Social Vulnerability Analysis using PCA

Social Vulnerability Analysis on residents living in Metro Manila, Iloilo City, and Naga City using Principal Components Analysis (PCA)
TOOLKIT / TOOLS / SOCIAL VULNERABILITY / Analysis Using PCA

Components and indicators of social vulnerability determine the key areas of investments for disaster reduction and developing resilience in various communities of practice.

Work Package 1.2.3 described and characterized the social vulnerability of residents living in Metro Manila, Iloilo City, and Naga City using Principal Components Analysis (PCA). Through this method, data on multiple socio-economic indicators can be grouped together with other statistically similar indicators to form general components of vulnerability derived from the relationships between the original collection of socio-economic indicators. The data used in the PCA in Metro Manila and Iloilo comes from the Philippine Statistics Authority (PSA) Census on Population and Housing from the years 1990, 2000, 2010, and 2015. The team from Naga City, on the other hand, used data from the cityโ€™s Community-Based Monitoring System (CBMS). In Year 3, individual social vulnerability PCA runs for Manila City, Quezon City, and Navotas City were conducted. Throughout all the runs, the PCA yielded a consistently high percentage of variance explained across all cities, indicating that the components extracted were able to represent a large part of the variance in the data.ย 

These statistical results show that the structure of social vulnerability among the urbanย  populations are evolving and becoming complex, involving multiple stakeholders. Mostย  of these dimensions of social vulnerability are hardly considered in local climateย  change adaptation and disaster risk reduction (CCA-DRR) programs, nor in the localย  governmentsโ€™ annual investment plans (AIPs).ย 

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Social Vulnerability of Street-based Populations ๐Ÿ”— | Impact of Extreme Rainfall Days on the Welfare of Households in the Formal and Informal Sectors


Social Vulnerability of Formal and Informal Sectors ๐Ÿ”— | Impact of Extreme Rainfall Days on the Welfare of Households in the Formal and Informal Sectors

RELATED SITES

Ateneo Innovation Center โ†’

Climate and Disaster Resilience Laboratory โ†’

SOSE Arise โ†’

Department of Physics โ†’

Department of Environmental Science โ†’

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RESEARCH TEAM

DR. EMMA PORIO
DR. CHARLES JUSTIN SEE
MS. EMILY ROQUE-SARMIENTO
DR. NORALENE UY
DR. MICHAEL ARMAND P. CANILAO
MS. CELINE VILLANUEVA
MS. MARIA RUFINA L. SALAS
MS. VIVIEN CLARISSE LEYNES
MR. JOSE FRANCISCO A. SANTIAGO
MS. ANN MAUREEN T. MALAKI
MR. JEREMIAH MORALES

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