The Study of the Components of the Excellent Service Provision of the Primary Educational Service Area Offices in the Office of the Basic Education Commission
Bibliographic record
Abstract
Education plays a pivotal role in societal development and nation-building, particularly in the 21st century, marked by rapid changes and globalization. Ensuring quality education that meets the needs of both the job market and national development is paramount for Thailand’s vision of becoming a “Stable, Prosperous, and Sustainable Country” as outlined in its 20-year National Strategy (2018–2037). Within this framework, the Primary Educational Service Area Offices in the Office of the Basic Education Commission are tasked with providing essential educational services. However, various challenges, including resource inadequacy and service delivery issues, hinder their effectiveness. This research aims to investigate the components of the excellent service provision of the Primary Educational Service Area Offices in the Office of the Basic Education Commission, along with analysing the desired conditions, and the essential needs for providing excellent service. The study employs a mixed-methods approach, including literature review, expert consultations, questionnaire development, and data analysis. The research methodology has been conducted in two phases. Phase 1 of the research focuses on identifying the components of excellent service provision through a literature review and expert consultations. Six core components, including (1) the Development of Personnel Service Providers, (2) the Development of Service Procedures, (3) the Relationships Management with Service Recipients, (4) the Service Quality, (5) the Establishment of Service Culture, and (6) the Service Environment, Technology and Facilities, are identified and validated by the nine qualified experts. Phase 2 involves assessing the current conditions, the desired conditions, and the essential needs for service provision. Data collected from a sample group of 620 individuals across 124 Primary Educational Service Area Offices reveal high levels of current conditions and the highest levels of the desired conditions. The most essential need identified is the Development of Personnel Service Providers. The findings suggest that policies should be implemented to promote the development of personnel service providers and support the implementation of identified components for excellent service provision. Additionally, further qualitative research is recommended to compare service levels among different educational service areas and develop tailored models for excellent service provision.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.035 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".