ArticlePloS one2019
Does caste determine farmer access to quality information?
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
7 citing papers in PubMed.
- Improving smallholder agriculture via video-based group extension.Journal of development economics · 2024Article
- Food loss of perishable produce from farm to retail: evidence from tomato supply chains in South India.The American journal of clinical nutrition · 2022Article
- Gender, caste, and heterogeneous farmer preferences for wheat varietal traits in rural India.PloS one · 2022Article
- Visualising adoption processes through a stepwise framework: A case study of mechanisation on the Nepal Terai.Agricultural systems · 2021Article
- Women's access to agriculture extension amidst COVID-19: Insights from Gujarat, India and Dang, Nepal.Agricultural systems · 2021Article
- Gender differentiated small-scale farm mechanization in Nepal hills: An application of exogenous switching treatment regression.Technology in society · 2020Article
- "Understanding growth convergence in India (1981-2010): Looking beyond the usual suspects".PloS one · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This paper explores the social inclusiveness of agricultural extension services in India. We estimate the probability and frequency of farmers' access to extension services and resulting changes in crop income across different caste groups. The literature suggests that caste-based social segregation manifests in various spheres of life, and perpetuates economic inequality and oppression. An econometric analysis of nationally-representative data from rural India verifies this with respect to the agricultural sector. Farmers belonging to the socially-marginalized castes are found to have a lower chance of accessing the public extension services, primarily due to their inferior resource-endowment status. Contacting extension agents at least once increased the average annual crop income by about 12 thousand Indian rupees per household, which is equivalent to 36% of the annual crop income of those without access to extension services. There exists significant impact heterogeneity. Farmers from the socially-marginalized castes hardly benefited from accessing the extension services. Based on these observations, we have developed a number of policy recommendations that could improve the social inclusiveness of agricultural development strategies in rural India.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.