Printer Friendly

Governance and performance of microfinance institutions in Mediterranean countries.

1. Introduction

Microfinance is the provision of financial and non-financial services to the poor who are excluded from financial /credit markets because they are considered unbankable. Indeed, microfinance institutions have evolved primarily as a consequence of the efforts individuals and assistance agencies have committed to the idea of ensuring that the poor people have access to some form of credit. The majority of MFIs (1) claim having a dual mission of reaching poor borrowers (outreach), and being financially sustainable (sustainability).

While the social goals of reaching the poorest and poverty alleviation are valid, financial sustainability has emerged as one of the core management and governance issues. The shrinking resources base for donor funds to support the increasing demand for grants and soft loans implies that MFIs will eventually have to support themselves (Ledgerwood 1999). However, their sustainability will focus on governance structures within the industry. Indeed, as Labie (2001) observes, in the last decade corporate governance Corporate Governance

The relationship between all the stakeholders in a company. This includes the shareholders, directors, and management of a company, as defined by the corporate charter, bylaws, formal policy, and rule of law.
 principles have imposed themselves as the basic rules for any well-run company to follow. The trend has however transcended from traditional business companies but now is part of the globalization globalization

Process by which the experience of everyday life, marked by the diffusion of commodities and ideas, is becoming standardized around the world. Factors that have contributed to globalization include increasingly sophisticated communications and transportation
 process often seen as a tool for standardizing the controlling vision for any major organization in the world. The drive towards Governance has been propelled by a number of factors, particularly the collapses of some of the major players in the Industry, the influx of private Equity and fall in donor funding.

Governance is about achieving corporate goals. The fundamental purpose of MFIs is to contribute to a country development. This involves reaching out to more clients, especially the poor (Helms 2006; Johnson et al. 2006). Not least but now growing in importance, especially among donors, is the requirement that MFIs achieve financial sustainability.

Microfinance practitioners assert that good governance The terms governance and good governance are increasingly being used in development literature. Governance describes the process of decision-making and the process by which decisions are implemented (or not implemented).  is the key to a successful MFI MFI Microfinance Institution
MFI Money Flow Index
MFI Melt Flow Index
MFI Median Family Income
MFI Malaria Foundation International
MFI Massachusetts Family Institute
MFI Multi-port Fuel Injection (automobile) 
 (Campion campion: see pink.

Any of the ornamental rock-garden or border plants that make up the genus Silene, of the pink family, consisting of about 500 species of herbaceous plants found throughout the world.
 1998; Rock et al. 1998; Labie 2001; CGAP CGAP Consultative Group to Assist the Poorest
CGAP Cancer Genome Anatomy Project
CGAP Certified Government Auditing Professional
CGAP Call Gapping Interval
CGAP Commission on Government Accountability to the People (Florida) 
 2006; Helms 2006; UN 2006). In spite of these observations, only few studies have focused on governance and the examination of the linkage of various governance mechanisms and performance (McGuire 1999). It seems relevant to examine closely the role of various governance mechanisms since MFIs managers control significant resources. Except the study of Hartarska (2005), and those of Mersland and Strom (2007), and Cull cull

the act of culling. Called also cast.
 et al. (2007), no more studies attempt to shed light on the link between governance and performance, especially in the Euro-Mediterranean countries, although it is a very active zone with a microfinance industry quite diverse (NGO NGO
nongovernmental organization

Noun 1. NGO - an organization that is not part of the local or state or federal government
nongovernmental organization
 (2), NBFI NBFI Non-Bank Financial Institution
NBFI Non-Bank Financial Intermediary
 (3), Bank) where actors should simultaneously pursue the most effective way of realizing their social objective while achieving superior levels of profitability.

While exploiting a recently conducted survey by the author in order to study the efficiency of MFIs in Mediterranean countries, the annual financial reports of the microfinance institutions, and other relevant information collected from Microfinance Information Exchange (MIX), this paper aims to investigate the link between governance and Euro-Mediterranean MFIs' performance in terms of outreach and sustainability since governance guides an institution in fulfilling its corporate mission and protects the institutions assets over time. As Rock et al. (1998) notes it is the key to guiding management in strategic issues and carrying out the agreed upon Adj. 1. agreed upon - constituted or contracted by stipulation or agreement; "stipulatory obligations"

noncontroversial, uncontroversial - not likely to arouse controversy
 strategic plans. The empirical model explores the joint and individual effect of management compensation, board diversity, and external governance mechanisms on both MFI sustainability and the depth and breath of outreach while controlling for individual characteristics and, as well as country's specific factors. The results show that performance-based compensation does not improve performance. MFIs with larger boards seem to do better. More independent boards are more effective, however. Board diversity (Higher proportion of women) seems to ameliorate a·mel·io·rate  
tr. & intr.v. a·me·lio·rat·ed, a·me·lio·rat·ing, a·me·lio·rates
To make or become better; improve. See Synonyms at improve.

