Methodological Evaluation of Community Health Centres Systems in Uganda Using Time-Series Forecasting Models

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Autori principali: Namugitaka, Orika, Irungu, Kasanda, Kizza, Ssabimba, Okello, Mugyenyi
Natura: Recurso digital
Lingua:inglese
Pubblicazione: Zenodo 2002
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author Namugitaka, Orika
Irungu, Kasanda
Kizza, Ssabimba
Okello, Mugyenyi
author_facet Namugitaka, Orika
Irungu, Kasanda
Kizza, Ssabimba
Okello, Mugyenyi
contents <p>Community health centres in Uganda have been identified as critical for improving healthcare access and efficiency. A time-series forecasting model was employed to analyse data from community health centres. Robust standard errors were used for uncertainty quantification. The analysis revealed a positive directionality of forecasted efficiencies with an average increase of 15% in service delivery quality over the next year. Time-series forecasting models provided valuable insights into enhancing operational efficiency within community health centres in Uganda. Future research should consider scaling up these findings to other regions and incorporating feedback loops for continuous improvement. Community Health Centres, Time-Series Forecasting, Efficiency Gains, Robust Standard Errors Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18742874
institution Zenodo
language eng
publishDate 2002
publisher Zenodo
record_format zenodo
spellingShingle Methodological Evaluation of Community Health Centres Systems in Uganda Using Time-Series Forecasting Models
Namugitaka, Orika
Irungu, Kasanda
Kizza, Ssabimba
Okello, Mugyenyi
African geography
health systems research
time-series analysis
forecasting models
econometrics
public health
intervention studies
<p>Community health centres in Uganda have been identified as critical for improving healthcare access and efficiency. A time-series forecasting model was employed to analyse data from community health centres. Robust standard errors were used for uncertainty quantification. The analysis revealed a positive directionality of forecasted efficiencies with an average increase of 15% in service delivery quality over the next year. Time-series forecasting models provided valuable insights into enhancing operational efficiency within community health centres in Uganda. Future research should consider scaling up these findings to other regions and incorporating feedback loops for continuous improvement. Community Health Centres, Time-Series Forecasting, Efficiency Gains, Robust Standard Errors Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.</p>
title Methodological Evaluation of Community Health Centres Systems in Uganda Using Time-Series Forecasting Models
topic African geography
health systems research
time-series analysis
forecasting models
econometrics
public health
intervention studies
url https://doi.org/10.5281/zenodo.18742874