The performance of GIFT in various contexts has been demonstrated through on-station and on-farm evaluations. Evidence indicates that adoption of GIFT can increase fish yields hence economic returns for farmers; increase survival rate, shorten harvest time and increase individual harvesting weight; reduce production and operational costs; and reduce local fish market prices improving affordability among consumers.

Fish production monitoring in HILIP project. Annual Fish Catch and Bio-diversity Monitoring report

The smallholder fish farmer population census data was collected from 1,161 farmers in four districts of Northern Province of Zambia. A structured questionnaire was administered to the respondents and responses were recorded on an android device (smart phone), and sent to server owned by Musika, the project partner. Data was collected from October 2018 to March 2019. The study was undertaken by the Technical, Vocational and Entrepreneurship Training for Improved Private Sector and Smallholder Skills Project in Zambia with support from NORAD.

Full dataset of the Rapid Assessment of subsistence fishing and poultry rearing along with horticulture of Phase 3 of Suchana program in Sylhet and Moulvibazar

We tracked the impacts of COVID-19 and associated policy responses on the availability and price of aquatic foods and production inputs during 2020, using a high frequency longitudinal survey of 789 respondents in Bangladesh, Egypt, India, Myanmar, Nigeria, and Timor Leste.

The phenotype (body weight at five time points) from stocking to harvest during growing period of Nile tilapia. The genotype of all Nile Tilapia samples in the VCF format.

This is a dataset for the Smallholder fish farmers population census report 2020: Northern and Luapula provinces, Zambia

Data files and syntax files associated with “Fishers’ response to temperature change reveals the importance of integrating human behavior in climate change analysis.” (Fiorella, K.J. Bageant, E., Schwartz, N.B., Thilsted, S.H., Barrett, C.B.), forthcoming in Science Advances in 2021.