[Alteration of meliorate.
 the outreach. External governance mechanisms especially auditing and regulation improve the financial sustainability.

The remainder of this paper is organized as follows. Section 2 deals with the research context. Section 3 briefly reviews the few related studies. Section 4 presents the conceptual framework For the concept in aesthetics and art criticism, see .

A conceptual framework is used in research to outline possible courses of action or to present a preferred approach to a system analysis project.
 as well as working hypothesis. Section 5 looks at data description and methodology. Section 6 discusses the empirical findings, and Section 7 draws conclusions emanating from the findings.

2. Microfinance in Mediterranean

Experience throughout the world has proven that microfinance helps the poor to increase income, build their business, and secure their future by reducing their vulnerability to external shocks. Furthermore, microfinance is often a powerful tool for empowering the poor, especially women, to take charge of their economic well-being and those of their families.

The Euro-Mediterranean region consists of 21 countries. The microfinance industry in this zone is young with high growth potential. Currently, it is estimated that there are over sixty microfinance institutions (MFIs & NGOs), and a potential of numerous other institutions producing credit to poor microentrepreneurs (Bassem 2008). The majority of these programs are south of the Mediterranean (Egypt, Jordan, Lebanon, Morocco, Palestine, Tunisia, and Syria). Programs also exist in Spain, France, Italy, Kosovo, Albania, Bosnia, and Croatia (Fig. 1).

Euro-Mediterranean MFIs aim to provide financial services The examples and perspective in this article or section may not represent a worldwide view of the subject.
Please [ improve this article] or discuss the issue on the talk page.
 to low-income households, even the extremely poor, in a participatory and non-paternalistic development approach to the great interest of the donor community, policy makers, development researchers and practitioners. According to according to
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

 the so-called "win-win" proposition MFIs should combine the socials goals, such as poverty alleviation and reaching poor households (outreach) with operational and financial self-sufficiency (sustainability) based on access to international financial markets independently from international development agencies. Therefore, MFIs should simultaneously pursue the most effective way of realizing their social objective while achieving superior levels of profitability.

The region's top MFIs are openly committed to best practice microfinance. In terms of depth of outreach, the sector has generally moved towards serving more and more of the poor clients. According to FEMIP FEMIP Facilité Euroméditerranéenne d'investissement et de Partenariat (French; multi-lateral investment fund for the Middle East)  and Sanabel, the Mediterranean represents a potential market for the microfinance with nearly 40 million customers, whereas currently only 9 million people profit from the financial assistance of the companies operating in this sector. The number of borrowers increased by more than 43% per annum Per annum

 between 2004 and 2006, against 20% on a worldwide scale, an indication that the sector as a whole is reaching more of the marginalized in the society. The region's top MFIs have proven also to have excellent leadership abilities, impressive outreach and growth, as well as a commitment to best practice microfinance. Furthermore, it is estimated that around 85% of the region's active clients are served by sustainable MFIs.


3. Literature review

Governance in microfinance has been recognized to be an important issue. However, the biggest problem to microfinance practitioners has been balancing the dual mission of outreach and sustainability. The changing of microfinance environment has shown a move towards sustainability ultimately leading to governance issues as donor funds shrink and equity inflows increase in the microfinance sector. Microfinance institutions have therefore embraced boards and adopted principles of corporate governance to ensure their survival.

Investigating the link between good governance and the performance of MFIs in terms of outreach and sustainability is crucial since governance guides an institution in fulfilling its corporate mission and protects the institution assets over the time. However, there is a limited amount of academic studies dealing with this subject, partly due to the lack of data.

