Neoliberal economic reforms, the rich and the poor in Bangladesh
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
Abstract Bangladesh has been implementing neoliberal structural adjustment policies since the early 1980s. This article analyzes the economic and social outcomes the reform policies have created in the past two decades. It argues that the reform policies, instead of distributing benefits among different societal groups, have brought an economic windfall mainly for the business and industrial class in Bangladesh. Compared to the 24 families of erstwhile United Pakistan, there is now a small group of 40 to 50 families who effectively control the total industrial and financial assets of this poor nation. The vast majority of other societal groups and classes- the industrial and agricultural labor, small businesses, marginal and small farmers, and urban and rural poor — are left out by the reform agenda. The lack of policies of distributional justice has resulted in widening disparities in income and wealth between the low and high strata of the society and deterioration in the overall poverty situation of the country.
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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 | 0.002 | 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