Evidence map›Paper›PMID 39877621›Full record

ArticleHeliyon2025

Factors influencing livestock ownership and herd intensity among smallholder farmers in the Eastern Cape, South Africa.

Jabulile Z Manyike, Amon Taruvinga, Leocadia Zhou

Abstract read
In one paragraph

Article in Heliyon, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Jabulile Z ManyikeDepartment of Agricultural Economics and Extension, Faculty of Science and Agriculture, University of Fort Hare, P. Bag X1314, 1 King William's Town Road, Alice, 5700, South Africa.
Amon TaruvingaDepartment of Agricultural Economics and Extension, Faculty of Science and Agriculture, University of Fort Hare, P. Bag X1314, 1 King William's Town Road, Alice, 5700, South Africa.
Leocadia ZhouRisk and Vulnerability Science Centre, Faculty of Science and Agriculture, University of Fort Hare, P. Bag X1314, 1 King William's Town Road, Alice, 5700, South Africa.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study explores the factors influencing smallholder farmers' decisions on livestock ownership and herd size in the context of climate change. A cross-sectional approach was employed, using a multi-stage sampling method to survey 600 smallholder farmers, 495 of whom were engaged in livestock production. Data were collected through a semi-structured questionnaire and analysed using a double hurdle model. The findings reveal that the decision to own livestock is positively influenced by adherence to African traditional religion, access to climate information, membership in farming organizations, income diversification, possession of formal housing, exposure to high average temperatures, and the likelihood of being in female-headed households. In contrast, higher educational attainment and larger household sizes are associated with a lower likelihood of livestock ownership. The intensity of livestock herd is positively influenced by male-headed households, farm organization affiliation, access to diversified income streams, and higher average annual precipitation. While male-headed households are less likely to engage in livestock ownership initially, those that do, tend to have larger herds. The study concludes that both household capital and environmental factors significantly shape smallholder farmers' livestock ownership decisions. The findings suggest that smallholder farmers in the study area may increasingly rely on livestock as a sustainable and adaptive strategy in response to changing temperature patterns and evolving socio-economic needs. Based on these findings, policy recommendations include promoting gender-inclusive livestock policies to empower female-headed households, enhancing access to climate information, supporting farm organizations and income diversification, and fostering adaptation to environmental changes, to improve the sustainability and resilience of smallholder livestock farming.

Indexed as

Eastern CapeFactorsHerd intensityLivestock ownershipSmallholder farmers

Identifiers

PMID39877621
PMCPMC11773063

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.