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Fields Changed

Registration

Field Before After
Trial Status on_going completed
Last Published August 18, 2022 03:24 PM September 05, 2023 03:13 PM
Primary Outcomes (End Points) Agricultural input use, timing of input applications, agricultural yields, sharing of information, information spillovers, individual weather forecast/belief, engagement Agricultural input use, timing of input applications, agricultural yields, sharing of information, information spillovers, individual weather forecast/belief, engagement Outcomes for follow-up survey launched in September 2023: perceptions of climate change, perceptions of risks from climate change, 2022 input expenditure and yields, 2023 short-run adaptation (crop, seed choices, conservation agriculture practices), spillovers on network sample
Primary Outcomes (Explanation) Network sample collected by asking survey respondents to provide phone numbers for up to three friends with whom they discuss agricultural practices
Planned Number of Observations Approximately 500 000 participants in the experiment with engagement outcomes and up to 10,000 individuals with outcomes from survey data. Approximately 500 000 participants in the experiment with engagement outcomes and up to 10,000 individuals with outcomes from survey data. Follow-up survey number of observations: 2,000
Additional Keyword(s) Adaptive assignment, spillovers, digital services for farmers, weather forecasts Adaptive assignment, spillovers, digital services for farmers, weather forecasts, climate
Keyword(s) Agriculture Agriculture, Environment And Energy
Secondary Outcomes (End Points) Sources of heterogeneity: variation in climate trends at the tehsil level, variation in 2022 yield expectations compared to realized yields, variation in forecast accuracy, how climate perceptions align with trends
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Other Primary Investigators

Field Before After
Affiliation Stanford University Harvard University
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