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Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households...

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Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad de los Andes Dean Yang, University of Michigan Many thanks for funding from:
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Page 1: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Smart Subsidies: How Combining Subsidies with Savings Brings

Expanded Benefits to Rural Households

Michael Carter, UC DavisRachid Laajaj, Universidad de los Andes

Dean Yang, University of Michigan

Many thanks for funding from:

Page 2: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Millennium Villages Project

Page 3: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• Many anti-poverty programs are “bundled”, in that they consist of multiple components

• Millennium Villages implements interventions in food, education, environment, health, etc.

• Programs to help the “ultrapoor” (Karlan et al 2015)– Resource transfers, skills training, savings, health, etc.

• But how do the components interact with one another? Are all necessary? Do components complement one another?

• We investigate this in Manica, Mozambique, looking at the interplay between two important types of programs:– Agricultural input subsidies– Formal savings

Fighting poverty with multiple interventions

Page 4: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Input subsidy programs (ISPs)

• Perhaps the most significant recent development in agricultural policy in Sub-Saharan Africa

• Large-scale subsidization of modern inputs (fertilizer, improved seeds)

4

• Across 10 countries implementing ISPs, 2011 expenditures totaled $1.05 billion, or 28.6% of public agricultural spending

• Substantial budgetary support by World Bank, other donors– Represents an about-face for many development agencies,

which for decades opposed subsidies

Page 5: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Burkina Faso Ethiopia Mali Kenya Nigeria Senegal Ghana Zambia Tanzania Malawi0%

10%

20%

30%

40%

50%

60%

70%

8.4%10.4%

18.1%

25.7% 26.0% 26.1%

29.9%

39.9%

46.0%

58.3%

Expe

nditu

res a

s % o

f pub

lic a

gricu

ltura

l spe

ndin

gISP expenditures in 10 SSA countries, 2011

5Source: Jayne and Rashid (2013)

Page 6: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Savings

• More recently, there has been increased interest in savings interventions in developing countries– Provide formal savings facilities to the poor, to

complement informal savings – Savings match programs have been attempted, mostly in

developed countries

• Experimental studies of savings interventions have not examined their interaction with other programs

6

Page 7: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• Consider two interventions whose impacts when offered separately are a and b, and whose impact when offered together is a + b + c– Complementarity represented by c

• Complementary: impact of the joint intervention is greater than the sum of impacts when offered separately

a + b + c > a + b (c > 0)

• Additive: joint impact is equal to the sum of the separate impacts

a + b + c = a + b (c = 0)

• Substitutes: joint impact is lower than the sum of the separate impacts

a + b + c < a + b (c < 0)

Testing for complementarity

Page 8: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• Provincial Government of Manica

• Banco Oportunidade de Mocambique (BOM)

• Food and Agriculture Organization (FAO)

• European Commission (EC)

• International Fertilizer Development Corporation

Key collaborators

8

Page 9: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

The study

• ~1,500 rural maize farmers in 94 localities in Manica province, Mozambique– A locality is a grouping of nearby

villages

• Study participants are “progressive” farmers willing to use modern agricultural inputs– Lists generated by government

agricultural extension workers in each village

9

Page 10: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Randomization of treatments

• Each locality randomly assigned to one of three savings treatment groups (control, basic savings, matched savings)– After stratification into groups of 3 nearby localities

• Subsidy vouchers assigned by random lottery at participant level within localities

10

No savings program

(32 localities)

Basic savings program

(30 localities)

Matched savings program

(32 localities)

Subsidy No subsidy

prob. 1/2

prob. 1/3

prob. 1/3prob. 1/3

prob. 1/2 prob. 1/2prob. 1/2 prob. 1/2

prob. 1/2

Subsidy No subsidySubsidy No subsidy

Page 11: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Subsidy vouchers

• 50% of study participants within each village randomly assigned to voucher receipt

• Provides 73% discount on MZN 3,160 (~US$113) package of fertilizer, improved seeds

11

• Voucher redemption rates:– Lottery winners: 48.3%– Lottery losers: 12.1%

• Carter, Laajaj, and Yang (2014) examines impact of subsidies alone in no-savings localities– Positive impacts on fertilizer use, output, consumption that persist

up to two years after the subsidy– Learning appears to be a channel, leading to persistence of impact

Page 12: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

BOM’s “Bancomovil”

• Savings accounts at Banco Oportunidade de Mocambique (BOM)• Access via 2 branches and scheduled visits by “Bancomovil”

units 12

Page 13: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Sussundenga:- Bancomovil (BOM)- Barclays Bank

