Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

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Introduction Benchmarking Results Conclusions Practice What You Preach Benchmarking Microfinance Institutions with Heterogeneous Preferences Jaap Bos, Maastricht University Matteo Millone, Maastricht University ECCE Webinar, 17 April, 2013 Jaap Bos & Matteo Millone Practice What You Preach

description

Does the focus on financial versus social performance affect the efficiency of double bottom line firms? The case of microfinance institutions. Unlike purely profit oriented firms, double bottom line firms care about both financial and social performance. Some firms prioritize profits, while other give higher importance to social and environmental impact. Depending on their preferences, double-bottom line firms will choose different output mixes, inputs and production methods. Nevertheless some of these choices might be suboptimal and create inefficiencies. In this ECCE Webinar, researcher Matteo Millone discusses how focusing on financial versus social performance affects the efficiency of microfinance institutions. More efficient institutions will be able to lend more and therefore will have larger financial and social impact. We will show whether microfinance institutions that focus on richer more profitable borrowers are indeed more efficient or whether it is possible to efficiently lend to the poor. Our analysis offers a tool for microfinance investors to screen microfinance institutions and maximize the impact of their investment.

Transcript of Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

Page 1: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Practice What You PreachBenchmarking Microfinance Institutions with Heterogeneous

Preferences

Jaap Bos, Maastricht UniversityMatteo Millone, Maastricht University

ECCE Webinar, 17 April, 2013

Jaap Bos & Matteo Millone Practice What You Preach

Page 2: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

What we do

Benchmark the efficiency of microfinance institutions, while takinginto account differences in business models.

Jaap Bos & Matteo Millone Practice What You Preach

Page 3: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

”No longer can microfinance investment be viewed as anexclusively do-good, low-risk, relative safe haven. [...] equityinvestors are reassessing the social and financial performanceof the asset class.” J. P. Morgan, Global MicrofinanceValuation Survey 2011

”Everyone involved in microfinance shares a basic goal: toprovide credit and savings services to thousands or millions ofpoor people in a sustainable way ... a problem of dualmaximisation” Rhyne, The Microbanking Bulletin

Jaap Bos & Matteo Millone Practice What You Preach

Page 4: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

”No longer can microfinance investment be viewed as anexclusively do-good, low-risk, relative safe haven. [...] equityinvestors are reassessing the social and financial performanceof the asset class.” J. P. Morgan, Global MicrofinanceValuation Survey 2011

”Everyone involved in microfinance shares a basic goal: toprovide credit and savings services to thousands or millions ofpoor people in a sustainable way ... a problem of dualmaximisation” Rhyne, The Microbanking Bulletin

Jaap Bos & Matteo Millone Practice What You Preach

Page 5: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Investing in microfinance

More than one criterium guides the decision to invest inmicrofinance:

1 Financial risk and return

2 Outreach and impact (social and political risk)

Large variation across microfinance institutions (MFIs)

Relative weight of criteria depends on preferences of investor

Unclear relationship between two sets of criteria

Jaap Bos & Matteo Millone Practice What You Preach

Page 6: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Investing in microfinance

More than one criterium guides the decision to invest inmicrofinance:

1 Financial risk and return

2 Outreach and impact (social and political risk)

Large variation across microfinance institutions (MFIs)

Relative weight of criteria depends on preferences of investor

Unclear relationship between two sets of criteria

Jaap Bos & Matteo Millone Practice What You Preach

Page 7: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Investing in microfinance

More than one criterium guides the decision to invest inmicrofinance:

1 Financial risk and return

2 Outreach and impact (social and political risk)

Large variation across microfinance institutions (MFIs)

Relative weight of criteria depends on preferences of investor

Unclear relationship between two sets of criteria

Jaap Bos & Matteo Millone Practice What You Preach

Page 8: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Investing in microfinance

More than one criterium guides the decision to invest inmicrofinance:

1 Financial risk and return

2 Outreach and impact (social and political risk)

Large variation across microfinance institutions (MFIs)

Relative weight of criteria depends on preferences of investor

Unclear relationship between two sets of criteria

Jaap Bos & Matteo Millone Practice What You Preach

Page 9: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Benchmarking Paradox

Benchmarking makes sense only if we compare apples to apples

Focus on efficiency

Relevant for microfinance, given scarcity of inputs!

