Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs
We analyse yield effects of tissue culture (TC) banana technology in the Kenyan small farm sector, using recent survey data and an endogenous switching regression approach. TC banana plantlets, which are free from pests and diseases, have been introduced in East Africa since the late 1990s. Although field experiments show significant yield advantages over traditional banana suckers, a rigorous assessment of impacts in farmers’ fields is still outstanding. A comparison of mean yield levels between TC adopters and non-adopters in our sample shows no significant difference. However, we find evidence of negative selection bias, indicating that farmers with lower than average yields are more likely to adopt TC. Controlling for this bias results in a positive and significant TC net yield gain of 7%. We also find that TC technology is more knowledge intensive and more responsive to irrigation than traditional bananas. Simulations show that improving access to irrigation could lift TC productivity gains to above 20%. The analytical approach developed and applied here and the finding of negative selection bias may also be relevant for the evaluation of other agricultural technologies.
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Wiley
2012-06
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Subjects: | adoption, biotechnology, impact, productivity, |
Online Access: | https://hdl.handle.net/10568/77436 https://doi.org/10.1111/j.1477-9552.2012.00337.x |
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dig-cgspace-10568-774362023-07-03T16:03:22Z Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs Kabunga, N. Dubois, T. Qaim, M. adoption biotechnology impact productivity We analyse yield effects of tissue culture (TC) banana technology in the Kenyan small farm sector, using recent survey data and an endogenous switching regression approach. TC banana plantlets, which are free from pests and diseases, have been introduced in East Africa since the late 1990s. Although field experiments show significant yield advantages over traditional banana suckers, a rigorous assessment of impacts in farmers’ fields is still outstanding. A comparison of mean yield levels between TC adopters and non-adopters in our sample shows no significant difference. However, we find evidence of negative selection bias, indicating that farmers with lower than average yields are more likely to adopt TC. Controlling for this bias results in a positive and significant TC net yield gain of 7%. We also find that TC technology is more knowledge intensive and more responsive to irrigation than traditional bananas. Simulations show that improving access to irrigation could lift TC productivity gains to above 20%. The analytical approach developed and applied here and the finding of negative selection bias may also be relevant for the evaluation of other agricultural technologies. 2012-06 2016-10-27T08:30:44Z 2016-10-27T08:30:44Z Journal Article Kabunga, N., Dubois, T. & Qaim, M. (2012). Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs. Journal of Agricultural Economics, 63(2), 444-464. 0021-857X https://hdl.handle.net/10568/77436 https://doi.org/10.1111/j.1477-9552.2012.00337.x en Copyrighted; all rights reserved Limited Access 444-464 Wiley Journal of Agricultural Economics |
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adoption biotechnology impact productivity adoption biotechnology impact productivity Kabunga, N. Dubois, T. Qaim, M. Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs |
description |
We analyse yield effects of tissue culture (TC) banana technology in the Kenyan
small farm sector, using recent survey data and an endogenous switching
regression approach. TC banana plantlets, which are free from pests and diseases,
have been introduced in East Africa since the late 1990s. Although field
experiments show significant yield advantages over traditional banana suckers, a
rigorous assessment of impacts in farmers’ fields is still outstanding. A comparison
of mean yield levels between TC adopters and non-adopters in our sample
shows no significant difference. However, we find evidence of negative selection
bias, indicating that farmers with lower than average yields are more likely to
adopt TC. Controlling for this bias results in a positive and significant TC net
yield gain of 7%. We also find that TC technology is more knowledge intensive
and more responsive to irrigation than traditional bananas. Simulations show
that improving access to irrigation could lift TC productivity gains to above
20%. The analytical approach developed and applied here and the finding of negative
selection bias may also be relevant for the evaluation of other agricultural
technologies. |
format |
Journal Article |
topic_facet |
adoption biotechnology impact productivity |
author |
Kabunga, N. Dubois, T. Qaim, M. |
author_facet |
Kabunga, N. Dubois, T. Qaim, M. |
author_sort |
Kabunga, N. |
title |
Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs |
title_short |
Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs |
title_full |
Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs |
title_fullStr |
Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs |
title_full_unstemmed |
Yield effects of tissue culture bananas in Kenya: accounting for selection bias and the role of complementary inputs |
title_sort |
yield effects of tissue culture bananas in kenya: accounting for selection bias and the role of complementary inputs |
publisher |
Wiley |
publishDate |
2012-06 |
url |
https://hdl.handle.net/10568/77436 https://doi.org/10.1111/j.1477-9552.2012.00337.x |
work_keys_str_mv |
AT kabungan yieldeffectsoftissueculturebananasinkenyaaccountingforselectionbiasandtheroleofcomplementaryinputs AT duboist yieldeffectsoftissueculturebananasinkenyaaccountingforselectionbiasandtheroleofcomplementaryinputs AT qaimm yieldeffectsoftissueculturebananasinkenyaaccountingforselectionbiasandtheroleofcomplementaryinputs |
_version_ |
1779059322756530176 |