Efficiency of Local Government Units in Nnorthwestern
Philippines as to the Attainment of the Millenium
Development Goals
Milagros R. Baldemor
Professor, Mathematics and Allied Disciplines Departmentand Campus Head of External Affairs
Don Mariano Marcos Memorial State UniversityPhilippines
Keywords: Millennium Development Goals, efficiency, local government units
Abstract: This study entitled “Efficiency of Local Government Units in Northwestern Philippines as to the Attainment
of the Millennium Development Goals” determined the performance of the four provinces and eight cities in
Region I, Philippines, vis-à-vis their efficiency along the eight goals and 21 targets of the Millennium
Development Goals (MDGs) for 2012-2015. Furthermore, it determined the peer groups and weights of the
DMUs (Decision Making Units the different provinces and cities), the virtual inputs/outputs or potential
improvements of the DMUs to be in the efficient frontier, the input and output slacks (input excesses and
output shortfalls)needed in the different indicators and the best practices to be considered by the inefficient
and weak efficient DMUs.The “best practice” in the frontier is the basis to calculate the adjustments necessary
for the DMUs. Different indicators showed varied performance levels in the different years but there are best
practices from the “efficient” DMUs which could be adapted by the “weak efficient” and “inefficient” ones
1 INTRODUCTION
Building on the United Nations global conferences of
the 1990s, the Millennium Declaration of 2000
marked a strong commitment to the right to
development, peace and security, gender equality,
eradication of the many dimensions of poverty and to
sustainable human development. Embedded in that
Declaration, which was adopted by 147 heads of state
and 189 countries, were what have become known as
Millennium Development Goals, including the 18
time-bound targets.
To monitor progress towards these goals and
targets, the United Nation system, including the
World Bank and the International Monetary Fund, as
well as the Development Assistance Committee of the
Organization for Economic Cooperation and
Development, came together under the Office of the
Secretary General and agreed on 48 quantitative
indicators. The indicators built upon an inter-
governmental process to identify relevant indicators
in response to global conferences. The UN Secretary
General presented the goals, targets and indicators to
the General Assembly in September 2001 in the
“Road Map towards the Implementation of the United
Nations Millennium Declaration”. (Brown, 2003)
The goals and targets are interrelated and
represent a partnership between the developed and
developing countries as the Declaration states, “to
create an environment at the national and global
levels alike – which is conducive to development and
the elimination of poverty”. The member nations
represented by the heads of the states committed to
help achieve the following Millennium Development
Goals by 2015. The eight goals are: (1) to eradicate
extreme poverty and hunger; (2) to achieve universal
primary education; (3) to promote gender equality
and empower women; (4) to reduce child mortality;
(5) to improve maternal health; (6) to combat
HIV/AIDS, malaria, and other diseases; (7) to ensure
environmental sustainability; and (8) to develop a
global partnership for development.
264
Baldemor, M.
Efficiency of Local Government Units in Northwestern Philippines as to the Attainment of the Millenium Development Goals.
DOI: 10.5220/0010041502640269
In Proceedings of the 3rd International Conference of Computer, Environment, Agriculture, Social Science, Health Science, Engineering and Technology (ICEST 2018), pages 264-269
ISBN: 978-989-758-496-1
Copyright
c
2021 by SCITEPRESS – Science and Technology Publications, Lda. All rights reserved
Figure 1: Formulation of MDGs
The Millennium Development Goals consist of
eight (8) goals, 21 targets, whose general focus and
scope is on social aspect. It targeted the developing
countries particularly the poorest ones. Furthermore,
it was formulated by a group of experts.
MDG monitoring is taking place globally through
annual reports of the UN Secretary General and
through periodic country reporting. For global
reporting, use is made of indicators compiled by
international organizations. Internationally compiled
indicators, based on standard concepts, definitions
and methodologies more readily facilitate cross-
country comparisons. For country reporting, use is
generally made of indicators compiled from national
sources, generally by national statistical system.
Table 1. Status of MDG indicators as of September
2015(Source: PSA)
Hi
g
h Medium Low
Poverty Gap
Ratio
Income poverty Proportion of
household with
per capita<100%
ade
q
uac
y
Food Poverty Underweight
children
Cohort survival
rate
Ratio of literate
females to
males 15-24 y/o
Proportion of 1
y/o children
immunized
a
g
ainst measles
Primary
completion rate
Infant and
under-5
mortalit
y
Proportion of
births attended
Literacy rate
(15-24 y/o)
by skilled
health
p
ersonnel
Ratio of girls to
boys in
elementary
p
articipation
Ratio of girls to
boys in primary
education
Ratio of girls to
boys in
secondary
education and
participation
rates
Share of women
in wage
employment in
non-agriculture
Ratio of girls to
boys in tertiary
education
Proportion of
seats held by
women in
national
government
Prevalence and
death rate
associated with
malaria
Prevalence and
death rate
associated with
tuberculosis
Proportion of
tuberculosis
Cases detected
and cured under
DOTS
Contraceptive
prevalence rate
Access to safe
wate
r
Maternal
mortalit
ratio
Access to
sanitary toilet
facilit
y
Adolescent birth
rate
Table 1 reflects the MDG indicators categorized
as high, medium and low where indicators under high
category need to be addressed immediately, followed
by those in the medium and low category.