Calculate efficiency by taking into account differentdimensions of output

Jaap Bos & Matteo Millone Practice What You Preach

Page 10: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Benchmarking Paradox

Benchmarking makes sense only if we compare apples to apples

Focus on efficiency

Relevant for microfinance, given scarcity of inputs!

Calculate efficiency by taking into account differentdimensions of output

Jaap Bos & Matteo Millone Practice What You Preach

Page 11: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Research questions

Are MFIs really that different?

Is there a trade-off between number of clients served, missiondrift and price of the loans?

Are MFIs that lend to richer borrowers more efficient?

Is it possible to offer small and affordable loans?

Is there such a thing as an excessive focus on womenborrowers?

Jaap Bos & Matteo Millone Practice What You Preach

Page 12: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Benchmarking and Engaging

Our methodology provides a useful tool to:

Benchmark Pick the most efficient institutions compared to apeer group.Advantage:Ranking valid across output measures.Target:Passive investors with predefined preferences,looking at investing in the best practice MFIs

Engage Identifies common traits of under performing MFIs.Advantage:Indicates size and direction of possibleefficiency gain.Target:Investors looking at opportunities to generatesocial impact through engagement.

Jaap Bos & Matteo Millone Practice What You Preach

Page 13: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Benchmarking and Engaging

Our methodology provides a useful tool to:

Benchmark Pick the most efficient institutions compared to apeer group.Advantage:Ranking valid across output measures.Target:Passive investors with predefined preferences,looking at investing in the best practice MFIs

Engage Identifies common traits of under performing MFIs.Advantage:Indicates size and direction of possibleefficiency gain.Target:Investors looking at opportunities to generatesocial impact through engagement.

Jaap Bos & Matteo Millone Practice What You Preach

Page 14: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Motivation and ContributionResearch QuestionsFindings

Preview of the results

MFIs differ strongly given differences in their legal status

There is indeed a non-linear trade off between missiondrift and number of clients served

Targeting richer borrowers reduces efficiency

Lending to the very poor is efficient, but not affordable(for the clients): MFIs with higher outreach charge higherinterest rates

Lending exclusively to women reduces efficiency

Jaap Bos & Matteo Millone Practice What You Preach

Page 15: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

ApproachMeasuring preferencesTheoryAdvantages

Benchmarking firms with heterogeneous preferences

Population of MFIs

Non-for profit Microfinance Institutions (MFIs) with highoutreach and dependent on subsidies

Profitable MFIs with lower outreach, high interest rate andprivate funding

... and a whole lot in between

How can we compare the performance of institutions with differentobjectives and incentives?

Jaap Bos & Matteo Millone Practice What You Preach

Page 16: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

ApproachMeasuring preferencesTheoryAdvantages

Measuring preferences

MFIs have heterogenous preferences (goals), that need to be takeninto account when assessing performance.

Decompose output into 3 measures:

Yield - Price of the Loans

Average Loan Size - Mission Drift(Depth of Outreach)

Number of Loans - Outreach(Breadth of Outreach)

Value Added of Gross Loan Portfolio (Total Output) =Yield x Average Loan Size x Number of Loans

Jaap Bos & Matteo Millone Practice What You Preach

Page 17: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

ApproachMeasuring preferencesTheoryAdvantages

Accounting for multiple dimensions

Given the same inputs:

The cost per dollar lent of a small loan will always be largerthan for a bigger loans...

...MFIs that serve the very poor will have higher costs andpoorer financial performance...

... which will lead to a lower added value of gross loanportfolio in the future.

