Geospatial Analysis: Unequal Opportunities
Integrating several analysis methods, our team sought to determine if the opportunity to get a good education is equally accessible to all Singaporeans. Our team focused on 2 broad concepts of accessibilty - Economic and Geographic. We then developed different metrics to quanitfy them for analysis.
Economic Accessibility
Our team developed 2 different maps. The first is a density map of public and private housing estates. The next is a visualization of the 1KM buffer from “elite” Primary Schools. We then overlaid these 2 maps, producing a third, validating the tendency for “elite” Primary Schools to reside in areas with a high density of private properties.
Geographic Accessibility
1. Comparing student densities against the geographical distribution of “elite” Primary Schools.
2. Geographic Accessibility Ratio (GAR) - ratio of the number of “elite” Primary Schools to the size of the student population in the region. A high GAR indicates lower geographic accessibility since each school must accommodate more students. Conversely, a low GAR means higher geographic accessibility as each school needs to accommodate lesser students.
![Economic Accessibility Definition.png](https://static.wixstatic.com/media/3d8b4a_e7f41ff8f3354809a77ba2e221db6929~mv2.png/v1/fill/w_620,h_351,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Economic%20Accessibility%20Definition.png)
![GA Definition.png](https://static.wixstatic.com/media/3d8b4a_45653204af1b4b9e981d6000558c1c8a~mv2.png/v1/crop/x_3,y_0,w_954,h_540/fill/w_620,h_351,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/GA%20Definition.png)
![Group 6 - Unequal opportunities (5).png](https://static.wixstatic.com/media/3d8b4a_3753ad72d1df42689b6c41b24f76fd6a~mv2.png/v1/fill/w_620,h_349,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Group%206%20-%20Unequal%20opportunities%20(5).png)
![Density vs Dsitribution of Schools.png](https://static.wixstatic.com/media/3d8b4a_1cd111b20acd49b5a1b292e9a9ca4662~mv2.png/v1/crop/x_3,y_0,w_954,h_540/fill/w_620,h_351,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Density%20vs%20Dsitribution%20of%20Schools.png)
![Group 6 - Unequal opportunities (10).png](https://static.wixstatic.com/media/3d8b4a_775316a1225e492fb84f27bccf8f61a7~mv2.png/v1/fill/w_620,h_349,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Group%206%20-%20Unequal%20opportunities%20(10).png)
![Group 6 - Unequal opportunities (9).png](https://static.wixstatic.com/media/3d8b4a_055c5f2af0c74f7b9eb4580697f8d2b3~mv2.png/v1/crop/x_3,y_0,w_954,h_540/fill/w_620,h_351,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Group%206%20-%20Unequal%20opportunities%20(9).png)
![Within 1km.png](https://static.wixstatic.com/media/3d8b4a_6f6cecfe0668410eaf87b146fd8a12dd~mv2.png/v1/fill/w_620,h_349,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Within%201km.png)
![Implication of Findings.png](https://static.wixstatic.com/media/3d8b4a_e82f9ce9a52b42dbaf8ec4abfc1e1503~mv2.png/v1/crop/x_3,y_0,w_954,h_540/fill/w_620,h_351,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Implication%20of%20Findings.png)