Shifting from tobacco growing to alternatives in Malawi? A qualitative analysis of policy and perspectives
Bibliographic record
Abstract
Tobacco is the primary export commodity in Malawi and an important contributor to foreign earnings. The entrenchment of tobacco interests within government has partly explained why Malawi has lagged in its efforts to address the health consequences of tobacco and has been a vocal opponent of global tobacco control. Despite the extensive historical and entrenched relationship between the economy of Malawi and tobacco production, there have been important shifts at the highest policy levels towards the need to explore diversification in the agricultural sector. There is explicit recognition that alternatives to tobacco production must be pursued. This study provides an analysis of the policies and perspectives that characterize contemporary government approaches to tobacco and alternatives in Malawi by interviewing key government officials working on tobacco policy and reviewing recent policy documents. This research finds that there is openness and movement towards reducing tobacco growing in Malaw, including efforts to reduce tobacco dependency. Rather than a singular tobacco policy discourse in the country, there is a somewhat conflictual set of policies and perspectives on the future of tobacco in Malawi. Informing these policies and perspectives is the interplay between the economics of agricultural production (tobacco vs other crops), global markets (ranging from the ability to generate export earnings to the inability to compete with wealthier countries' non-tobacco crop subsidies) and the lack of developed supply and value chains other than those created by the transnational tobacco industry. The implications for government policy supporting a move away from tobacco dependence are not straightforward: there is a need to fill the supply chain gap for alternative crops, which requires not only strong intersectoral support within the country (and some challenge to the residual pro-tobacco narratives) but also international support.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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 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".