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Article type: Research Article
Authors: Albis, Manuel Leonard F.a; * | Lopez, Jessa S.b | Elumbre, Roxanne Jean L.b | Galias, Dannela Jann B.b
Affiliations: [a] School of Statistics, University of the Philippines, Diliman, Quezon City, Metro Manila, Philippines | [b] Philippine Statistical Research and Training Institute, 7th Floor, South Insula Condominium, Quezon City, Metro Manila, Philippines
Correspondence: [*] Corresponding author: Manuel Leonard F. Albis, School of Statistics, University of the Philippines, Diliman, Quezon City, Metro Manila, 1101, Philippines. Tel.: +632 8929 2875. E-mail: [email protected].
Abstract: The establishment of the Sustainable Development Goals in 2015 entails generating relevant and timely statistics for monitoring and policymaking. The Philippine Statistics Authority (PSA) generates poverty statistics using the Family Income and Expenditure Survey (FIES). However, due to certain limitations, the FIES collection and calculation of official poverty statistics is done only every three years. In this regard, this paper presents a method of filling in the gaps by interpolating annual poverty statistics, particularly the poverty incidence, using macroeconomic indicators and demographic and employment information from the Labor Force Survey (LFS). These explanatory variables were related to the poverty incidence using the Dynamic Factor Model (DFM) in the state-space form to produce estimates for years when poverty statistics are not available. Relatively high forecast accuracy was observed for the predicted values of poverty incidence.
Keywords: Dynamic Factor Model (DFM), factor analysis, poverty statistics, poverty incidence, state-space form, forecasting, poverty interpolation
DOI: 10.3233/SJI-210824
Journal: Statistical Journal of the IAOS, vol. 37, no. 4, pp. 1155-1169, 2021
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