Big Data Application in Providing an Effective Model of in-Serving Training Knowledge Workers of the Municipality

Document Type : Original Research Manuscripts

Authors

1 PhD student in Educational Management, Faculty of Educational Sciences and Counseling, Islamic Azad University, Roudhan Branch, Tehran, Iran.

2 Assistant Professor, Curriculum Planning Department, Islamic Azad University, Roudhan Branch, Tehran, Iran

3 Assistant Professor, Department of Educational Sciences, Islamic Azad University, Roudhan Branch, Tehran, Iran.

Abstract
The research aims to apply big data in providing an effective model of education in serving the knowledge workers of the municipality. The research method was integrated research (quantitative and qualitative). The components and dimensions of the subject were examined in the form of documentary studies and interviews and identified in the form of educational content with thematic analysis technique. To analyze the qualitative data, the theme analysis method was used using ATLAS TI software, and genetic algorithm and meta-heuristic methods were used in MINITAB software. The research tool (data collection) was the qualitative part of a semi-structured interview with 12 elites, experts, and qualified specialists of Karaj municipality. The sampling method in the qualitative part was non-probability and non-homogeneous purposeful type dependent on the criterion and in the quantitative part, it was simply random. Finally, the proposed model of in-service training for employees was designed and validated. 6 comprehensive themes (planning (comprehensive implementation), learner, teachers, content, educational environment, and infrastructure) were identified in the form of a paradigm model. The results showed that the VIS algorithm had the best performance. Algorithms CNSGA-II and MISA are almost ranked second and have shown almost similar performances. NSGA-II algorithm is ranked next. The NNIA algorithm is in the next position in terms of performance, and the worst performance is assigned to the NRGA algorithm. Organizational innovation based on big data and organizational training improves the performance of knowledge workers and creativity.

