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Impact of the Graduation
Model: highlighting
worldwide efforts
Innovations for Poverty Action
Adaptation at 10 Sites

• Adaptation sponsored by CGAP and Ford Foundation:
Ghana, Haiti, Honduras, India (3), Ethiopia, Pakistan,
Peru, Yemen
• Randomized evaluations at 8 sites ( )
2
Why Evaluate?
• Thinking forward
• Not looking backwards
• What is the impact of the Graduation
model on the ultra poor?
– Impact evaluation measures:
How have the lives of clients changed
compared to how they would have
changed in the absence of the
program
– Note this is different from “How have
their lives changed”

www.poverty-action.org

3
Primary Outcome

What is impact?

Intervention

Impact

Time
Global Study Timeline
 Baseline Survey
(India, 2007; Pakistan,
2008; Honduras, 200809; Peru, Ethiopia &
Yemen, 2010; Ghana,
2011)
 Randomizatio
n

Year 0

 Endline Survey (India,
2009; Pakistan, 2011;
Honduras, 2012; Ethiopia,
2012; Yemen, pending;
Peru, 2013; Ghana, 2013)

Year 1

Year 2

 Implementation Begins
India, 2007-08; Pakistan, 2008;
Honduras, 2009; Ethiopia, 2010;
Yemen, 2010-11; Peru, 2011; Ghana,
2011

 Follow-up Surveys
(India, 2010; Pakistan,
Honduras & Ethiopia,
2013; Peru & Ghana,
2014)

Pre-Baseline
 Identification of Beneficiaries

www.poverty-action.org

Year 3

5
Spill Over Design
Villages

Treatment
Communities

Control
Communities

Households

TT

www.poverty-action.org

TC

Non-eligible

6

CC

Non-eligible
Ghana Evaluation Design

241 Communities (3,981 households)
Core Module:

Savings Only:

78 communities

77 communities

GUP –
Savings

GUP –
No
Savings

Control

www.poverty-action.org

SOUP –
Matched

SOUP –
Not
Matched

7

Control

Asset
Only:
10 comm.

Asset only

Control:
76
comm.

Pure
Control
Survey Modules
• Household
information
• Health indicators
• Education
• Consumption
• Income and activities
• Assets
• Credit
• Risk preferences
• Ongoing qualitative
research
www.poverty-action.org

8
Asset transfers
Honduras

chickens

Pakistan
goat

vegetable
production
plantains

sheep
hen

grocery
stores
fisheries

sewing
machine
boat

pigs

shoats

Ethiopia

oxen
bee colony
petty trade

www.poverty-action.org

9
Cross-Site Analysis

10
Household Consumption
Annual consumption in year following treatment
0.2

+ $115.97

% increase relative to control

+ $74.35

0.15
+ $183.12
0.1

0.05
- $20.40
0

-0.05

India (Bandhan)
C: $528.39

www.poverty-action.org

Pakistan
C: $1622.79

Honduras
C: $1644.31
11

Ethiopia
C: $670.74
Food Consumption
Food Consumption, Last 30 Days
0.14

+ $4.13

% increase relative to control

0.12
+ $4.16

0.1
+ $5.97

0.08
0.06
0.04
0.02

+ $0.21

0
India (Bandhan)
www.poverty-action.org

Pakistan

Honduras
12

Ethiopia
Above Poverty Line

www.poverty-action.org

13

Treatment

Control

Treatment

Control

Treatment

Control

Treatment

0.90
0.80
0.70
0.60
0.50
0.40
0.30
0.20
0.10
0.00
Control

Proportion of Households

Households Above US$1.25/day PPP
Food Security
0.25
0.20
0.15
0.10
0.05

India (Bandhan)

www.poverty-action.org

Pakistan
14

Honduras

Treatment

Control

Treatment

Control

Treatment

Control

Treatment

0.00
Control

Proportion of Households

Ever cut the size of children's meals?

Ethiopia
Happiness

India (Bandhan)

www.poverty-action.org

Honduras
15

Treatment

Control

Treatment

Control

Treatment

7.20
7.00
6.80
6.60
6.40
6.20
6.00
5.80
5.60
Control

Happiness Index

Happiness

Ethiopia
Honduras: Returns to Chickens

0

.002

.004

.006

Chickens

-2000

-1000

0
x
Round 1
Round 3
Round 5

www.povertyaction.org

16

1000
Round 2
Round 4

2000
Peru: Returns to Guinea Pigs
Number of Guinea Pigs Sold
6
5
4
3
2
1
May
2011

Sept
2011

Dec
2011

March
2012

June
2012

Round
Control

www.poverty-action.org

Treatment

17

Sept
2012

Jan
2013
Peru: Returns to Guinea Pigs
Weekly Net Income from Guinea Pigs
6

4

2

0
May
2011

Sept
2011

Dec
2011

March
2012

June
2012

Round
Control

www.poverty-action.org

Treatment

18

Sept
2012

Jan
2013
Take-away points
• Integrated approach: whole bigger than sum of
the parts?
• Early impacts quite positive, but not 100% of
time
– When does it work, when does it not?

• Improving the model:
– Which program components are most useful?
– Compare to cash
19
Thank You!
nbaddiri@poverty-action.org
www.poverty-action.org

20

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Graduation programs creating ladders out of extreme poverty nassreena sampaco baddiri

Notas del editor

  1. In Ethiopia, poverty levels down by 30%,
  2. Closer look at Honduras: Analysis ongoing.Returns to livelihood measures net value over a 1 month periodOverall Median: -14Overall Mean: 1.569Monthly returns to chickens:458 households had zero returns;1845 households had negative returnsAsset Selection: expensive to upkeep, not adapted to environment and circumstances, many died from illnessChickens that were given were not the typical chickens native to the area, they were more expensive and required special care. Households were encouraged to buy “concentrado” – a special, and more costly, chicken feed (as opposed to just feeding them maize). Furthermore, the chickens were maladapted to the environment and their specific circumstances – many of them died due to illness Across all 5 consumption surveys, 52.8% of households said they had chickens who died from disease in the past 3 months. The average number of chickens who died from disease (in past 3 months) is 12.60.