Methodological Evaluation of Regional Monitoring Networks in Senegal Using Difference-in-Differences for Risk Reduction Measurement
Fuente:
Zenodo
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Recurso digital |
| Sprache: | Englisch |
| Veröffentlicht: |
Zenodo
2002
|
| Schlagworte: | |
| Online-Zugang: | |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| _version_ | 1866901210043252736 |
|---|---|
| author | Diop, Mamadou |
| author_facet | Diop, Mamadou |
| contents | <p>Regional monitoring networks are critical tools for enhancing communication policy effectiveness in Senegal. However, their impact on risk reduction remains underexplored. A difference-in-differences approach was employed to measure the effect of the Senegalese monitoring network on risk reduction. Data from multiple regions were analysed to account for potential confounding variables. The analysis showed that implementing the regional monitoring network led to a statistically significant decrease in risk levels by approximately 15% across monitored areas, with robust standard errors indicating reliable estimates. The difference-in-differences model provided evidence supporting the effectiveness of the Senegalese monitoring networks in reducing identified risks. Further research should explore scalability and cost-effectiveness of these monitoring networks to ensure broader implementation across Senegal's regions. Senegal, Regional Monitoring Networks, Difference-In-Differences (DID), Risk Reduction Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18752675 |
| institution | Zenodo |
| language | eng |
| publishDate | 2002 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Methodological Evaluation of Regional Monitoring Networks in Senegal Using Difference-in-Differences for Risk Reduction Measurement Diop, Mamadou Sub-Saharan geospatial econometrics randomized controlled impact assessment spatial analysis quasi-experimental <p>Regional monitoring networks are critical tools for enhancing communication policy effectiveness in Senegal. However, their impact on risk reduction remains underexplored. A difference-in-differences approach was employed to measure the effect of the Senegalese monitoring network on risk reduction. Data from multiple regions were analysed to account for potential confounding variables. The analysis showed that implementing the regional monitoring network led to a statistically significant decrease in risk levels by approximately 15% across monitored areas, with robust standard errors indicating reliable estimates. The difference-in-differences model provided evidence supporting the effectiveness of the Senegalese monitoring networks in reducing identified risks. Further research should explore scalability and cost-effectiveness of these monitoring networks to ensure broader implementation across Senegal's regions. Senegal, Regional Monitoring Networks, Difference-In-Differences (DID), Risk Reduction Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.</p> |
| title | Methodological Evaluation of Regional Monitoring Networks in Senegal Using Difference-in-Differences for Risk Reduction Measurement |
| topic | Sub-Saharan geospatial econometrics randomized controlled impact assessment spatial analysis quasi-experimental |
| url | https://doi.org/10.5281/zenodo.18752675 |