but not all employees participate regularly skills, in general employees have good work skills, although not optimal. Based on the analysis of human resource development to improve employee knowledge, skills and motivation so that they can carry out their duties and responsibilities well.  

Kintan Ulyantiputeri; Kintan Ulyantiputeri; Masruri Masruri; Abdillah Sani

EBISNIS : JURNAL ILMIAH EKONOMI DAN BISNIS 2025 LPPM Universitas Sains dan Teknologi Komputer

This study aims to analyze the effect of training, motivation, and work environment on employee productivity at PT. Angkasa Pura Indonesia (Persero), Soekarno-Hatta International Airport. In the increasingly competitive aviation industry, improving human resources is essential to support company performance. The research employed a quantitative method with an associative approach. The sample consisted of employees selected using simple random sampling. The research instrument was a questionnaire tested for validity and reliability, and the data were analyzed using multiple linear regression. The results show that training, motivation, and work environment have a positive and significant effect on employee productivity, both partially and simultaneously. These findings indicate that better training programs, higher work motivation, and a more conducive work environment lead to improved employee productivity. The practical implication highlights the importance for management to strengthen continuous training programs, establish effective reward and incentive systems, and create a healthy work atmosphere. This study is expected to serve as a reference for PT. Angkasa Pura Indonesia (Persero) and other companies in the same sector in formulating human resource development strategies to enhance competitiveness

Ade Rahmat Ridwan; Agus Suradika; Hasanah Hasanah; Resky Nuralisa Gunawan

International Journal of Management Science and Entrepreneurship 2025 International Forum of Researchers and Lecturers

This study examines the effect of employee competency development, performance evaluation, and remuneration on employee performance at the Religious Affairs Offices (KUA) in West Jakarta. As a public institution responsible for delivering administrative and community religious services, KUA faces challenges in ensuring effective human resource performance amid bureaucratic constraints and limited performance-based incentives. The study aims to analyze how the three human resource management (HRM) dimensions competency development, evaluation, and remuneration affect overall employee performance. A quantitative explanatory research design was employed using a structured questionnaire distributed to 120 employees across eight KUA offices. Data were analyzed using multiple linear regression supported by descriptive and classical assumption tests. The results indicate that performance evaluation and remuneration have significant positive effects on employee performance, while competency development shows a positive but statistically insignificant effect. The model explains 49% of the variation in employee performance, suggesting that transparent evaluation systems and performance-based remuneration play a greater role than training programs alone in improving public service effectiveness. The findings contribute to strategic HRM theory by confirming that evaluation and reward mechanisms strengthen the link between competency and performance. It is concluded that integrating developmental, evaluative, and compensatory functions within a unified HR framework can enhance productivity and accountability in Indonesia’s public sector institutions.

Anak Agung Istri Cinta Dewi; Ni Putu Irmayanti; Ni Made Widiari Rahayu; Ni Ketut Istha Lestari; Ni Kadek Sinta Oktaviana Prana Dewi +2 more

Proceeding of the International Conference on Management, Entrepreneurship, and Business 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Employee performance is one of the key indicators in assessing the quality of human resources within an organization or company. To improve performance, companies generally implement various strategies, such as training programs, educational development, enforcement of work discipline, motivational efforts, and the management of a supportive work environment. This study aims to analyze the influence of competence, work discipline, and organizational climate on employee performance at The Kayon Resort Ubud. This research involved all employees of The Kayon Resort Ubud as the population. The sampling technique used was a saturated sampling method, in which the entire population was included as the research sample, totaling 71 respondents. To analyze the relationships between variables and test the hypotheses, multiple linear regression analysis was employed. The results of the study indicate that competence has a positive and significant effect on employee performance. Likewise, work discipline and organizational climate also have a positive and significant influence on employee performance at The Kayon Resort Ubud. Based on these findings, future researchers are encouraged to expand the study by including other variables that may affect employee performance.