Since findings presented were at the national
level, the researcher needs to look into the problems
in the regional level in relation to the efficiency of
local government units.
Figure 2: Paradigm of the Study
Efficiency of Local Government Units in Northwestern Philippines as to the Attainment of the Millenium Development Goals
265
2 OBJECTIVES OF THE STUDY
The main objective of the study is to determine the
efficiency of the local government units of the four
provinces and eight cities of Northwestern
Philippines along the Millennium Development
Goals.
Specifically, based on the different indicators, this
study sought answers to the following questions:
1. What is the efficiency of the local government
units based on the DEA analysis?
2. What are the peer groups and weights of the
DMUs?
3. What are the virtual inputs/outputs or
improvements of the provinces/cities to be in the
efficient frontier?
4. What are the input and output slacks needed in the
different indicators?
5. Based on the findings, what are the best practices
to be considered by the efficient DMUs?
3 METHODOLOGY
This study utilized the descriptive evaluative research
design. It is also a documentary analysis as it
analyzed the efficiency of the four (4) provinces and
eight (8) cities of Northwestern Philippines in terms
of the different MDG indicators.
The researcher considered several entities for
evaluation using a non-parametric approach called
Data Envelopment Analysis (DEA) in Decision
Making Units (DMUs) to evaluate and compare the
efficiency of the local government units.
It employed the Input Oriented Multi - Stage Data
Envelopment Analysis (DEA) Constant Returns-to-
Scale (CRS) Model to find out the most favorable
weight and the efficiency of a DMU equivalent to
improving the efficiency of this DMU by minimizing
its inputs while producing at least the observed output
levels.
Furthermore, this study also utilized Time Series
Analysis in terms of their efficiency scores for the
calendar years 2012-2015.
4 SUMMARY OF FINDINGS
The following are the findings of the study:
1. The efficiency of the provinces/cities is as
follows:
a. As to the eradication of extreme poverty and
hunger, only Ilocos Sur was found to be
inefficient.
b. Under achieving universal primary education,
only San Fernando City was found to be fully
efficient.
c. As to the promotion of gender equality and
empowerment of women, only five (5) cities
namely Alaminos City, Laoag City, San
Fernando City, Urdaneta City and Vigan City
were found to be fully efficient.
d. In terms of reduction of child mortality, only
Ilocos Sur was inefficient.
e. As to the improvement of maternal health,
only the province of Ilocos Sur was found to
be fully efficient.
f. Under the goal - to combat HIV/AIDS,
malaria, and other diseases, all the DMUs are
fully efficient.
g. In terms of ensuring environmental
sustainability, only two (2) provinces were
found to be fully efficient: Ilocos Sur and
Pangasinan.
h. As to global partnership for development,
Ilocos Norte and La Union, Ilocos Sur and
Pangasinan, were fully efficient and weak
efficient respectively.
2. The efficient peers and weights of the inefficient
DMUs are:
a. As to Goal #1- To eradicate extreme poverty
and hunger: Ilocos Norte, La Union and
Pangasinan.
b. Under Goal #2 - To achieve universal primary
education: only San Fernando City was found
to be fully is the efficient peer and weight.
c. As to Goal #3 To promote gender equality
and empower women: five (5) cities namely
Alaminos City, Laoag City, San Fernando
City, Urdaneta City and Vigan City are the
efficient peers and weights.
d. In terms of Goal #4 To reduce child
mortality: Ilocos Norte, La Union and
Pangasinan are the efficient peers and weights
of Ilocos Sur.
e. As to Goal #5 To improve maternal health:
only the province of Ilocos Sur is the efficient
peer and weight of the other three (3)
provinces.
f. Under Goal #6 To combat HIV/AIDS,
malaria and other diseases: all the DMUs are
fully efficient so they don’t need an efficient
peer and weight.
g. In terms of Goal #7 To ensure environmental
sustainability: Ilocos Sur and Pangasinan
ICEST 2018 - 3rd International Conference of Computer, Environment, Agriculture, Social Science, Health Science, Engineering and
Technology
266
serve as efficient peers and weights of the
other two (2) provinces.
h. As to Goal #8 To develop global partnership
for development: Ilocos Norte and La Union
serve as efficient peers and weights of Ilocos
Sur and Pangasinan.