While using three surveys of rated and unrated East European MFIs from three random samples in the period 1998 to 2002, Hartarska (2005), investigates the relation between governance mechanisms and financial performance. Financial performance and outreach constitute dependant variable dimensions and governance mechanisms include board characteristics, managerial compensation, and external governance mechanisms such as rating, financial statements audited, and supervision. The author finds that performance-based compensation of managers is not associated with better performing MFIs; lower wages suggested for mission-driven organization worsen wors·en  
tr. & intr.v. wors·ened, wors·en·ing, wors·ens
To make or become worse.


to make or become worse

worsening adjn
 outreach. She also identifies that a more independent board has the better ROA, but the board of employee directors gives lower financial performance and lower outreach. Finally, the author concludes that external governance mechanism seems to have a limited role in the study region.

In a recent study, Mersland and Strom (2007), use a self-constructed global data set on MFIs spanning 57 countries collected from third-party rating agencies. The authors study the effect of board characteristics, ownership type, competition and regulations on the MFIs outreach to poor clients and its financial performance. They found that split roles of CEO (1) (Chief Executive Officer) The highest individual in command of an organization. Typically the president of the company, the CEO reports to the Chairman of the Board.  Chairman, a female CEO, and competition are an important explanation. Moreover, the authors found that the larger board size decreased the average loan size, while individual guaranteed loan increased it. Finally, they conclude that there is no difference between non-profit organizations and shareholder firms in financial performance and outreach.

The third study was conducted by Cull et al. (2007) looking at MFIs financial performance and outreach as well, with a focus on lending methodology (5), controlling for capital and labour cost as well as institutional features. While using the data from 124 rated MFIs, the authors found that MFIs which focus on providing loans to individuals perform better in terms of profitability. Yet, the fraction of poor borrowers and female borrowers in the loan portfolio of these MFIs is lower than for MFIs which focus on lending to groups. The study suggests also that individual-based MFIs, especially if they grow larger, focus increasingly on wealthier clients, a phenomenon termed as "mission drift". This mission drift does not occur as strongly for the group-based MFIs. However, no governance variables, such as board characteristics or ownership type are taken into consideration.

The limited academic investigation into the link between governance mechanisms and performance of MFIs in terms of outreach and sustainability, and the fact that other governance mechanisms such as the proportion of women in the board remain unexplored justify the importance of a similar study in the Euro-Mediterranean zone, characterized by a very active and quite diverse microfinance industry, that complete former studies.

4. Conceptual framework and working hypothesis

While focusing on the microfinance field, the governance can be defined as the process of guiding an institution to achieve its objectives while protecting its assets. It refers to the mechanisms through which donors, equity, investors, and other providers of funds ensure themselves that their funds will be used according to the intended purposes (Hatarska 2005). The presence of these control mechanisms is crucial either to align the interests of managers and providers of funds since they may have diverting preferences and objectives, or to monitor the performance of managers to ensure that they use their delegated power to generate the highest possible returns for the providers of funds. This notion comes from the agency perspective. It found its origins in the work of Jensen and Meckling (1976) who assimilate as·sim·i·late
1. To consume and incorporate nutrients into the body after digestion.

2. To transform food into living tissue by the process of anabolism.
 the firm to a node of contracts. The explanatory model of the structures of financing and shareholding is founded on the assumption of asymmetry Asymmetry

A lack of equivalence between two things, such as the unequal tax treatment of interest expense and dividend payments.
 of information and conflicts of interests between managers and providers of funds. According to Jensen and Meckling (1976), agency relationship is a contract under which "one or more persons (principal) engage another person (agent) to perform some service on their behalf, which involves delegating some decision-making authority to the agent" (6). In this case the relation of agency will relate the principal (owner) and his agent (manager), this last being engaged to serve the interests of the first. From these relations the concept of agency costs Agency Costs

The costs resulting from an agent performing services for a principal.

Agency costs are generally the commissions earned by agents.
See also: Agency Problem, Agent, Principal

Agency costs
 emanates, costs which result from the potentially opportunist op·por·tun·ist  
One who takes advantage of any opportunity to achieve an end, often with no regard for principles or consequences.

 character of the actors (moral hazard Moral Hazard

The risk that a party to a transaction has not entered into the contract in good faith, has provided misleading information about its assets, liabilities or credit capacity, or has an incentive to take unusual risks in a desperate attempt to earn a profit before the
) and information asymmetry Information asymmetry

Condition that information is known to some, but not all, participants.
 between the contracting parties (adverse selection). These agency costs represent the loss in value compared to an ideal situation where there is no information asymmetry and conflict of interests. According to the theorist the·o·rist  
One who theorizes; a theoretician.

a person who forms theories or who specializes in the theory of a particular subject.
See also: Ideas, Learning

Noun 1.
 of agency, an organisation is considered efficient if it minimises the agency costs. This purpose can be intended through an effective governance mechanism.

