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Multivariate Probit correlation results

Multivariate Probit correlation results

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Bolivia has disseminated several improved technologies in the rice sector, but the average rice productivity in the country is far below the average trend in Latin America in recent years. Although the economic literature has highlighted the role of agricultural technology adoption in increasing agricultural productivity, gaps remain in understandi...

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... econometric analysis provides evidence that the decisions to adopt complementary technologies in rice production in Bolivia are correlated, justifying the use of an MVP model to understand the factors that explain these decisions. Table 6 presents the partial correlations across all technologies included in the analysis and the joint significance test, suggesting that the individual adoption of rice technologies is affected by the other complementary technologies' decisions. Not controlling for the correlation between individual adoption decisions and their unobservables would bias the covariates' coefficient estimation. ...

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... In line with this, we take membership in a farmers' association and access to credit as variables only affecting yields through their effect on introduced pasture adoption. Likewise, as technologies and practices usually follow joint patterns of adoption (Kassie, Jaleta, Shiferaw, Mmbando, & Mekuria, 2013;Martinez, Labarta, Gonzalez, & Lopera, 2021;Teklewold, Kassie, & Shiferaw, 2013), we use an index of ownership of farming durable goods (e.g., water pumps, sprayers, harrows, or tractors) as a factor influencing adoption only. ...
... It is worth highlighting that our analysis builds upon the working assumption that practices like fertilization and weed control are taken as given. Nevertheless, among pasture adopters, these practices may reflect an underlying decision-making process by the farmer that could benefit from economic modeling, as suggested by previous studies on other crops 9 Martinez et al., 2021;Teklewold et al., 2013). While addressing the dual endogeneity of introduced pasture adoption and pasture management practices is beyond the scope of this paper, it will likely be of the utmost crucial for future studies on the adoption of sustainable livestock systems, which typically integrate various practices. ...
... Under an optimal IV approach, the average response goes up to 1.86%. In transition terms, switching from native savannas to introduced pastures has the potential to increase average revenue per hectare by roughly 9 For example, an ordered regression analysis on the number of pastures observed in the farm (Supplementary Appendix, Table A8) suggests that factors like membership in a farmers' association, education, and access to credit are correlated with the adoption of these complementary practices, resembling the results of (Martinez et al., 2021) for complementary technologies in rice farming. ...
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... Although the technological progress of rice production made in Latin America has been well-documented (Calvert et al., 2006;Zorrilla et al., 2012;Martínez et al., 2014), evidence on the uptake of improved rice technologies and their impact on productivity and development outcomes remains limited. Few studies have documented the level and factors that may explain the adoption of improved varieties, fertilizers, and other inputs in rice production in Latin America (Scobie and Posada, 1978;Strauss et al., 1991;White et al., 2005;Morello et al., 2018;Marín et al., 2021;Martinez et al., 2021). However, understanding how adopting improved rice technologies could translate into productivity and welfare impacts in Latin America remains absent. ...
... In Bolivia, rice production represents one of the main sources of income and food security for rural households (Ortiz and Soliz, 2007;MDRyT, 2012). However, the use of improved rice technologies among small and medium-scale farmers remains constrained (Martinez et al., 2021). This low adoption of rice technologies has restrained the Bolivian rice sector from improving yields, facilitating greater participation in local and regional markets (Lopera et al., 2023), and reducing price volatility for producers (Bauguil, 2003) and consumers in urban areas (Perez et al., 2011). ...
... Between 2004 and 2014, 12 MIVs were released in Bolivia and are the focus of this article. Some of the MIVs have been planted consistently in between 45 and 60% of the rice acreage since 2013 (Martinez et al., 2021) without significant changes over time (Taboada and Viruez, personal communication, March 2023). ...
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... Although the country evidenced an aggressive expansion of industrial crops like soybeans in the 2010s, rice kept a significant share of the national agricultural acreage by 2020 (INE, 2023). Yet, production faces several challenges of decreasing prices, low yields (FAO, 2022), limited technology adoption (Martinez et al., 2021), and poor harvest and postharvest practices (Ortiz and Soliz, 2007). Furthermore, although most farmers are small-scale and their livelihoods rely on the crop heavily, the rate of market participation of rice farmers is remarkably low (Ortiz and Soliz, 2007). ...
... Annual production increases were evidenced as a result of new dedicated lands, yet yields remain among the lowest on the continent (FAO, 2022). The latter follows from low technology adoption in the Bolivian rice sector, with most producers relying on manual farming and traditional crop varieties (Martinez et al., 2021). Nevertheless, Bolivia has followed several steps toward the improvement of its rice sector. ...
... Since the crop is not native to the country, all available genetic resources are introduced (Nguyen and Tran, 2002), but the country followed a process of population improvement with the objective of developing varieties more properly suited to the national conditions (Taboada, Guzmán, and Hurtado, 2000). Over 15 modern improved varieties have been released in the country since 2004 (Martinez et al., 2021;Taboada and Viruez, personal communication, March 2023). This work is done by the Centro de Investigación Agrícola Tropical (CIAT-Bolivia), which also delivers technologies like biofortified rice varieties (Viruez et al., 2016) and recommendations on input use (Viruez and Taboada, 2013). ...
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... This is useful for guiding further scaling of banana technologies. Previous adoption studies with regard to bananas mainly covered the adoption of individual technologies [22,23], ignoring the fact that they can be adopted in combination as complementarities or substitutes [26][27][28]. The studies give recommendations for a single technology adoption; yet, banana production is faced with a myriad of challenges, whose solution requires the urgent implementation and adoption of various technologies. ...
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Potato is a traditional and economically important crop for farmers in the high mountainsof Nariño (Colombia). However, its productivity growth is weakening, injuring farmers’ livelihoods. We hypothesize that an in-depth study of farm typologies and their relationship with productive efficiency could prove helpful in delivering recommendations for sector improvement. With a representative sample of 1,018 farmers, this research used cluster methods to identify representative types of farming and then a stochastic frontier model to build a measure of potato production efficiency. Finally, it analyzed how technical efficiency behaves across the calculated types of farming. Results suggested that four kinds of farming describe potato production in Nariño: micro, small, medium, and large-scale. Most farmers are of the micro (71.8%) and small scale (23.8%), and their conditions are unfavorable in terms of access to technical assistance, credit, and improved production practices. Although these farmers report an average efficiency of 79% and 85%, respectively, there is still an opportunity for improvement. We close with a brief discussion that focuses on suggestions for future policy or research advances around these farmers