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Record W2040668872 · doi:10.1080/09585190701764154

Expectations and performance: assessment of public service training in Hong Kong

2008· article· en· W2040668872 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe International Journal of Human Resource Management · 2008
Typearticle
Languageen
FieldSocial Sciences
TopicPublic Policy and Administration Research
Canadian institutionsMcMaster University
Fundersnot available
KeywordsTraining (meteorology)Service providerPublic sectorOfficerPsychologyComplaintService (business)Medical educationPublic relationsCivil serviceTask (project management)Position (finance)Training and developmentPublic serviceBusinessMedicinePolitical scienceManagementMarketing

Abstract

fetched live from OpenAlex

Abstract There are different ways in which training providers and recipients assess the value and outcome of training programmes. Generally, evaluations by clients of training services in the public sector do not receive serious attention as one cohort of officials succeeds another. Such an approach restricts the prospect of improvement, particularly since the providers are not subjected to undergo self-assessment of their programmes. This article seeks to achieve a better understanding of the assessment by soliciting opinions of both clients and providers of training programmes offered by the Civil Service Training and Development Institute in Hong Kong. The views of both the trainers and recipients were collected through a number of surveys and interviews. The response from trainees and trainers reveal significant differences about the expectations and actual content of the training programmes. Interestingly, there were similarities as well in their assessment in some areas. A common position declared by the trainees is that training keeps them informed about the latest developments but does not help them to adjust to changing circumstances. The other complaint was that adequate training was not provided for performing on the job. Trainers expressed different views, but agreed on the fact that the institute is unable to cope with the task and responsibility of training the entire public service and conceded that it is difficult to anticipate the future training needs in the rapidly changing environment in which public administration takes place. Keywords: trainingevaluationperformance management Notes 1 Information based on the interview conducted with a Senior Training Officer, CSTDI, on 15 August 2000. 2 Information based on an interview conducted on 5 September 2000. 3 Information based on an interview conducted on 23 October 2000.

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)0.002
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 score0.708
Threshold uncertainty score0.239

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.141
GPT teacher head0.418
Teacher spread0.277 · 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