MétaCan
Menu
Back to cohort
Record W4366816554 · doi:10.56648/aide-irj.v3i1.59

Retention and Job Satisfaction Among Pilipino and Offshore Teachers: A Comparative Study

2023· article· en· W4366816554 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueAIDE Interdisciplinary Research Journal · 2023
Typearticle
Languageen
FieldDecision Sciences
TopicLeadership, Behavior, and Decision-Making Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSchool teachersDescriptive statisticsPsychologyMathematics educationStatisticsMathematics

Abstract

fetched live from OpenAlex

This study aimed to compare the retention and job satisfaction among Pilipino and offshore teachers. The descriptive correlational design was used in the study with 40 offshore teachers and 43 Pilipino teachers as respondents of the Cagayan State University. The data gathered were analyzed using mean descriptive statistics, standard deviation, correlation techniques, and inferential statistics such as the t-test. The result of the study reveals that the offshore teacher respondents are mostly employed in the USA, in public schools, at the elementary level, married, and have an average age of 52.23 and an average teaching experience of 21.05 years. The Pilipino teachers almost have the same proportion in the high school and elementary level, 51% are married, and 44% are single, almost the same proportion of male and female, have an average age of 38 and average teaching experience of 12.53 years. The job satisfaction level of offshore teachers is significant and satisfying for Pilipino teachers. Offshore teachers are significantly more satisfied than Pilipino teachers. The retention level for offshore teachers is 2.55 years and 1.35 years for Pilipinos. Pilipino teachers have significantly higher retention levels than offshore teachers, as shown by the lower number of schools served. Overall, the job satisfaction level of offshore and Pilipino teachers is not significantly associated with any of the profiles studied. Offshore teachers’ retention level is significantly associated with their location (US or Canada). Pilipino teachers’ retention level is significantly associated with their number of years of teaching experience. For both offshore and Pilipino teachers, there is no significant association between retention level and job satisfaction.

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)0.016
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.259
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0000.001
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 head0.488
GPT teacher head0.548
Teacher spread0.060 · 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