Bibliographic record
Abstract
Abstract Viasystems Group, Inc. (Viasystems) is an international supplier of electromechanical assemblies and components. It specializes in manufacturing printed circuits and assembling electric cables and industrial metal cabinets. The case concerns the Printed Circuit Division at Viasystems and its need to adapt its costing system to the relocation of its manufacturing activities to China under its strategic planning, begun in 2001. Planning and controlling operating costs and the presentation of the financial statements have therefore become major issues. The case is set in 2006, six years after the start of progressive offshoring of manufacturing to China. It describes: 1) how external environmental pressures and the need for profitability have led to a critical strategic decision; and 2) how this new business model has changed upper management's informational needs, leading them to rethink their costing system, particularly at the Chinese plants. Setting the case in 2006, when all the plants have been relocated to China, enables discussions of the challenges that management will have to cope with in the future, after the operations transfer has been completed and the consequences on the management control system.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".