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. 2025 Mar 21;13:815. Originally published 2024 Jul 19. [Version 3] doi: 10.12688/f1000research.144332.3

Table 8. Impact of climate-smart practices on crop productivity among smallholder farmers.

Treatment-effects estimation Number of Obs = 194
Estimator: propensity-score matching Matches: requested = 1
Outcome model: matching min = 1
Treatment model: logit max = 2
log_yield Coef. AI Robust Std. Err. Z P>z [95% Conf. Interval]
ATE
CSA_Practice
(Adopters vs Non_Adopters) .2019652 .0911943 2.21 0.027 ** .0232276–.3807028

Where, CSA = climate-smart agriculture, ATE = average treatment effect, Significance codes:

***

<1%,

**

<5% and

*

<10%; Author’s calculation using Stata 15MP.