2021
DOI: 10.1007/s10584-021-03015-1
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The role of certification, risk and time preferences in promoting adoption of climate-resilient citrus varieties in Indonesia

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Cited by 6 publications
(4 citation statements)
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“…The MNL model is a widely used regression technique for analyzing nominal outcomes. However, it comes with certain assumptions and limitations, one of which is the assumption of Independence of Irrelevant Alternatives (IIA), as highlighted in many studies (e.g., Hasibuan et al, 2021; Nguyen-Van et al, 2016). IIA means that the relative odds of choosing one alternative over another should not be affected by the presence or absence of additional alternatives.…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…The MNL model is a widely used regression technique for analyzing nominal outcomes. However, it comes with certain assumptions and limitations, one of which is the assumption of Independence of Irrelevant Alternatives (IIA), as highlighted in many studies (e.g., Hasibuan et al, 2021; Nguyen-Van et al, 2016). IIA means that the relative odds of choosing one alternative over another should not be affected by the presence or absence of additional alternatives.…”
Section: Resultsmentioning
confidence: 99%
“…This study employs a MNL model to explore factors explaining four distinct adoption categories: (1) continual-adopters, who planted hybrid seeds in both 2010 and 2016; (2) late-adopters who planted OP/saved seeds in 2010 and then switched to hybrid seeds in 2016; (3) non-adopters, who only planted OP/saved seeds in both 2010 and 2016; and (4) dis-adopters, who used hybrid seeds in 2010 but used OP/saved seeds in 2016. The MNL model allows evaluation of the determinants that are associated with each of these each category, as used in the previous studies (e.g., Burton et al, 2008; Hasibuan et al, 2021; Läpple and Van Rensburg, 2011; Nguyen-Van et al, 2016; Nkamleu and Kielland, 2006).…”
Section: Methodsmentioning
confidence: 99%
“…15 Cropland under VSSs has (in particular contexts) been demonstrated to be more resilient to a changing climate. [16][17][18][19] Furthermore, smallholders that are members of producers' organizations, as they are under a VSS supply chain, can have better access to technological improvements and loans, [20][21][22][23][24] all of which could reduce the risk to future climate change. Finally, VSSs do provide increased opportunities for climate change adaption either by funding, capacity building, or knowledge exchange among and between farmers in producer organizations.…”
Section: Introductionmentioning
confidence: 99%
“…Many studies have proposed some adaptation strategies, such as climate-smart agriculture practices [16,17], changing farm management, and crop choices [18], and adopting new advanced technology [19]. One of the most popular strategies is the use of superior varieties [2,[20][21][22]. The varieties should have better performance such as higher yield and quality, better adaptability to the environmental conditions, and also its resistance to pests and disease attacks [23,24].…”
Section: Introductionmentioning
confidence: 99%