Find a measure of performance that does not depend onpreferences:

Efficiency

Jaap Bos & Matteo Millone Practice What You Preach

Page 18: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

ApproachMeasuring preferencesTheoryAdvantages

Accounting for multiple dimensions

Given the same inputs:

The cost per dollar lent of a small loan will always be largerthan for a bigger loans...

...MFIs that serve the very poor will have higher costs andpoorer financial performance...

... which will lead to a lower added value of gross loanportfolio in the future.

Find a measure of performance that does not depend onpreferences:

Efficiency

Jaap Bos & Matteo Millone Practice What You Preach

Page 19: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

ApproachMeasuring preferencesTheoryAdvantages

Average Loan Size

Num

ber

of

loans o

uts

tandin

g

C

A

B

D

Gross loan portfolioE

"Poorest of the poor" type MFI

"Mission drift" type MFI

Ineffi

cien

cy

Inefficiency

Jaap Bos & Matteo Millone Practice What You Preach

Page 20: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

ApproachMeasuring preferencesTheoryAdvantages

Only one measure: Efficiency

The position on the curve (preferences) does not matter, onlyrelevant factor is the distance from the curve

Intuitive interpretation

80% efficiency: given inputs output can be increased by 20%

Circumvents limitations of rating agencies (CGAP, 2010):

Diversity of products and lack of clarityDuality between assessment for the MFI and service for theinvestorEmphasis placed by MFIs on professional and interpersonalrelationships with rating agencies may jeopardize neutrality ofagencies

Cheap, fast, standardized

Jaap Bos & Matteo Millone Practice What You Preach

Page 21: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Microfinance Information Exchange market (MIX)

Widely used in the literature

Self reported balance sheet information

Unbalanced panel data

1,146 MFIs

2003-2010

3,890 total observations

Jaap Bos & Matteo Millone Practice What You Preach

Page 22: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

MFIs differ strongly depending on legal status

Bank NGO

Ou

tpu

ts

Average Loan Size 1627.5 650.4

Number of Loans 78132 45154

Yield 0.24 0.28

Yield(n) 0.33 0.35

GLP (millions) 88.5 12.9

Co

sts

Costs per loan 283.9 115.1

Cost per dollar 0.23 0.26

Oth

er

Portfolio at risk 30 0.05 0.05

% women borrowers 53.0 74.4

Jaap Bos & Matteo Millone Practice What You Preach

Page 23: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Implications of MFI heterogeneity

Depending on legal status MFIs have very different businessmodels

Size of loans, cost per loan and % of women show largestvariation

Difficult to identify ”better” institutions

Warrants the use of a multi output performance tool

Jaap Bos & Matteo Millone Practice What You Preach

Page 24: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Output trade-off

Mean Elasticityof Average Loan Size

Elasticity to number of loans -0.68***Elasticity to yield on gross loan portfolio -0.18***

Total input price elasticity 0.94***

How to read the coefficients

Negative elasticity implies a negative relationship (trade-off)

The larger the elasticity the stronger the trade-off

Total input elasticity <1 implies no economies of scale

Jaap Bos & Matteo Millone Practice What You Preach

Page 25: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Implication of output trade-off

Breadth and depth of outreach are positively correlated

Offering larger loans (mission drift) does not help to increasethe number of clients

Smaller loans are more expensive

Increasing the size of the institutions does not lead toeconomies of scale

Jaap Bos & Matteo Millone Practice What You Preach

Page 26: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Is the trade off constant?

