Web based cost management tool prototype development using temporal-activity based costing (Temporal-ABC)
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
The cost management system is a powerful tool for managers to understand manufacturing plant performance. It is essential for any organization to develop a cost management system to estimate the product cost and to account actual cost spent for the product manufacturing. The Activity Based Costing (ABC) system has recently attracted the attention of many companies and is considered to provide better information about the cost pattern and the relationship between resources and activities. However, a survey of earlier research reveals that there are several difficulties to estimate the true product cost due to selection of overhead drivers to activities. To overcome these difficulties Temporal-ABC has been developed by Dr. K.D. Tham. In the first part of the report, costing system implementation issues are studied through real-time case studies. Then, research has been conducted and web-based proptotype application is developed using Temporal-ABC through collaboration with a world-class electronics industry - Celestica Inc. Toronto, Canada. The developed prototype demonstrates the application of Temporal-ABC for cost estimation at Celestica.
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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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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