Teachers emotional intelligence to predictive work performance using linear and non-linear models
Journal Title: Journal of Advanced Research in Social Sciences and Humanities - Year 2021, Vol 6, Issue 2
Abstract
Aim: Teachers’ job performance has been impacted by rapid changes and reforms in educational systems around the world. Despite these advancements, the debate about how to forecast teacher success remains complicated and difficult to assess. The role of emotional intelligence in teacher success is investigated in this research, which fills a void/gap in the literature. The relationship between Emotional Intelligence (EI), which has four dimensions: self-regulations, self awareness, self-motivation, and social ability (relationship management), and job performance is examined in this research. Methodology: 160 teachers from six technical colleges in Nigeria’s north-east were polled. The data was gathered through a questionnaire survey, and analyse using artificial intelligence model (FFNN, LSSVM, NF and MLR). Findings: The models were assessed using determination coefficient (R2), root mean square error (RMSE) and correlation coefficient (R). the result obtained from the simple models showed that neuro fuzzy sub clustering hybrid (NF-SCH) shows (R2 = 0.8814502 and 0.8375132) both training and testing, the correctness of models has been improved which increase accuracy of the single models up to 17%, 18%, and 20% FFNN, MLR and LSSVM for calibration and up to 40%, 73% and 70% FFNN, MLR and LSSVM for verification respectively the results show a strong connection between emotional intelligence and work satisfaction. Implications/Novel Contribution: Overall, this study adds to the body of knowledge on emotional intelligence by having practical management implications for school administrators and the Nigerian higher education system.
Authors and Affiliations
IDRIS A SEZER K TAHIRU ZANNA HASSAN SALEH ADAMU GAMBO
Keywords
Related Articles
- EP ID EP696381
- DOI -
- Views 149
- Downloads 0
Valero energy corporation case study
Aim: The study’s aim is to deeply investigate Valero Energy Corporation’s operations. Established in 1980, Valero Energy Corporation (Valero) is currently one of the biggest petroleum refiners in the oil and gas industry...
Ibn Khaldun on discipline
Aim: This paper examines discipline in Ibn Khalduns substantive writings. It argues that it is the underlying theme in his entire analyses of social, cultural and economic phenomena. More specifically, it shows that disc...
Fascinating klong-toey: The study of slum tourism development
Aim: The main objective is to seek the best ways to improve tourism in Thailand’s first slum at Klong-Toey District. The study of feasible tourism development in the Klong-Toey slum is a part of the city equality study....
Landscape and business’ risks: History and climate (Rural Russia)
Aim: This investigation aimed to determine a business’ risks in using a particular landscape in the context of the influence of a specific climate. Attention is given to facts in the local history of climate and landscap...
Teachers emotional intelligence to predictive work performance using linear and non-linear models
Aim: Teachers’ job performance has been impacted by rapid changes and reforms in educational systems around the world. Despite these advancements, the debate about how to forecast teacher success remains complicated and...