Mass customization and system development: case findings from the packaging industry
Why this work is in the frame
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Bibliographic record
Abstract
Purpose The purpose of this paper is to provide a description of a mass customization (MC) system based on the findings of a medium size manufacturing company in Estonia. The MC system is developed in order to satisfy its customers' individual needs with customized products on a mass basis. Specific challenges for a former mass producer to achieve the flexibility demanded by today's market are also addressed. Design/methodology/approach The theoretical background draws from the literature of MC strategies, operational modes, and key capabilities – which is brought together through an in‐depth case study that allows for the extension to three complementing theories. Primary and secondary data about the company practices are extensively used to ensure the validity of results. Findings In contrast to the extant literature, it is found that the company's success comes from the use of several MC strategies at the same time, rather than just one. This leads to the proposition that the decision for determining the optimal operational mode for each customer depends upon a trade‐off of the customer's value to the company and the extra cost of deeper scope customization. It is found that an important peculiarity is the lower cost of adjacent orders that share similar characteristics. This analysis also highlightes the importance of inter‐functional cooperation and the central role of key account managers in order to overcome the inflexibility of company operational processes. Research limitations/implications As in one‐company case studies, future research is needed to understand the degree findings hold true in other manufacturing companies, and to what degree the findings are idiomatic of the particular company or similar firms in the Baltic emerging business environment. Practical implications The present study contributes to research knowledge by examining the real‐life MC system in an integrated way, which is a novel attempt to connect different streams of MC literature. Moreover, it provides a starting point for further study of overcoming inflexibility challenges in MC. Originality/value This is the first known study that has examined the concept of MC in a non‐Western setting such as Estonia. The value of such research results from extending the knowledge of the concept to rapidly advancing markets.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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