Abstract
Technology involving genetic modification of crops has the potential to make a contribution to rural poverty reduction in many developing countries. Thus far, pesticide-producing Bacillus thuringensis (Bt) varieties of cotton have been the main GM crops under cultivation in developing nations. Several studies have evaluated the farm-level performance of Bt varieties in comparison to conventional ones by estimating production technology, and have mostly found Bt technology to be very successful in raising output and/or reducing pesticide input. However, the production risk properties of this technology have not been studied, although they are likely to be important to risk-averse smallholders. This study investigates the output risk aspects of Bt technology by estimating two ‘flexible risk’ production function models allowing technology to independently affect the mean and higher moments of output. The first is the popular Just-Pope model and the second is a more general ‘damage control’ flexible risk model. The models are applied to cross-sectional data on South African smallholders, some of whom used Bt varieties. The results show no evidence that a ‘risk-reduction’ claim can be made for Bt technology. Indeed, there is some evidence to support the notion that the technology increases output risk, implying that simple (expected) profit computations used in past evaluations may overstate true benefits.
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Claims 2
Claim · model-written summary
Bt cotton technology showed no evidence of reducing output risk in South African smallholder production
- Taxon
- cotton
Gossypium hirsutume0 - Treatment
- Bt technologye1
- Outcome
- output riske3
- Direction
- no_changeinferrede2
- Setting
- South Africat0
Not reportedComparator
Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Verbatim
e0“pesticide-producing Bacillus thuringensis (Bt) varieties of cotton”
e1“This study investigates the output risk aspects of Bt technology”
e2“The results show no evidence”
e3“the technology increases output risk”
t0“GM crop technology in South Africa”
Claim · model-written summary
Bt technology increased output risk in South African cotton production
- Taxon
- cotton
Gossypium hirsutume0 - Treatment
- Bt technologye1
- Outcome
- output riske3
- Direction
- increasese3
Not reportedComparator
Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Verbatim
e0“pesticide-producing Bacillus thuringensis (Bt) varieties of cotton”
e1“This study investigates the output risk aspects of Bt technology”
e3“the technology increases output risk”
The same questions in other papers
transgenic · yield · Gossypium hirsutum (cotton)Positive and negative results
3 papers in the same direction as this paper · 74 in the opposite direction
- positive
- positive
- positive
74 papers more in this group
See all 78 papers →Claims are grouped by organism, treatment and what was measured or targeted. A paper counts as positive when any of its claims in the group is positive.