The aim of this study is to identify and classify the most important factors affecting patient satisfaction in the COVID-19 pandemic crisis considering economic effects. This is an analytical study using the analytic hierarchy process (AHP) method and ANN-MLP (Artificial neural network based on multilayer perceptron model as a supervised learning algorithm) as an innovative methodology. The questionnaire was completed by 72 healthcare experts (N = 72). The inter-class correlation (ICC) coefficient value was confirmed in terms of consistency to determine sampling reliability. The findings show that interpersonal care and organizational characteristics have the greatest and least influence, respectively. Furthermore, the observations confirm that the highest and lowest effective sub-criteria, respectively, are patient safety climate and accessibility. Based on the study’s objective and general context, it can be claimed that private hospitals outperformed public hospitals in terms of patient satisfaction during the COVID-19 pandemic. Focusing on performance sensitivity analysis shows that, among the proposed criteria to achieve the study objective, the physical environment criterion had the highest difference in private and public hospitals, followed by the interpersonal care criterion. Furthermore, we used a multilayer perceptron algorithm to assess the accuracy of the model and distinguish private and public hospitals as a novelty approach. Overfitting results in finding an MLP model which is reliable, and the accuracy of the model is acceptable.
26 September 2013 in Jurnal Teknologi (Sciences & Engineering)
Nowadays, the role of Human Resource (HR) managers in educational centers is very vital.1 Undoubtedly, to achieve organizational goals, educational institutes such as colleges and universities are required to have well-structured strategic programs as well as qualified HR managers who are able to lead their departments in compliance with their university mission.2 To achieve this goal, HR administrators and professionals should use a suitable and developed pattern of human resource competencies.3 The following article, offers to investigate the important competencies for the HR administrators and professionals in the top ranked universities. Mixed method approach of both quantitative and qualitative was used. The HR competencies were identified by experts involved in an interview and Delphi study. Twenty seven competencies were identified for the HR managers and professionals in five groups of competencies.
Purpose- Businesses depend more on knowledge than other factors. Many academics have described the idea of absorptive capacity as a skill for handling outside knowledge. Since organizational phenomenon is a complex , the issue of absorptive capacity as a strategic and dynamic capability still merits further research consideration. Previous research shows that some of the variables are beyond the firm's control and moderate the effect of knowledge source and experience on absorptive capacity. The intensity of the triggers may have an impact on the firm's investment in absorptive capacity capability. The purpose of this study is to review and identify endogenous and exogenous contingencies that function as activation triggers on absorptive capacity based on the previous literature. Methodology- The theoretical model, hypothesis, and measurement indicators for the study's variables are described in this paper. Findings- The study of previous research shows that learning organization structure, business environment, organizational leadership, learning culture, management review, and competitive strategy play roles as moderator activation triggers in this study. According to the findings, businesses face complex and unpredictable business environment changes, as well as significant knowledge gaps. Decentralized and dynamic structures with participation in decision-making have a moderating effect on the capacity to absorb knowledge and make it easier for businesses to absorb new ideas. The results show that organizational culture fosters the development of fresh perspectives and encourages the integration of external knowledge to maximize the benefits of complementary knowledge sources. Also, the competitive strategy defines the scope and context of perception and learning. Other activation triggers that require more investigation include information technology, stakeholders, professional conduct, and research and development units. Conclusion- Managers can explore a variety of strategic alternatives and forge competitive advantages for their companies by using activation triggers as a group of variables to upgrade existing talents and develop new capabilities of absorptive capacity. Keywords: Absorptive capacity, activation triggers, endogenous and exogenous contingencies, knowledge. JEL Codes: D83, L1, O32