Tales of the Survivors: The Bumiputera Entrepreneurs’ Experience
Bibliographic record
Abstract
Survival in the highly precarious business environment demands credible and resilient entrepreneurs. The issue evolves from merely “how to get started” towards “how to reach the highest potential throughout the entire business life cycle”. It is expected that entrepreneurs encounter several turbulences throughout their business cycles before stabilizing within the growth range. It is also posited that each cycle reflects different kind of challenges and barriers, thus leading to different moves and strategies. The ability to react accurately to those challenges will provide different business outcomes. This article aims to describe and reveal the experience of Malay (also known as Bumiputera or son of the soil) entrepreneurs pertaining to their business endeavours. This study adopted a case-study technique with four Malay entrepreneurs through in-depth interviews. This study concluded that all respondents encountered a period of turbulence before making a move to another stage of business cycle. To initiate the turning point, these entrepreneurs introduced some changes either in their products or job processes. In addition, the respondents noted that entrepreneurs without some working or industrial knowledge took relatively longer periods to reach their turning point. Experience entrepreneurs would reach the turning point earlier due to the benefits gained from their past business network as well as the enrichment of tactical and managerial tacit skills that they had acquired.
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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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".