Anandita Desmaningtyas; Marsa Batrisya Bazla; Saphira Cerelia Dewi; Aurelia Azizah Fatika; Rusdi Hidayat +2 more

Jurnal Manajemen Bisnis Digital Terkini 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to examine the role of human resource managers in strategic decision-making regarding employee training and development programs. The research method used is a literature study that analyzes various relevant theories and previous research findings. The results indicate that the role of HR managers has shifted from administrative functions to strategic business partners who are responsible not only for implementing training programs but also for long-term planning based on competency needs analysis. Factors such as leadership support, organizational culture, resource availability, and technological advancement significantly influence the quality of strategic HR decisions. Well-aligned and data-driven decisions enhance training effectiveness, employee motivation, and organizational productivity. This study highlights the importance of analytical capability, adaptive leadership, and digital technology utilization for HR managers to develop relevant and competitive training policies. The findings are expected to serve as a reference for organizations in formulating more targeted human resource development strategies that positively impact overall organizational performance.  

Feni Endah Trisnawati; Muhammad Fachruddin Arrozi Adhikara; Ratna Indrawati

Inovasi Kesehatan Global 2025 Lembaga Pengembangan Kinerja Dosen

Sustainable employee performance is one of the important factors in achieving organizational competitive advantage. This study is based on the trend of declining performance in 2023 at the Proklamasi BSD ENT Hospital. The purpose of this study is to analyze the effect of human resource development and ambidexterous leadership on sustainable employee performance with job retention as an intervening variable. This type of research includes quantitative causality design. The population used is permanent employees who have worked for more than 3 years. The sampling technique is saturated sampling totaling 101 people. The data collection technique uses a questionnaire, the analysis method uses Structural Equation Modeling with the help of SPSS AMOS 26. The results of the analysis prove that simultaneously human resource development, ambidexterous leadership has a positive effect on sustainable employee performance and job retention as an intervening variable. The importance of additional training and support, improving communication regarding educational opportunities, evaluating how tasks are carried out and ensuring employees have an appropriate workload.

Ikhwatul Sahra; Purwatiningsih

This study aims to analyze the influence of leadership style and work motivation on the performance of civil servants (PNS) at the Office of the Domestic Policy Strategy Agency (BSKDN) in Central Jakarta. The study employs a descriptive quantitative approach using a survey method, where data were collected through questionnaires distributed to a number of PNS within BSKDN. The collected data were then analyzed using multiple linear regression with the aid of statistical software to examine the relationships and effects between variables. The results indicate that leadership style has a substantial and positive effect on PNS performance, suggesting that effective, inspiring, and communicative leadership can enhance employee productivity and work quality. Moreover, work motivation also demonstrates a positive and significant impact on PNS performance, indicating that highly motivated employees exhibit greater dedication, discipline, and initiative in carrying out their duties. Further analysis shows that when leadership style and work motivation are applied simultaneously, both provide a substantial influence on improving PNS performance, emphasizing the importance of synergy between good leadership and employees’ internal motivation. The practical implications of this study underscore the urgency for BSKDN to develop leadership training programs that can inspire, motivate, and empower employees comprehensively. Additionally, designing sustainable strategies to enhance work motivation is also crucial to optimize the performance of all PNS within BSKDN, ensuring organizational goals are achieved effectively and efficiently. This study contributes to the development of human resource management practices in the government sector, particularly in the context of enhancing employee performance through the combination of effective leadership and optimal work motivation.

Youngky Odies S; Moch Haifan F; M Farit Rusdiawan; Adam Hadiansyah; Ribangun Bamban Jakaria

Venus: Jurnal Publikasi Rumpun Ilmu Teknik 2025 Asosiasi Riset Ilmu Teknik Indonesia

Employee training and development is an activity that aims to improve employee competence, knowledge and attitudes in achieving achievement. This training is provided to both new employees and existing employees who still need training and retraining. In practice, training is a short-term development process that uses a structured and organized operating system, with the main aim of improving employee performance and opening up career opportunities. Employees need to have sufficient skills and knowledge, and one way to meet these needs is through training programs designed to improve the quality of human resources. In this way, employees can achieve their desires and ultimately get the expected results.  

