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Evaluating Agile Neural Educational System for Effective Resource Management

Author

Listed:
  • Yaw Marfo Missah
  • Fuseini Inusah
  • Ussiph Najim
  • Frimpong Twum

Abstract

The major challenge of most basic schools is inadequate educational resources despite a conscious effort to constantly provide. This is a result of inaccurate data management leading to inappropriate predictions for effective planning. The actual efficiency of a system is determined by its ability to predict real-life data with speed and accuracy. In this work, the neural educational expert system (ES) is evaluated using mathematical models for predicting the availability of resources for the growing school-aged population using a criteria-based formative evaluation to know resource life and its effect on availability. This will help in the decision to add more resources by knowing when and how the resources should be added. Technical mathematical model generation through differential equations is used to fuse the factors affecting the availability of educational resources. The real-life data is used in prediction regarding the actual enrollment of learners and the availability of resources. The model is evaluated and critically analyzed to know the degree of accuracy and the steady state. The findings revealed that the resources decay and attrite at an exponential rate in the long run and the constant number of resources provided cannot cater for the rate of decay, resulting in inadequacy. A proposed algorithm for managing the resources is presented.

Suggested Citation

  • Yaw Marfo Missah & Fuseini Inusah & Ussiph Najim & Frimpong Twum, 2023. "Evaluating Agile Neural Educational System for Effective Resource Management," SAGE Open, , vol. 13(4), pages 21582440231, December.
    • Handle: RePEc:sae:sagope:v:13:y:2023:i:4:p:21582440231214843
    DOI: 10.1177/21582440231214843
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    References listed on IDEAS

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    1. Jabar H. Yousif & Hussein A. Kazem & Haitham Al-Balushi & Khaled Abuhmaidan & Reem Al-Badi, 2022. "Artificial Neural Network Modelling and Experimental Evaluation of Dust and Thermal Energy Impact on Monocrystalline and Polycrystalline Photovoltaic Modules," Energies, MDPI, vol. 15(11), pages 1-17, June.
    2. Alidri Agatha, 2016. "Traditional Wisdom in Land Use and Resource Management Among the Lugbara of Uganda," SAGE Open, , vol. 6(3), pages 21582440166, August.
    3. Muhammad Midhat Ali & Sheheryar Mohsin Qureshi & Muhammad Saad Memon & Sonia Irshad Mari & Muhammad Babar Ramzan, 2021. "Competency Framework Development for Effective Human Resource Management," SAGE Open, , vol. 11(2), pages 21582440211, April.
    4. Usama Najam & Sadia Ishaque & Saadia Irshad & Qurat-ul-ain Salik & Maria Shams Khakwani & Malka Liaquat, 2020. "A Link Between Human Resource Management Practices and Customer Satisfaction: A Moderated Mediation Model," SAGE Open, , vol. 10(4), pages 21582440209, November.
    5. Ametepee, Lawrence Kofi & Anastasiou, Dimitris, 2015. "Special and inclusive education in Ghana: Status and progress, challenges and implications," International Journal of Educational Development, Elsevier, vol. 41(C), pages 143-152.
    6. Rui Li & Guomin Cui, 2022. "Comprehensive Performance Evaluation of a Dual-Function Active Solar Thermal Façade System Based on Energy, Economic and Environmental Analysis in China," Energies, MDPI, vol. 15(11), pages 1-19, June.
    7. Gülçin Mutlu & Ali Yıldırım, 2019. "Learning Environment Perceptions and Student Background Variables as Determinants of Persistence in EFL Learning," SAGE Open, , vol. 9(4), pages 21582440198, December.
    8. Meng-Hsiu Lee & Chan Wang & Tzu-Jung Wu & Ming-Yu Yen, 2021. "Multilevel Linking Service Innovation, Service Sweethearting, and Brand Association: The Moderating Role of Sustainable Human Resource Management," SAGE Open, , vol. 11(1), pages 21582440209, February.
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