Evidence map›Paper›PMID 41792426›Full record

ArticleScientific reports2026

Joint trajectories of burden and benefits of caregiving among informal caregivers of older adults with functional limitations: a longitudinal study.

Yongjing Ping, Jeremy Lim-Soh, Truls Østbye, Rahul Malhotra

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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.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Yongjing PingHealth Services Research & Population Health (HSRPH), Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore.
Jeremy Lim-SohCentre for Ageing Research & Education (CARE), Duke-NUS Medical School, National University of Singapore, Singapore, Singapore.
Truls ØstbyeHealth Services Research & Population Health (HSRPH), Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore.
Rahul MalhotraHealth Services Research & Population Health (HSRPH), Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore. rahul.malhotra@duke-nus.edu.sg.

Funding

Singapore Ministry of Health's National Medical Research Council NMRC/HSRG/0095/2018
6 · The paper itself

Abstract

Informal caregiving for older adults, often long-term, can be concurrently burdensome and beneficial. This longitudinal study aims to delineate distinct joint trajectories of burden and benefits of caregiving among informal caregivers of older adults with functional limitations. We conducted group-based multi-trajectory modelling on longitudinal data – collected at four time-points – on burden (modified-Caregiver Reaction Assessment) and benefits (short Positive Aspects of Caregiving scale) from 274 informal caregivers of older adults in Singapore to delineate joint trajectories of burden and benefits. We used multinomial logistic regression to identify factors associated with the joint trajectories and linear regression to examine the overall well-being across caregivers with distinct joint trajectories. Four distinct joint trajectories were identified: persistently low burden and high benefits (44.5% of caregivers); persistently moderate burden and very high benefits (23.0%); persistently moderate burden and high benefits (19.0%); and persistently high burden and high benefits (13.5%). Having care-related support from an experienced/trained live-in home help worker at baseline (versus those without) was associated with persistently lower burden. Being more prepared in caregiving at baseline was associated with persistently higher benefits. The findings highlight the meaningful heterogeneity in joint trajectories of burden and benefits of caregiving. Training live-in home help workers and informal caregivers to prepare for caregiving roles may reduce burden and enhance benefits of caregiving.

Indexed as

CaregiversCost of IllnessAgedAged, 80 and overFemaleHumansLongitudinal StudiesMaleMiddle AgedSingaporeBenefits of caregivingBurden of caregivingGroup-based trajectory modellingInformal caregivingLongitudinal study

Identifiers

PMID41792426
PMCPMC13083976

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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.