Leni Rohida; Siti Khumayah; Hagies Ferdiansyah Akbar

Prosiding Seminar Nasional Ilmu Manajemen Kewirausahaan dan Bisnis 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

To respond to the challenges and needs of contemporary society, the public sector must rapidly adapt to digital transformation. The objective of this research is to examine relevant and adaptive human resource development strategies for the digital ecosystem and to evaluate how they impact the quality of public services in the era of technological disruption. This research uses a descriptive qualitative approach with a literature review and policy analysis. It analyzes best practices from government institutions, both national and international, in developing human resources oriented towards the digital era. Key findings indicate that optimizing human resources requires not only improving technological capabilities or digital expertise; it also requires reconstructing leadership paradigms, flexible organizational cultures, and implementing meritocratic systems and data-driven performance management. It is evident that technologies such as big data analytics, artificial intelligence (AI), and the Internet of Things (IoT) can help improve public services, but the success of these technologies depends heavily on the capabilities and readiness of the employees who manage these systems. An integrated digital talent ecosystem must be built, encompassing continuous training (learning for life), collaboration between government, academia, and business (the triple helix model), and a regulatory framework responsive to technological developments. Furthermore, it is emphasized that developing digital integrity and ethics is crucial as a pillar of good governance in the digital era. Optimizing human resource development strategies systematically and sustainably will enable Indonesia to improve the efficiency of public services and strengthen the competitiveness of its bureaucracy globally. By 2045, adaptable, innovative, and highly integrated human resources will be the primary drivers of a digital government transformation that is inclusive, responsive, and future-oriented.

Chori Handayani; Via Nadiya Wati; Nurul Hidayah; Sang Aji Wijanarko; Ryan Ardiyansyah +2 more

Jurnal Pengabdian Sosial dan Kemanusiaan 2025 Lembaga Pengembangan Kinerja Dosen

Increasing competition in the food industry requires companies to not only focus on product innovation and market expansion but also on strengthening internal human resource capabilities through long-term strategies. PT. Surya Pratista Hutama addresses this challenge by implementing a Talent Management Sistem (TMS) designed to identify, develop, and retain high-potential employees (HiPos), while simultaneously ensuring sustainable leadership development and succession planning. This study employed a qualitative case study approach by utilizing observations, in-depth interviews, and a paper review to obtain comprehensive insights into the company’s practices. The findings reveal that the identification of HiPos is carried out through a rigorous and consistent process using the 9-box grid as a key assessment tool. The emphasis on consistency in evaluation highlights the organization’s effort to ensure fairness and accuracy. Employee development is facilitated through multiple strategies, including formal training, mentoring programs, job rotation, and other structured learning initiatives. Retention strategies focus on providing competitive compensation packages, developing financial literacy skills, and fostering a collaborative organizational culture that values employee contributions. The implementation of TMS at PT. Surya Pratista Hutama has shown positive impacts, particularly in reducing employee turnover rates and improving leadership performance. However, the study also identifies several challenges, especially related to the need for clearer procedural guidelines and more specific development strategies to optimize outcomes. Overall, this research demonstrates that a well-structured TMS can serve as an effective mechanism for building sustainable human resource capabilities in highly competitive industries such as food manufacturing.

Muhammad Abdullah Mafahir; Nofi Puji Lestari; Ferdiyan Yefta Melkisua Berelaka; Agustina Puji Nilamsari; Adhelia Ayu Putri +1 more

Pemberdayaan Masyarakat: Jurnal Aksi Sosial 2025 Lembaga Pengembangan Kinerja Dosen

Through the Field Work Lecture (KKL) program at PT Yakult Indonesia Persada, this community service activity was carried out with the aim of providing practical experience for students related to the implementation of Human Capital Management (HCM) in the industrial world. This program not only aims to provide theoretical insight, but also introduces students to the application of important concepts in human resource management in companies. The focus of the activity covers various aspects, such as the recruitment process, training programs and career development, and the reward system implemented at PT Yakult. This activity also provides an understanding of the important role of HCM in improving company performance through effective employee management. The results of the activity show that PT Yakult has developed a continuous training pattern aimed at improving employee competencies as a whole. In addition, the company also conducts employee talent mapping that allows for a systematic career path, which provides development opportunities for each individual within the company. The benefits obtained by students from this activity are not only increased knowledge of HCM, but also strengthened analytical skills, developed professional attitudes, and preparedness to face challenges in an increasingly dynamic workplace. Therefore, this KKL program is a very important tool for building stronger synergy between universities and the industrial world, so that students can be better prepared and competent in facing the ever-growing needs of industry.

