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Record W4405492924 · doi:10.5539/hes.v15n1p160

Teaching Competency Development Model of Instructor in Bachelor of Technology Degree in Automotive Technology Program for Institute of Vocational Education

2024· article· en· W4405492924 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueHigher Education Studies · 2024
Typearticle
Languageen
FieldPsychology
TopicCompetency Development and Evaluation
Canadian institutionsnot available
Fundersnot available
KeywordsVocational educationBachelorBachelor degreeAutomotive industryMathematics educationMedical educationEngineering managementDegree programHigher educationPsychologyEngineeringPedagogyMedicinePolitical science

Abstract

fetched live from OpenAlex

Providing higher education is crucial for the development of human resources. This research aims to develop a model for developing teaching competencies of teachers in the Bachelor of Technology Program in the Automotive Technology Department, Institute Vocational Education. Research and Development was divided into 3 phases: Phase 1 to study the conditions, problems, and approaches to developing teaching competence of teachers, using in-depth interviews with 10 teachers and 5 Experts. Phase 2 develop a model for developing teaching competence of teachers, using group discussions with 10 experts; and finally, Phase 3 to study the effectiveness of the Teaching Competency Development Model. A model for developing teaching was the development of the 4K4C+KCV Competency Development Model for teachers in the Automotive Technology program at vocational institutes. This model includes three basic components (KCV): Knowledge, Competencies, and Values, while the process of developing teaching competency comprises four steps (4K4C): 1. Know with understanding - Create knowledge by yourself, 2. Know in detail - Create cooperation, 3. Know with expertise - Create coordination, 4. Know to advise - Create work and leadership roles. The quality of the teaching competency development model it found high level. The overall quality of the teaching competency development model for teachers in the Bachelor of Technology Program in Automotive Technology at the Institute Vocational Education is at a high level.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.856
Threshold uncertainty score0.649

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.111
GPT teacher head0.434
Teacher spread0.323 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it