Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data Analytics
The assessment of preschool education quality has evolved in the new era, necessitating a comprehensive evaluation framework that encompasses pedagogical approaches, teacher effectiveness, learning environments, and institutional policies. This study explores the critical factors influencing prescho...
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| Format: | Article |
| Language: | English |
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University of New Mexico
2025-05-01
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| Series: | Neutrosophic Sets and Systems |
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| Online Access: | https://fs.unm.edu/NSS/45PreschoolEducation.pdf |
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| _version_ | 1849224447330877440 |
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| author | Yanzi Zhang Leqiang Zou |
| author_facet | Yanzi Zhang Leqiang Zou |
| author_sort | Yanzi Zhang |
| collection | DOAJ |
| description | The assessment of preschool education quality has evolved in the new era, necessitating a comprehensive evaluation framework that encompasses pedagogical approaches, teacher effectiveness, learning environments, and institutional policies. This study explores the critical factors influencing preschool education quality, emphasizing the importance of holistic child development, parental engagement, and technology integration. By employing multi-criteria decision-making (MCDM) methodologies, we propose a MCDM methodology with the Entropy method to compute the criteria weights and the TOPSIS method to rank the alternatives. We use the Forest HyperSoft set to divide each criterion as a TreeSoft set. In each TreeSoft set we compute the criteria weights and rank the alternatives. This study uses four criteria and five alternatives. So, we have four TreeSoft sets. |
| format | Article |
| id | doaj-art-7ac357c6367a4c3bb2103a79731f9da0 |
| institution | Kabale University |
| issn | 2331-6055 2331-608X |
| language | English |
| publishDate | 2025-05-01 |
| publisher | University of New Mexico |
| record_format | Article |
| series | Neutrosophic Sets and Systems |
| spelling | doaj-art-7ac357c6367a4c3bb2103a79731f9da02025-08-25T08:48:57ZengUniversity of New MexicoNeutrosophic Sets and Systems2331-60552331-608X2025-05-018269670910.5281/zenodo.15052202Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data AnalyticsYanzi ZhangLeqiang ZouThe assessment of preschool education quality has evolved in the new era, necessitating a comprehensive evaluation framework that encompasses pedagogical approaches, teacher effectiveness, learning environments, and institutional policies. This study explores the critical factors influencing preschool education quality, emphasizing the importance of holistic child development, parental engagement, and technology integration. By employing multi-criteria decision-making (MCDM) methodologies, we propose a MCDM methodology with the Entropy method to compute the criteria weights and the TOPSIS method to rank the alternatives. We use the Forest HyperSoft set to divide each criterion as a TreeSoft set. In each TreeSoft set we compute the criteria weights and rank the alternatives. This study uses four criteria and five alternatives. So, we have four TreeSoft sets. https://fs.unm.edu/NSS/45PreschoolEducation.pdfforest hypersoft setsmcdm approachpreschool educationtopsis methodology |
| spellingShingle | Yanzi Zhang Leqiang Zou Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data Analytics Neutrosophic Sets and Systems forest hypersoft sets mcdm approach preschool education topsis methodology |
| title | Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data Analytics |
| title_full | Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data Analytics |
| title_fullStr | Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data Analytics |
| title_full_unstemmed | Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data Analytics |
| title_short | Forest HyperSoft Sets for Quality Measurement of Preschool Education in the New Era Utilizing MCDM Approach and Data Analytics |
| title_sort | forest hypersoft sets for quality measurement of preschool education in the new era utilizing mcdm approach and data analytics |
| topic | forest hypersoft sets mcdm approach preschool education topsis methodology |
| url | https://fs.unm.edu/NSS/45PreschoolEducation.pdf |
| work_keys_str_mv | AT yanzizhang foresthypersoftsetsforqualitymeasurementofpreschooleducationinthenewerautilizingmcdmapproachanddataanalytics AT leqiangzou foresthypersoftsetsforqualitymeasurementofpreschooleducationinthenewerautilizingmcdmapproachanddataanalytics |