The importance of industrial engineering in small & medium industries :a time study in manufacturing industry
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.
Bibliographic record
Abstract
In this thesis, the knowledge on implementation of IE is studied theoretically through a time study in SMI. The study is to find the standard times of the employee and find out a solution to maximum the labor efficiency based on the knowledge of IE and the time study results. This study was mainly carried out by preparing the letter to industry, industry visit, process listing, data collection, analysis of the data, result and discussion of the data, and conclusion. In this time study, WS Food Trading is a small \nindustry with the limited and traditional ways of management. The study will show the data collection procedures from parts division to standard get. Study show that the WS food trading doesn't have the knowledge about the standard times getting and the knowledge on implementation of IE for the industry. So after the study, it is hope that the results analysis and the solution came out will contributed for the company.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it