Kamila Faran Primastiti; Hima Barima; Heni Purwatini

Jurnal Bisnis Kreatif dan Inovatif 2025 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

The Regional Drinking Water Company (PDAM) Tirta Perwira Purbalingga is a regional institution that provides clean water services to 62,748 customers in Purbalingga Regency. The company’s performance is strongly influenced by the quality of its human resources. This study aims to analyze the effect of training, work climate, and job rotation on employee performance. The research used a quantitative approach with descriptive methods and data processing through SPSS version 25.0. The population consisted of 164 employees, with a sample of 62 respondents determined by the Slovin formula (10%) using stratified random sampling. The results showed that training and work climate had a positive and significant effect on employee performance, while job rotation did not have a significant effect. The coefficient of determination (R²) was 96.4%, meaning that the three variables together explained 96.4% of employee performance, while the remaining 3.6% was influenced by other factors not examined in this study. These findings indicate that systematic training and a supportive work climate are the dominant factors in improving performance, whereas job rotation requires better alignment with employee competencies to be effective. In conclusion, PDAM Tirta Perwira needs to strengthen its training programs, foster a conducive work atmosphere, and carefully evaluate job rotation policies. The results of this study are expected to contribute to the development of human resource management strategies and provide reference material for future research on organizational performance.

Muhammad Abdullah Mafahir; Nofi Puji Lestari; Ferdiyan Yefta Melkisua Berelaka; Agustina Puji Nilamsari; Adhelia Ayu Putri +1 more

Pemberdayaan Masyarakat: Jurnal Aksi Sosial 2025 Lembaga Pengembangan Kinerja Dosen

Through the Field Work Lecture (KKL) program at PT Yakult Indonesia Persada, this community service activity was carried out with the aim of providing practical experience for students related to the implementation of Human Capital Management (HCM) in the industrial world. This program not only aims to provide theoretical insight, but also introduces students to the application of important concepts in human resource management in companies. The focus of the activity covers various aspects, such as the recruitment process, training programs and career development, and the reward system implemented at PT Yakult. This activity also provides an understanding of the important role of HCM in improving company performance through effective employee management. The results of the activity show that PT Yakult has developed a continuous training pattern aimed at improving employee competencies as a whole. In addition, the company also conducts employee talent mapping that allows for a systematic career path, which provides development opportunities for each individual within the company. The benefits obtained by students from this activity are not only increased knowledge of HCM, but also strengthened analytical skills, developed professional attitudes, and preparedness to face challenges in an increasingly dynamic workplace. Therefore, this KKL program is a very important tool for building stronger synergy between universities and the industrial world, so that students can be better prepared and competent in facing the ever-growing needs of industry.

Adnan Genawi; M. Jhon; N. Achmad Jabrial; Ishak Traindra; Arif Supriatna

Jurnal Visi Manajemen 2025 Sekolah Tinggi Ilmu Ekonomi Pariwisata Indonesia Semarang

