PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
October 20, 2025Media Kesehatan Masyarakat Indonesia0 citationsOpen Access

Clustering Community Risk Behaviors for Non-Communicable Diseases in Indonesia: Based on Indonesian Health Survey Data

View Full Paper
HSHanif Pandu SuhitoMAMahalul AzamDNDina Nur Anggraini Ningrum

Key Points

  • Hypertension and stroke showed higher prevalence rates than diabetes and heart disease, indicating serious health risks.
  • Positive correlations were found between daily smoking and hypertension, stroke, and diabetes with r values reaching 0.48.
  • K-Means clustering categorized provinces into low, medium, and high-risk groups based on health behaviors and NCD prevalence.
  • Public health initiatives should emphasize smoking cessation, healthy diets, and physical activity to combat NCDs.

Abstract

Non-communicable Diseases (NCDs) such as hypertension, stroke, diabetes mellitus, and heart disease are major causes of morbidity and mortality in Indonesia. Community behaviors, including smoking, low physical activity, and unhealthy diets, significantly influence NCD incidence. To analyze associations between behavioral risk factors (daily smoking, physical inactivity, consumption of sugary foods and drinks, salty foods, fatty foods, soft drinks, and inadequate fruit intake) and the prevalence of NCDs, and to classify regions based on risk factors and disease prevalence. A cross-sectional study was conducted using secondary data from the 2023 Indonesian Health Survey (IHS), encompassing 345,000 households across 39 provinces. The Ministry of Health collected the data through standardized interviews and health examinations conducted by trained surveyors. Data analysis employed descriptive statistics, Pearson correlation, and K-Means Clustering. Daily smoking correlated positively with hypertension, stroke, and diabetes. Fatty food consumption showed strong positive associations with the same diseases (r = 0.45–0.48, p < 0.01). Soft drink consumption demonstrated a significant negative correlation, especially with stroke (r = -0.66, p < 0.001). Hypertension (7.2%) and stroke (7.1%) were more prevalent than diabetes (2.0%) and heart disease (0.76%). North Maluku showed the highest behavioral risks, Bali the lowest. DI Yogyakarta and DKI Jakarta had the highest NCD prevalence, while the Papua Mountains had the lowest. K-Means clustering grouped provinces into low, medium, and high-risk clusters. Community behaviors, particularly smoking and fatty food intake, significantly affect NCD prevalence. Public health programs should target smoking cessation, healthy diet promotion, and increased physical activity to reduce the NCD burden.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Suhito et al. (2025) studied this question.

synapsesocial.com/papers/68f5fcd68d54a28a75cf2078https://doi.org/10.30597/mkmi.v21i3.45641
Ask AI
Helpful
Bookmark
Share
View Full Paper