lisa grace s. bersales divina gracia l. del prado mae abigail o. … · 2019. 8. 4. · divina...

30
1 The Multidimensional Approach to Measuring Poverty Lisa Grace S. Bersales 1 Divina Gracia L. del Prado 2 Mae Abigail O. Miralles 3 Philippine Statistics Authority and University of the Philippines Abstract 7KH FXUUHQW RIÀ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eywords: multidimensional poverty, MPI, poverty, headcount ratio, intensity 1. Introduction 7KH 3KLOLSSLQH 6WDWLVWLFV $XWKRULW\ 36$ JHQHUDWHV R൶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ÀHFWHG LQ WKH LQFRPHEDVHG SRYHUW\ PHDVXUHV +RZHYHU WKH PXOWLGLPHQVLRQDO SRYHUW\ LQGH[ 03, KH GHYHORSHG IRU WKH FRXQWU\ XVLQJ $ONLUH )RVWHU $) PHWKRG VKRZHG D VWURQJ UHVSRQVH RI 1DWLRQDO 6WDWLVWLFLDQ DQG &LYLO 5HJLVWUDU *HQHUDO 3KLOLSSLQH 6WDWLVWLFV $XWKRULW\ DQG 3URIHVVRU RI 6WDWLVWLFV 8QLYHUVLW\ RI WKH 3KLOLSSLQHV 'LUHFWRU ,,, 2൶FHULQ&KDUJH (FRQRPLF 6HFWRU 6WDWLVWLFV 6HUYLFH 3KLOLSSLQH 6WDWLVWLFV $XWKRULW\ 3 6HQLRU 6WDWLVWLFDO 6SHFLDOLVW 6WDWLVWLFDO 0HWKRGRORJ\ 8QLW 3KLOLSSLQH 6WDWLVWLFV $XWKRULW\ 7KH 3KLOLSSLQH 6WDWLVWLFLDQ 9RO 1R SS

Upload: others

Post on 15-Aug-2021

5 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

1

The Multidimensional Approach to Measuring Poverty

Lisa Grace S. Bersales1

Divina Gracia L. del Prado2

Mae Abigail O. Miralles3

Philippine Statistics Authority and University of the Philippines

Abstract

Keywords: multidimensional poverty, MPI, poverty, headcount ratio, intensity

1. Introduction

3

Page 2: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

2

Page 3: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

3

2.

3. Methodology for the Multidimensional Poverty Index (MPI)

3.1. Unit of Analysis

3.2. Dimensions and indicators

Page 4: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

4

Table 3.1. Dimensions, Indicators and Description of DeprivationDimension Indicator Description

1. Education School

school

school2. Health and

NutritionHunger

Health Insurance

Page 5: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

5

3. Housing, Water and Sanitation

Assets

Toilet

Tenure

Housing

Electricity

asset

there is no electricity in the housing unit

4. Employment

not in School

3.3. Weighting Scheme

a. Proposed Weighting Scheme

Page 6: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

6

b. Alternative Weighting Schemes

Nested inverse incidence weights

Subjective welfare weights

Table 3.2

Table 3.2. Weights by Dimension and Indicator, and Weighting Scheme

Total 0.250 0.165 0.331

NutritionHunger

Health InsuranceTotal 0.250 0.188 0.255

Page 7: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

7

Assets Toilet

Tenure

Electricity Total 0.250 0.195 0.280

School Total 0.250 0.453 0.134

3.4.

a.

b.

Page 8: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

8

3.5. Aggregation

a.

i

b. Headcount Ratio

nH

n

i

)(iI

nH

1

1

c.

Page 9: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

9

cA

n

ii

1

i

n

i

)(i

n

i

)(i

I

II

A

1

1 1

3.6. Share of each Dimension to MPI

3.7. Data Source, Survey Weights and Measures of Precision

Page 10: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

10

4. Results and Discussion

4.1. Incidence of Poverty

Figure 4.1

4.2. Annual Rate of Change of Poverty

Page 11: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

11

Table 4.1

Table 4.1. MPI and Average Annual Percent Change of MPI

Year

k = 1/3

k=1/4

k=1/5

4.3. Choice of Weights: Nested Uniform Weights versus Alternative Weights

a.

Page 12: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

12

Figure 4.2

Page 13: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

13

b.

Figure 4.3

Page 14: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

14

c.

Figure 4.4

Page 15: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

15

Notes:1) The region with the highest value is assigned a rank of 12) Arrangement of regions is based on their ranks using nested uniform weights

(Appendix 5)

4.4.

a.

Figure 4.5

Page 16: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

16

Page 17: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

17

b.

Figure 4.6

c.

Figure 4.7

Page 18: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

18

(Appendix 6)

Notes:1) The region with the highest value is assigned a rank of 12) Arrangement of regions is based on their ranks using nested uniform weights

Page 19: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

19

5. Summary, Conclusion and Recommendations

5.1. Summary of Findings

a.

b.

c.

d.

e.

Page 20: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

20

5.2. Conclusion

5.3. Recommendations

a.

b.

c.

d.

Page 21: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

21

References

Page 22: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

22

Appendices

Nested Uniform WeightsPoverty

YearMPI

Estimate SE CV Estimate SE CV Estimate SE CV

Nested Incidence WeightsPoverty

YearMPI

Estimate SE CV Estimate SE CV Estimate SE CV

Subjective Welfare WeightsPoverty

YearMPI

Estimate SE CV Estimate SE CV Estimate SE CV

Page 23: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

23

Appendix 2. Percent Shares of Dimensions to MPI by Weighting Scheme

Nested Uniform Weights

Poverty Year Education Health and Nutrition Employment

Housing, Water and Sanitation

Nested Inverse Incidence Weights

Poverty Year Education Health and Nutrition Employment

Housing, Water and Sanitation

Subjective Welfare Weights

Poverty Year Education Health and Nutrition Employment

Housing, Water and Sanitation

Page 24: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

24

Nested Uniform Weights, k= 1/3

RegionMPI

Estimate SE CV Esti-mate SE CV Esti-

mate SE CV

IIIIII

Page 25: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

25

Appendix 4. Percent Shares of Dimensions to MPI Using Nested Uniform

Region Education Health and Nutrition Employment

Housing, Water and Sanitation

IIIIII

Page 26: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

26

Page 27: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

27

Page 28: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

28

Page 29: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

29

Page 30: Lisa Grace S. Bersales Divina Gracia L. del Prado Mae Abigail O. … · 2019. 8. 4. · Divina Gracia L. del Prado Mae Abigail O. Miralles Philippine Statistics Authority Abstract

30