Manica:- Bancomovil (BOM)- Barclays Bank- BOM- BIM- BCI

Catandica:- Bancomovil (BOM)- Caixa Financeira- BIM

Chimoio:- Tchuma- Standard Bank- Barclays Bank- BOM- BIM- BCI- Socremo- Banco Terra

Study localities, by savings treatment

Page 14: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Savings treatments

• Both savings treatments began with village-level information sessions on formal savings– Emphasized use of savings for

both investment and self-insurance

• Over next two months, one representative per group of 5 study participants receives follow-up training in town, and asked to convey information to group-mates

• Participants also encouraged to open accounts at BOM, either at Bancomovil or fixed branch locations

14

Page 15: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Educational material on savings and fertilizer

15

Page 16: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Savings game

Page 17: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Basic vs. matched savings

• Accounts offered in “basic savings” treatment were standard savings accounts – Raises 2013 account ownership at BOM by 16 pp

• In “matched savings” treatment:– Match is 50% of minimum balance over match period– Matching funds capped at MZN 1500 (~$54)– Match period: August 1 – October 31– Designed with agricultural cycle in mind

• Match period ends just before next planting season• If save full amount (MZN 3000), savings + match can

purchase input package sufficient for 3/4 hectare plot– Two years of match promised: 2011 and 2012– Raises 2013 account ownership at BOM by 22 pp

17

Page 18: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Surveys

• First survey administered Apr-May 2011• Three follow up surveys, in September of 2011, 2012, and 2013

18

Page 19: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Impact on fertilizer use (2012-13)

Voucher

Basic sa

vings

Basic sa

vings +

vouch

er

Match

ed savin

gs

Match

ed savin

gs + vo

ucher

0%

10%

20%

30%

40%

50%

60%

70%

53.9%

7.4%

60.5% 59.6%

46.5%

% im

pact

on

ferti

lizer

use

Significance levels: 1%***, 5%**, and 10%*. Control group has fertilizer use of MZN 1,242.

**

****

Page 20: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Impact on formal savings (2012-13)

Voucher

Basic sa

vings

Basic sa

vings +

vouch

er

Match

ed savin

gs

Match

ed savin

gs + vo

ucher

0

500

1,000

1,500

2,000

2,500

712

1,032

2,020

1,639

1,948

Impa

ct o

n fo

rmal

sav

ings

(MZN

)

*

***

******

Significance levels: 1%***, 5%**, and 10%*. Control group has formal savings of MZN 1,439.

Page 21: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher

Basic sa

vings

Basic sa

vings +

vouch

er

Match

ed savin

gs

Match

ed savin

gs + vo

ucher

0

500

1,000

1,500

2,000

2,500

1207

353 467 527753

874

1523

944

1450

BOM Other

Impa

ct o

n fo

rmal

sav

ings

(MZN

)

• The majority of savings increases are not at BOM, but at other banks (BIM in particular)

Impact on formal savings: BOM vs. other

Page 22: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• Summary measure of well-being: daily consumption per capita, average across 2012-13

• Total value of consumption in household, divided by number of household members, converted to daily frequency

• Consumption items reported in survey, converted to money values– Detailed food items– Personal items– Transport– Utilities– Household items– Health– Education– Personal expenditures– Taxes – Other

Daily consumption per capita

Page 23: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher Basic savings Basic savings + voucher

Matched savings Matched savings + voucher

-2%

0%

2%

4%

6%

8%

10%

12%

8.40%

9.10%

3.70%

9.90%

8.80%

% im

pact

on

cons

umpti

on

**

**

****

Impact of treatments on consumption

Significance levels: 1%***, 5%**, and 10%*. Per capita daily consumption in control group is MZN 72.

Page 24: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher Basic savings Basic savings + voucher

Matched savings Matched savings + voucher

-2%

0%

2%

4%

6%

8%

10%

12%

8.40%

9.10%

3.70%

9.90%

8.80%

% im

pact

on

cons

umpti

on

**

**

****

**

Impact of treatments on consumption

Significance levels: 1%***, 5%**, and 10%*. Per capita daily consumption in control group is MZN 72.

Page 25: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher Basic savings Basic savings + voucher

Matched savings Matched savings + voucher

-2%

0%

2%

4%

6%

8%

10%

12%

8.40%

9.10%

3.70%

9.90%

8.80%

% im

pact

on

cons

umpti

on

**

**

****

**

Impact of treatments on consumption

Significance levels: 1%***, 5%**, and 10%*. Per capita daily consumption in control group is MZN 72.

Page 26: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher Basic savings Basic savings + voucher

Matched savings Matched savings + voucher

-2%

0%

2%

4%

6%

8%

10%

12%

8.40%

9.10%

3.70%

9.90%

8.80%

% im

pact

on

cons

umpti

on

**

**

**

Impact of treatments on consumption

**

• Cannot reject that all treatment effects are equal• For no pair of treatment effects can we reject equality

Significance levels: 1%***, 5%**, and 10%*. Per capita daily consumption in control group is MZN 72.