Keywords

Subjects

Akhtar, C. S., Awan, S. H., Naveed, S., & Ismail, K. (2018). A comparative study of the application of systems thinking in achieving organizational effectiveness in Malaysian and Pakistani Banks. International Business Review, 27(4): 767-776. https://doi.org/10.1016/j.ibusrev.2018.01.001
Alipour, K. Imani Galah Prdsry, M. N., Zolfaghari Zafarani, R. (2019), Provide a model to improve the efficiency of human resource training in Islamic Azad University, New Approaches in Educational Administration, 10 (37), 1-14. [in Persian].
Armstrong, M. (2015). Armstrong's essential human resource management practice. London: Kogan Page.
Arnett, D. B., Sandvik, I. L., & Sandvik, K. (2018). Two paths to organizational effectiveness-Product advantage and life-cycle flexibility. Journal of Business Research, 84: 285-292. https://doi.org/10.1016/j.jbusres.2017.11.010
Askarian, M. (2018). Human Resources Management, Recruitment, Hiring, Maintenance, Second Edition, Tehran, Publisher: Amir Kabir. [in Persian]
Attaran, A. Rezaizadeh M. (2019). A study of the effect of in-service training on the performance of the employees of Iran Khodro Sapco Design and Engineering and Parts Supply Company. Scientific Journal of New Research Approaches in Management and Accounting, 4, 112-114. [in Persian]
Bazgir, T. Afshar, H. (2019). Determining the effectiveness of in-service training courses on empowering principals of elementary schools in Tehran. New strategies of teacher training, 6(10), 63-87. [in Persian]
Chia, R. (2017). A process-philosophical understanding of organizational learning as “wayfinding”: Process, practices and sensitivity to environmental affordances. The Learning Organization. https://doi.org/10.1108/TLO-11-2016-0083
Choopani, A., Vatankhah, S., & Aryankhesal, A. (2023). Health Workforce Development Policies in Iran: A Study of In-service Training Policies. Health Scope, 12(2).‏ https://doi.org/10.5812/jhealthscope-132662
Deconinck J. (2017). The effect of organizational justice, perceived organizational support, and perceived supervisor support on marketing employee's level of trust, Journal of Business Research, 63(2017)1349-1355.  https://doi.org/10.1016/j.jbusres.2010.01.003
Douglas, S., Merritt, D. R., Roberts, R., & Watkins, D. (2021). Systemic leadership development: impact on organizational effectiveness. International Journal of Organizational analysis https://doi.org/10.1108/IJOA-05-2020-2184
Faizi, F. (2016). transformational learning, transformation in learning. The growth of educational technology, 33(4). [in Persian]
‏Fernández-Mesa, A., & Alegre, J. (2015). Entrepreneurial orientation and export intensity: Examining the interplay of organizational learning and innovation. International business review24(1), 148-156. ‏ https://doi.org/10.1016/j.ibusrev.2014.07.004
Gautam T Wagner U. (2016). Organizational identification and organizational commitment: Distinct aspects of two related concepts, Asian Journal of Social Psychology, 7, 301-3015. https://doi.org/10.1111/j.1467-839X.2004.00150.x
Hashemi Porpetkoi, A., Sohri, A., Mohammad Khani, K., Mohammad Davodi, A., & Nazim, F. (2019). Presenting a model of the effectiveness of in-service training for primary education managers in Hormozgan province. Psychological Science Quarterly, 75-745. [in Persian]
Imran A, (2013), The Effect of Training on Employee Performance, European Journal of Business and Management, 5 (4), 137-147.
Jain, G., Sharma, N., & Shrivastava, A. (2021). Enhancing training effectiveness for organizations through blockchain-enabled training effectiveness measurement (BETEM). Journal of Organizational Change Management. https://doi.org/10.1108/JOCM-10-2020-0303
Junejo, M. I., Sarwar, S., & Ahmed, R. R. (2018). Impact of in-service training on performance of teachers a case of STEVTA Karachi region. International Journal of Experiential Learning & Case Studies, 2(2), 50-60. ‏
Kater, N. (2013). The Perceived Value of the Return on Investment of Accounting Leadership for Employers. University of Pretoria.                     
Khilichli, B. (2018). Excellence of human resources: evaluation of planning and improvement. Tehran: Institute of Productivity and Human Resources. [in Persian]
Magen-Nagar, N., & Firstater, E. (2019). The obstacles to ICT implementation in the kindergarten environment: Kindergarten teachers’ beliefs. Journal of Research in Childhood Education33(2), 165-179. https://doi.org/10.1080/02568543.2019.1577769
Mezirow, J. (2003). Transformative learning as discourse. Journal of Transformative Education.1(1),58-63. https://doi.org/10.1177/1541344603252172
  Mishkoh, Z., & Rezaei, Sadegh. (2020). Assessing the needs of in-service training of primary school teachers in Tehran's 2nd district. Internship studies in teacher training, 1(4), 111-136. [in Persian]
Mohanty, P. C., Dash, M., Dash, M., & Das, S. (2019). A study on factors influencing training effectiveness. Revista Espacios40, 7-15. ‏
‏Pfoser, S., Putz, L. M., & Jung, E. (2020). Recommendations for human resources development in Danube inland ports. In International Conference on Dynamics in Logistics (pp. 3-20). Springer, Cham. https://doi.org/10.1007/978-3-030-44783-0_1
Rezaei, B., & Rezaei, M. (2019). Examining the understanding and expression of names and the reliability of two visual tests of understanding and expression of names in educable mentally retarded children of Shahrhamadan. Ibn Sina Clinical Medicine Journal, 27, 45-52. [in Persian] https://doi.org/10.29252/ajcm.27.1.45
Ryan, M., Alliott, O., & Ikeda, E. (2022). Features of effective staff training programmes within school-based interventions targeting student activity behaviour: a systematic review and meta-analysis. Int J Behav Nutr Phys Act 19, 125. https://doi.org/10.1186/s12966-022-01361-6
Shakri Khalilabad, F., Gholami, H., Salehian, M., Bagharian Farutagha, F. (2021). In-service training of employees, an important approach to promote and develop organizational human capital. Horizon of Medical Science Education Development, 13, 41-60. [in Persian]
 Shet, S. V., Patil, S. V., & Chandawarkar, M. R. (2019). Competency based superior performance and organizational effectiveness, International Journal of Productivity and performance management. 68(4): 753-773. https://doi.org/10.1108/IJPPM-03-2018-0128
UMAR, A., TAMSAH, H., Mattalatta, M., Baharuddin, B., & LATIEF R, A. (2020). Training-effectiveness and team-performance in public organization. The Journal of Asian Finance, Economics, and Business, 7(11), 1021-1031. ‏ https://doi.org/10.13106/jafeb.2020.vol7.no11.1021
Vladescu, J., & Marano, K. (2023). Staff Training. In: Matson, J.L. (eds) Handbook of Applied Behavior Analysis. Autism and Child Psychopathology Series. Springer, Cham. https://doi.org/10.1007/978-3-031-19964-6_35
Wang, J., Lin, Y. I., & Hou, S. Y. (2015). A data mining approach for training evaluation in simulation-based training. Computers & Industrial Engineering80, 171-180. ‏ https://doi.org/10.1016/j.cie.2014.12.008
Yalpanian, B., Nazim, F., & Karimzadeh, P. (2020). Identifying the effective factors on human resources training in Islamic Azad University and providing the ideal model (Study case: Islamic Azad Universities of Tehran province). Educational Management Innovations, 16(4), 121-135. [in Persian] https://doi.org/10.35870/ijmsit.v2i1.460
Yulianto, E., Sanosra, A., & Herlambang, T. (2022). Analysis of The Effect of Competence and Education and Training on Employee Performance Through Work Commitment as Intervening Variable (Study at the East Java Provincial Forestry Service). International Journal of Management Science and Information Technology2(1), 12–18.
Volume 4, Issue 3
Summer 2024
Pages 28-39

  • Receive Date 24 June 2023
  • Revise Date 12 July 2023
  • Accept Date 05 September 2023