3. The virtual inputs/outputs or improvements of the
provinces/cities to be in the efficient frontier
(Potential Improvement of the DMUs) are the
following:
a. Under Goal #1, Ilocos Sur needs potential
improvements in the proportion of population
below poverty and food thresholdto have a
corresponding improvement in the poverty
gap ratio.
b. In Goal #2, except San Fernando City, all the
DMUs need potential improvements under net
enrolment ratio in elementary education and
proportion of pupils starting grade 1 who reach
grade 6 to have a corresponding improvement
in the primary completion rate.
c. As to Goal #3, except for the five (5) cities
namely Alaminos City, Laoag City, San
Fernando City, Urdaneta City and Vigan City,
all the other DMUs need potential
improvements
d. In terms of Goal #4, Ilocos Sur needs potential
improvements in proportion of 1-year old
children immunized against measles and
proportion of fully immunized children (9-11
months) to have a reduction in the under-five
and infant mortality rates.
e. Under Goal #5, Ilocos Norte, La Union and
Pangasinan need to increase the proportion of
births attended by skilled health personnel to
have a decrease in maternal mortality.
f. As to Goal #6, all the DMUs are fully
sufficient so there is no need to have potential
improvements in the different input indicators.
g. In terms of Goal #7, Ilocos Norte and La
Union need to have potential improvements in
ratio of area protected to maintain biological
diversity to surface area and proportion of
households using solid fuels for cooking to
have improvements in the corresponding
outputs.
h. In Goal #8, Ilocos Sur and Pangasinan are
weak efficient DMUs so they still need
potential improvements in the number of
botikasa barangay to have corresponding
improvements in the outputs.
4. The input/output slacks are the input excesses and
output shortfalls.
a. No slacks are needed in Goal #1.
b. Input slacks are needed under Goal #2 except
for San Fernando City.
c. Input slacks are needed by Candon, Dagupan
and San Carlos Cities while output slacks are
needed by Ilocos Sur and La Union as to Goal
#3.
d. In terms of Goal #4, only Ilocos Sur needs to
decrease its input slacks.
e. As to Goal #5, there is no need to have
input/output slacks.
f. There is no need to have input/output slacks in
Goal #6.
g. In terms of Goal #7, La Union needs to have
input slacks while Ilocos Norte needs
input/output slacks.
h.
As to Goal #8, Ilocos Sur needs output slacks
while Pangasinan needs input and output
slacks.
5. Based on the findings, all the best practices of
fully efficient DMUs should be adopted by weak
efficient and inefficient DMUs for them to be in
the efficient frontier and have an efficiency score
of 1.00.
6. Best Practices
Goal #1 - Eradicate Extreme Poverty and hunger
LGU Best Practices
DMU1-
Ilocos Norte
Has reduced the proportion of
population below food threshold
and poverty gap ratio. It achieved
target on reducing by 50% the
prevalence of underweight
children.
Has provided decent work for the
people
DMU3-La
Union
The province achieved target on
reducing by 50% the prevalence
of underweight children. Has
provided decent work for the
people
DMU4-
Pangasinan
Has reduced the proportion of
population below food threshold
and poverty gap. The province
achieved target on reducing by
50% the prevalence of
underweight children. Has
provided decent work for the
people
Efficiency of Local Government Units in Northwestern Philippines as to the Attainment of the Millenium Development Goals
267
Goal #2 – Achieve universal primary education
LGU Best Practice
DMU9-San
Fernando City
Has increased the proportion
of pupils starting grade 1
who reach grade 6.
Most children have
completed full course of
primary schooling.
Goal #3 – Promote gender equality and empower women
LGU Best Practices
DMU9 -San
Fernando City
DMU11-Alaminos
City
DMU1-Laoag City
DMU13-Urdaneta
City
DMU6-Vigan City
Highly promote gender
equality and women
empowerment by
involving them in the
different programs and
projects
Has decreased gender
disparity in primary and
secondary education
Share of women in wage
employment in the non-
agricultural sector
Proportion of seats held
by women in the
government
Goal #4 – Reduce child mortality rates
LGU Best Practices
All LGUs
except
DMU2-Ilocos
Sur
Achieved target on the
infant mortality rate and
under five mortality rate
Higher proportion of
one-year old children
immunized against
measles
Goal #5 – Improve maternal health
LGU Best Practice
DMU2-
Ilocos Sur
Achieved target on the
proportion of births attended by
skilled health personnel and
improvement of maternal health
Has decreased maternal
mortalit
y
rate
Goal #6 – Combat HIV/AIDS, malaria, and other diseases
LGU Best Practices
All DMUs Have achieved higher
proportion of cured TB
cases under DOTS;
achieved targets on
prevalence rate with
malaria, proportion of TB
cases detected under DOTS,
death rate associated with
rabies, incidence rate and
death rate with cholera
Goal #7 – Ensure environmental sustainability
LGU Best Practices
DMU2-
Ilocos Sur
DMU4-
Pangasinan
Achieved proportion of
households with level I, II,
II water works and sanitary
toilet.
Increasing ratio on area
protected to maintain
biological diversity
Decreased proportion of
households using solid fuels
for cooking.
Goal #8 – Develop global partnership for development
LGU Best Practices
DMU1-
Ilocos Norte
DMU3-La
Union
Increased proportion of
barangays with boticasa
barangay
Increased use of
telecommunications
through telephone
density in
communications
Increased linkages with
internal and external
a
g
encies
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