Evidence map›Paper›PMID 41649999›Full record

ArticlePloS one2026

Mechanization-driven farmland consolidation and farm household labor allocation: Evidence from grain producers in Shandong, China.

Yang Liu, Pengsong Ding, Xiubo Xia, Shuping Li, Qingpeng Sun, Tianjing Yang, Yufei Bu, Huanchun Zhang

Abstract read
In one paragraph

Article in PloS one, 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

8 authors.

Yang LiuYantai Agricultural Science Research Institute, Yantai, Shandong, China.
Pengsong DingYantai Agricultural Science Research Institute, Yantai, Shandong, China.
Xiubo XiaYantai Agricultural Science Research Institute, Yantai, Shandong, China.
Shuping LiYantai Agricultural Science Research Institute, Yantai, Shandong, China.
Qingpeng SunYantai Agricultural Science Research Institute, Yantai, Shandong, China.
Tianjing YangYantai Agricultural Science Research Institute, Yantai, Shandong, China.
Yufei BuYantai Agricultural Technology Extension Center, Yantai, Shandong, China.
Huanchun ZhangYantai Agricultural Science Research Institute, Yantai, Shandong, China.ORCID https://orcid.org/0009-0005-2010-2885

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mechanization-driven farmland consolidation has become a key component of China's efforts to raise grain productivity and optimize rural labor allocation. We used a survey of 630 grain-producing households in Shandong Province, and combined a Tobit model with propensity-score matching to identify the causal effects of consolidation on farm-household labor decisions. Consolidation reduced on-farm labor input by 8.4 percentage points through labor-saving technological substitution, yet the magnitude differed sharply between two mechanization pathways. Where households purchased their own machinery, on-farm labor rose by 5.3 percentage points, consistent with specialization incentives. By contrast, the use of custom mechanization services lowered on-farm labor by 7.5 percentage points. Labor-saving effects were strongest among ageing households, smallholders and farmers in hilly areas, suggesting enhanced overall efficiency in constrained settings. Policy implications include expanding service markets, coupling consolidation with vocational training for off-farm employment, and establishing a long-run monitoring framework to ensure sustainable transformation. However, this study relies on cross-sectional data, which limits its ability to capture dynamic change processes. Future research could conduct longitudinal tracking studies to evaluate the sustained effects and sustainability of policies.

Indexed as

AgricultureEdible GrainFarmersFarmsChinaFamily CharacteristicsHumans

Identifiers

PMID41649999
PMCPMC12880642

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.