Evidence map›Paper›PMID 41691047›Full record

ArticleScientific reports2026

Strengthening human infrastructure for smart farming through competency-based assessment of extension agents in precision agriculture.

Chin-Ling Lee, Ginger Orton, Luan Oliveira

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Chin-Ling LeeDepartment of Agricultural Leadership, Education, and Communication, University of Georgia, Athens, GA, 30602, USA. cllee@uga.edu.ORCID http://orcid.org/0000-0001-7752-6113
Ginger OrtonWarnell School of Forestry and Natural Resources, University of Georgia, Athens, 30602, USA.
Luan OliveiraDepartment of Horticulture, University of Georgia, Tifton, GA, 31793, USA.ORCID http://orcid.org/0000-0003-4366-7553

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The transition to sustainable agricultural systems increasingly depends on the effective adoption of precision agriculture (PA) technologies. In the United States, Extension agents serve as key facilitators of agricultural innovation and play a critical role in supporting farmers through this transition. However, gaps in professional competencies can hinder their ability to promote and implement PA practices. This study conducted a needs assessment among agricultural Extension agents to evaluate perceived importance and organizational support for 13 core competencies essential to PA adoption. Findings revealed that the most significant needs for support from the Cooperative Extension Service included equipment operational skill, strategy execution, and problem-solving. These gaps highlighted that Extension agents perceived persistent gaps in their capacity to promote PA-related competencies. The Cooperative Extension Services must incorporate a balance of technical, operational, and soft skills to enhance Extension agents’ capacity to facilitate the adoption of precision agriculture. The study recommended that Extension systems inventory existing training resources, reallocate efforts, and invest in addressing the identified competency gaps presented in this study. Investing in the competencies needed for Extension agents will prepare them to effectively communicate precision agriculture practices and facilitate the adoption of the rapidly evolving precision agriculture technologies toward sustainable agriculture.

Indexed as

AgricultureFarmersProfessional CompetenceHumansNeeds AssessmentUnited StatesAgricultural innovationCapacity buildingExtension educationNeeds assessmentOrganizational supportTechnology adoption

Identifiers

PMID41691047
PMCPMC12992719

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.