Related Experiment Video
Updated: Dec 2, 2025
Measuring the Functional Abilities of Children Aged 3-6 Years Old with Observational Methods and Computer Tools
Published on: June 20, 2020
Child disability and caregiving in low and middle income countries: Big data approach on open data
Andrea Bizzego1, Mengyu Lim2, Greta Schiavon1
1Department of Psychology and Cognitive Science, University of Trento, Italy.
Insights
Children with intellectual disabilities face a higher risk of neglect in cognitive development activities. Caregiver education and country development can mitigate this risk, highlighting the need for targeted parental training programs.
Area of Science:
- Child Development
- Disability Studies
- Global Health
Background:
- Child disabilities can impact caregiving attention, potentially hindering development and worsening conditions.
- Limited research exists on child disability and caregiving in developing nations due to data scarcity and Western research bias.
Purpose of the Study:
- To investigate the association between caregiving practices and child developmental disabilities using UNICEF data.
- To differentiate the impact of intellectual disabilities versus other disabilities on caregiving.
Main Methods:
- Utilized data mining techniques on a large dataset (N = 29,525) from UNICEF.
- Analyzed the relationship between caregiving and developmental disabilities, distinguishing between intellectual and other disabilities.
Main Results:
- Intellectual disabilities significantly increase the risk of caregiver neglect in cognitive development activities compared to other disabilities.
- Caregiver education and a country's socioeconomic development act as moderators in this risk.
- Specific disparities in caregiving practices were observed based on the type of child disability.
Conclusions:
- Educational policies promoting parental training, including psychoeducation on intellectual disabilities and destigmatization, are crucial.
- Interventions are needed to improve parental practices in low- and middle-income countries.
- Addressing the unique challenges faced by caregivers of children with intellectual disabilities is essential for equitable child development.
Background:
The presence of child disabilities might affect the amount of caregiving attention the child receives, with potential ramifications on the development of the child and increasing the likelihood of developing a more severe condition. Little is known about the association between child disabilities and caregiving practices in less developed countries, penalized by both lack of data and a research bias toward western societies.
Method:
In this study, we apply data mining methods on a large (N = 29,525) dataset from UNICEF to investigate the association between caregiving practices and developmental disabilities of the children, and highlight the differences between intellectual and other disabilities.
Results:
Our results highlight that, compared to other types of disabilities, intellectual disabilities increased the risk of being neglected by the caregiver in those activities oriented to the cognitive development. The education of the caregiver and the socioeconomical development of the country are actively involved in the moderation of the risk.
Conclusion:
We demonstrated that educational policies of parental training, such as psychoeducation regarding intellectual disabilities and destigmatization campaigns, are needed to benefit parental practices in low- and middle-income countries.
Related Concept Videos
01:25Learning Disabilities
Dyslexia
Dyslexia is a...
01:25Statistical Methods for Analyzing Epidemiological Data
01:08Data Collection by Observations
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
01:30Data Collection I
01:26Methods Of Healthcare Delivery System
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
01:29Documentation in Long-Term and Home Healthcare Setting
Long-Term Care Facilities