Page 27: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• It appears that subsidies and savings are substitutes, rather than complements

… at least from the standpoint of raising consumption levels

• Offering subsidy alone has as much impact as offering savings alone

• And offering both has no additional impact

• Why might this be the case?

Substitutes, not complements

Page 28: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• Savings can serve two roles– Investment: funds accumulated and then used

productively– Risk-management: holding buffer stocks to cope with

shocks (self-insurance)

• Use of savings may depend on whether household receives subsidy or not

• When not receiving subsidy, households use savings for investment as well as risk-management

• On the other hand, subsidy recipients may use savings for risk-management alone, and not for additional investment

The dual role of savings

Page 29: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• This seems to be what is going on

• Consumption variance is lower in savings treatment groups

• Savings treatment groups appear better at coping with shocks

Additional evidence

Page 30: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Significance levels: 1%***, 5%**, and 10%*. Consumption variance in control group is 0.45.

Voucher Basic savings Basic savings + voucher

Matched savings Matched savings + voucher

-0.02

0

0.02

0.04

0.06

0.08

0.1

0.092

0.050

0.027

0.036

-0.006

Impa

ct o

n st

anda

rd d

evia

tion

of lo

g co

nsum

ption

Impact of treatments on consumption variance

***

*

Page 31: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher Basic savings Basic savings + voucher

Matched savings Matched savings + voucher

-0.02

0

0.02

0.04

0.06

0.08

0.1

0.092

0.050

0.027

0.036

-0.006

Impa

ct o

n st

anda

rd d

evia

tion

of lo

g co

nsum

ption

Impact of treatments on consumption variance

***

*

Significance levels: 1%***, 5%**, and 10%*. Consumption variance in control group is 0.45.

Page 32: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher Basic savings Basic savings + voucher

Matched savings Matched savings + voucher

-0.02

0

0.02

0.04

0.06

0.08

0.1

0.092

0.050

0.027

0.036

-0.006

Impa

ct o

n st

anda

rd d

evia

tion

of lo

g co

nsum

ption

Impact of treatments on consumption variance

***

*

Significance levels: 1%***, 5%**, and 10%*. Consumption variance in control group is 0.45.

Page 33: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

PDFs of log consumption

Page 34: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• Savings also help households cope with negative agricultural shocks

• In each survey, respondents report whether the last agricultural season was a “bad year”

• Subsidy-only treatment makes household consumption more sensitive to bad years

• By contrast, in savings treatments, consumption does not fall in bad years

Savings helps cope with bad shocks

Page 35: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• From standpoint of raising consumption, subsidies and savings appear to be substitutes, rather than complements– Either treatment on its own has similar positive impact, but

providing both treatments has no additional impact

• Savings are used for either investment or risk-management– Households receiving both subsidies and savings treatments

seem to focus on risk management– Households receiving only savings treatments may be using

savings for both purposes

• Underlines how financial services can help households offset increased risk from new economic opportunities

• Complementarities between development programs may show up in risk management rather than in higher mean returns

In sum

Page 36: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

Voucher

Basic s

avings

Basic s

avings

+ vouch

er

Matched

savin

gs

Matched

savin

gs + v

oucher

-0.02

-3.46944695195361E-18

0.02

0.04

0.06

0.08

0.1

0.12

0.084

0.091

0.037

0.099

0.088

Impa

ct o

n in

dex

of co

nsum

ption

and

ass

ets

**

**

**

Heterogeneous effect of subsidies

**

• Within-village impact of subsidies varies with exposure to savings intervention

Impact of subsidies in no-savings villages

Impact of subsidy in basic savings villages

Impact of subsidy in

matched savings villages

Page 37: Smart Subsidies: How Combining Subsidies with Savings Brings Expanded Benefits to Rural Households Michael Carter, UC Davis Rachid Laajaj, Universidad.

• Estimating impacts of subsidies:– Estimated impact of subsidies, within locality, varies according

to presence of savings program in locality• In no-savings villages, subsidy impacts are large• But in savings villages, subsidy impacts disappear

– Because savings is a substitute for subsidies, from the standpoint of consumption/asset maximization

– May help explain differences in estimated subsidy impacts across studies (e.g., Duflo et al 2011, Carter et al 2014, Harou et al 2014)

• Benefit-cost analyses:– Basic savings does just as well as relatively costly subsidy and

matched savings programs at raising consumption and assets• Case for subsidy and matched savings programs – on top

of basic savings – hinges on valuation of risk-reduction benefits

Other takeaways


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