Recalibrating the proxy means test model of the pantawid pamilyang pilipino program (4Ps) using ai-powered lean six sigma methodology / (Record no. 32962)

MARC details
000 -LEADER
fixed length control field 02960nam a2200301 i 4500
003 - CONTROL NUMBER IDENTIFIER
control field CSPC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20260817162335.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 260817s2025 ph a b 000 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency CSPC
Language of cataloging eng
Transcribing agency CSPC
Description conventions rda
090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN)
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) UTH BPA P896r 2025
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Prades, Angela May L.,
Relator term author.
245 10 - TITLE STATEMENT
Title Recalibrating the proxy means test model of the pantawid pamilyang pilipino program (4Ps) using ai-powered lean six sigma methodology /
Statement of responsibility, etc. Angela May L. Prades, Jessica D. Relos, and Jaselle Ann R. Lanuzo.
300 ## - PHYSICAL DESCRIPTION
Extent 133 leaves.
336 ## - CONTENT TYPE
Source rdacontent
Content type term text
337 ## - MEDIA TYPE
Source rdamedia
Media type term unmediated
338 ## - CARRIER TYPE
Source rdacarrier
Carrier type term volume
502 ## - DISSERTATION NOTE
Dissertation note Undergraduate Theses (BPA) - Public Administration.
Name of granting institution Camarines Sur Polytechnic Colleges, 2025
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographic references.
520 3# - SUMMARY, ETC.
Summary, etc. The Pantawid Pamilyang Pilipino Program (4Ps) has traditionally used a Proxy Means Test, integrating with machine learning-based classification for its selection process that focuses mostly on proxy indicators for income to be eligible for membership. However, relying only on income-based proxy indicators has often led to misclassification. The main issue is that the current model does not consider non-income proxy indicators of poverty since some truly poor families are left out while others who do not qualify are included. These include not just economic conditions, but also education, health, geographic challenges, social disadvantages, and psychological well-being. This study aimed to improve the eligibility model by using the DMAIC framework to build a more accurate and data-driven classification system. The data consisted of interview transcripts in Bikol-Rinconada and Tagalog, which provided detailed scenarios about the daily lives of the vulnerable households. Thematic analysis was used to identify common patterns, and Latent Dirichlet Allocation was applied to extract probabilistic themes from the text. Rule-based scenarios were then developed to reflect the realities of the vulnerable households. These scenarios were utilized to train and test a Naive Bayes classifier. The model, called EquiSelect Classifier, was evaluated using a confusion matrix and achieved an F1 score of 82.35 percent. To further strengthen the approach, future plans include integrating real-time data, expanding the dataset to cover more regions, xvii and applying cross-validation techniques. The study demonstrates how transforming interview transcripts into probabilistic classification may improve targeting accuracy in conditional cash transfer programs.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Relos, Jessica D.,
Relator term author.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Lanuzo, Jaselle Ann R.,
Relator term author.
720 ## - ADDED ENTRY--UNCONTROLLED NAME
Name Magistrado, Jeffrey B.,
Relator term adviser.
720 ## - ADDED ENTRY--UNCONTROLLED NAME
Name Barcinilla, Ejay F.,
Relator term chair, panelist.
720 ## - ADDED ENTRY--UNCONTROLLED NAME
Name Eclar, Eugene N.,
Relator term panelist.
720 ## - ADDED ENTRY--UNCONTROLLED NAME
Name Arevalo, Al Lexus P.,
Relator term panelist.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Suppress in OPAC No
Koha item type Unpublished Materials
Classification part P896r
Item part BPA
Call number prefix UTH
Call number suffix 2025
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Total Checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
    Dewey Decimal Classification     Main Library Main Library Undergraduate Thesis Section 08/17/2026   UTH BPA P896r 2025 007425UM 08/17/2026 1-1 08/17/2026 Unpublished Materials