.2

.4

.6

.8

1

− E

lasticity o

f A

LS

to N

um

ber

of Loans

0 5000 10000 15000 20000

Average Loan Size

−.2

0

.2

.4

.6

− E

lasticity o

f A

LS

to Y

ield

0 5000 10000 15000 20000

Average Loan Size

Jaap Bos & Matteo Millone Practice What You Preach

Page 27: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Implications of non-linear trade-off

Increasing strength of elasticity to loan size

Number of loans and size of the loan are always negativelycorrelatedLarger loans are more expensive in terms of depth of outreach

No evidence that mission drift increases breadth ofoutreach

Decreasing strength of elasticity to yield on gross portfolio

As average loans size increases the negative relationship withyield tends to disappearFor a number of MFIs there is no need to charge higherinterest rates for smaller loans

No evidence that mission drift is always correlated witha reduction in interest rates

Jaap Bos & Matteo Millone Practice What You Preach

Page 28: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Does mission drift increase efficiency?

.2

.4

.6

.8

1

Technic

al E

ffic

iency

Small Loans Large Loans

Correlation between average loans size and efficiency = -0.20***

Jaap Bos & Matteo Millone Practice What You Preach

Page 29: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Implications of mission drift and efficiency

No evidence of MFIs offering larger loans being more efficient

Mission drift does not lead to better use of resourcesSmaller loans are more efficient

Challenges of moving upmarket

Lower quality of residual borrowersDifferent managerial skill setIncreased competition with banks

Jaap Bos & Matteo Millone Practice What You Preach

Page 30: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Can the poor be served efficiently?

.65

.7

.75

.8

Eff

icie

ncy

Cheap Loans Expensive Loans

Small Large Small Large Small Large Small Large

Jaap Bos & Matteo Millone Practice What You Preach

Page 31: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Implications of price and size of loans

Average efficiency is higher for MFIs that offer more expensiveloans

Easy way to cover costs... but requires low price elasticity of borrowersPositive effect on efficiency erased by large loan size

The poor could be served cheaply

The most efficient MFIs offer small expensive loans... but MFIs that offer relatively small and cheap loan can stilloperate above average efficiency

Jaap Bos & Matteo Millone Practice What You Preach

Page 32: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

How can efficiency be improved without changingpreferences?

Variables Effect

PAR30 · GrossLoanPortfolio -

%Women · Borrowers -***

Loans/Borrowers -***

Jaap Bos & Matteo Millone Practice What You Preach

Page 33: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

DataHeterogeneity of MFIsOutput trade-offEfficiency and Mission DriftExogenous Determinants of Efficiency

Implications of exogenous determinants of efficiency

Benefits of screening and monitoring do not outweigh thecosts in terms of efficiency

Focus on women, reduces efficiency as MFIs need to deviatefrom equilibrium

... but has positive social impact

Multiple loans should be avoided

Jaap Bos & Matteo Millone Practice What You Preach

Page 34: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Main FindingsDiscussion

Main Findings

Which MFI can make the most out of its limited resources?

Mission drift decreases both breadth and depth of outreach

Serving richer borrowers does not increase efficiency

Cheap small loans are not common, but are possible (andefficient!)

Lending to women and over lending reduce efficiency

Jaap Bos & Matteo Millone Practice What You Preach

Page 35: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Main FindingsDiscussion

Main Findings

Which MFI can make the most out of its limited resources?

Mission drift decreases both breadth and depth of outreach

Serving richer borrowers does not increase efficiency

Cheap small loans are not common, but are possible (andefficient!)

Lending to women and over lending reduce efficiency

Jaap Bos & Matteo Millone Practice What You Preach

Page 36: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Main FindingsDiscussion

Discussion

MFIs are efficient when they stick to what they know best

Mission drift (loan size creep) does not increase efficiency:

Insufficient economies of scaleLack of managerial skillsLoss of subsidesIncreased competition

Jaap Bos & Matteo Millone Practice What You Preach

Page 37: Practice What you Preach - Benchmarking Microfinance Institutions with Heterogeneous Preferences

IntroductionBenchmarking

ResultsConclusions

Main FindingsDiscussion

Limitations

Imperfect measure of prices

Take into account only lending

Possible applications to other industries with mixed social andfinancial returns

Jaap Bos & Matteo Millone Practice What You Preach