This qualitative research investigates the influence of work motivation and work environment on employee performance within PT Yusen Logistic Indonesia's warehouse division. Through comprehensive interviews with maritime professionals, educators, and industry experts, this study addresses critical gaps in understanding workforce dynamics in maritime logistics operations. The research employed thematic analysis of semi-structured interviews with 45 participants across three stakeholder groups: operational staff, maritime educators, and industry professionals. Findings reveal that intrinsic motivation factors, particularly career development opportunities and safety recognition, demonstrate stronger correlation with sustained performance than monetary incentives. Work environment quality, including infrastructure adequacy and shift management, serves as a significant moderator affecting motivation–performance relationships. In addition, this research highlights that supportive leadership and open communication further strengthen employee engagement and commitment in high-pressure warehouse operations. Respondents consistently emphasized the importance of aligning organizational goals with individual career aspirations, particularly in a sector where safety and efficiency are paramount. The study also identifies that investment in ergonomic facilities, digital monitoring systems, and structured training programs reduces fatigue and error rates, thus promoting both productivity and safety compliance. The implications extend beyond company-level management to broader maritime education and policy-making. The integration of motivational strategies into vocational curricula can better prepare graduates for the realities of port and logistics operations. Moreover, the findings contribute to developing sustainable logistics practices that balance efficiency, employee well-being, and long-term organizational competitiveness. Overall, the research provides evidence-based recommendations for maritime vocational training programs, human resource management, and port operations strategies in Indonesia’s rapidly growing logistics sector.

Ismi Rojayanti; Erwin Syahputra; Heru Sutapa

Jurnal Penelitian Manajemen dan Inovasi Riset 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study investigates the influence of employee engagement, digital training, and reward systems on employee productivity at the Central Statistics Agency of Kediri Regency. The research adopts a quantitative approach with a questionnaire as the primary data collection tool. A total of 33 employees participated as respondents, determined using a saturated sampling technique, which ensures that all members of the population were included. The instrument utilized was a Likert-scale questionnaire, designed to capture perceptions and experiences related to engagement, training, and rewards. The data were analyzed using multiple linear regression to measure both the partial and simultaneous effects of the independent variables on productivity. The results reveal that employee engagement plays a significant role in enhancing productivity, with a significance value of 0.003. Similarly, digital training and reward systems also exert a positive and significant influence, with significance values of 0.037 and 0.0002, respectively. When tested simultaneously, the three independent variables collectively demonstrate a substantial impact on employee productivity, as evidenced by an F-value of 76.069. Furthermore, the Adjusted R Square value of 87.6% indicates that the research model possesses strong explanatory power, meaning that most variations in productivity can be explained by employee engagement, digital training, and reward systems. These findings highlight the strategic importance of integrating engagement initiatives, continuous digital skill development, and fair reward mechanisms to foster higher levels of productivity. For organizations, particularly government institutions, the study underscores the necessity of adopting a holistic human resource development framework that addresses both intrinsic and extrinsic motivational factors to maximize employee performance.

Wahyu Saputro

Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Human Resource Management (HRM) plays a strategic role in improving organizational competitiveness through proper management of employee placement, training, and performance evaluation. To support the achievement of these goals, a predictive model is needed that can provide an accurate picture of employee performance. This study utilizes a Human Resource Management (HRM) dataset of 1,200 data and applies several classification algorithms to compare their effectiveness, namely J48 or C4.5, Random Forest, Naive Bayes, K-Nearest Neighbor (KNN), Logistic Regression, and Support Vector Machine (SVM). To obtain more optimal results, this study uses resampling techniques and attribute selection methods with a correlation attribute eval approach, so that class distribution can be more balanced and model accuracy increases. From the test results, the Decision Tree J48 algorithm showed the best performance with an accuracy level reaching 95.41%, a kappa value of 0.8925, a mean absolute error (MAE) of 0.0432, a precision of 0.955, a recall of 0.954, and an area under the ROC curve of 0.964. These findings indicate that J48 has excellent predictive capabilities compared to other algorithms. Furthermore, this study also found that the most influential variables in determining employee performance include the percentage of the last salary increase (EmpLast Salary Hike Percent), the level of work environment satisfaction (Emp Environment Satisfaction), the length of time since the last promotion (Years Since Last Promotion), and experience in the current role (Experience Years in Current Role). Overall, the results of the study indicate that the C4.5 algorithm with the application of the resampling technique can be an optimal solution in building an employee performance prediction system. Thus, this model has the potential to be a strong basis for managerial decision-making, particularly in designing HR development strategies and policies to improve organizational performance.