According to Keasey et al. (1997), the most important features of an effective governance framework are ownership structure (including institutional and managerial ownership), CEO (manager) and director (board member) remuneration REMUNERATION. Reward; recompense; salary. Dig. 17, 1, 7. , board structure (size and composition), auditing, information disclosure, and the market for corporate control. Usually, research literature related to this field use partial measures. In other words Adv. 1. in other words - otherwise stated; "in other words, we are broke"
put differently
, governance studies treat separately the impact of each variable such as compensation, board size, independence and diversity, and external market forces on firm performance. However, since latest studies (Hermalin and Weisbach 2003) identify the complementarities, and the correlation between these mechanisms, this study will investigate the impact of the majority of these mechanisms excluding ownership due to lack of data on ownership structure.

The most important attribute that distinguishes microfinance institutions from others is what has come to be called its dual mission of balancing a social agenda or social impact with its financial objectives. The MFI combines a social development mission (provision of financial services to the lowest income population possible), with financial objectives that drives the institution to achieve self-sufficiency and thereby accomplish sustained service delivery without dependence on subsidies. These dual objectives (social: outreach, and financial: sustainability) make difficult the study of governance of MFIs, especially with their different types: Non-profit, Non-Governmental Organizations (NGOs), For-profit Microfinance Institutions, Credit Unions. This challenge is surmounted sur·mount  
tr.v. sur·mount·ed, sur·mount·ing, sur·mounts
1. To overcome (an obstacle, for example); conquer.

2. To ascend to the top of; climb.

a. To place something above; top.
 by formulating and testing hypothesis based on insights from the literature on corporate governance, former studies (Hartarska 2005; Mersland and Strom 2007; Cull et al. 2007), governance in banks and in Non-profit organizations, and by estimating the impact of the governance mechanisms on both sustainability and outreach.

4.1. Internal governance mechanisms

The incentives of top management have been characterized as an important mechanism of corporate governance as it ensures the alignment of the management with the shareholders interest (John et al. 2004). In other words, it serves as a mechanism for resolving the conflict of interests between the managers and shareholders. Brick et al. (2006) highlighted that director compensation should also affect performance of a firm. With regard to banking institutions, higher-powered incentives may encourage managers to take higher risks at the expense of depositors, who would suffer if the institution fails; thus, low pay-performance sensitivity is suggested (John, T.A. and John, K. 1993). In fact, it is proved by Adams and Mehran (2003), Houston and James (1995), John and Qian (2003), that pay-performance sensitivity in banking is lower than in other industries.

Since in non-profit firm there is a growing problem of informational asymmetry between clients and managers (i.e., managers possess much crucial information about the product), it seems that the fixed management salaries is the best choice for mission-driven organizations (Easley and O'Hara 1998). With the fixed salaries, the managers, indifferent between telling the truth or lying, will find it to their benefit to tell the truth. Therefore, if the client and donors find the information provided by non-profit managers more credible, the firm will be better-funded and better-performed.

Hypothesis 1. MFIs whose manager receives a fixed salary will not perform worse than MFIs whose managers receive performance based remuneration.

Most guidelines guidelines, a set of standards, criteria, or specifications to be used or followed in the performance of certain tasks.
 recognize that the board of directors is the focal point focal point
See focus.
 for corporate governance. The composition and structure of the board have a direct bearing on corporate governance. Board of directors is designated for the purpose of ensuring the alignment of the firm activities with its specified objectives. The board has the duty for making sure that the top managers are behaving in a way that will provide the optimal value for shareholders (Coles et al. 2001).

There is a view that larger boards are better for corporate performance because they have a range of expertise to help to make better decisions, and are harder for a powerful CEO to dominate. However, recent thinking has leaned towards smaller boards. Jensen (1993), Lipton and Lorsch (1992) argue that large boards are less effective and are easier for a CEO to control. When the board gets too big, it becomes difficult to co-ordinate and process problems. Smaller boards also reduce the possibility of free riding by individual directors, and increase their decision taking processes. Empirical research Noun 1. empirical research - an empirical search for knowledge
inquiry, research, enquiry - a search for knowledge; "their pottery deserves more research than it has received"
 supports this. For example, Yermack (1996) documents that for large U.S. industrial corporations, the market values firms with smaller boards more highly. Eisenberg et al. (1998) also find negative correlation Noun 1. negative correlation - a correlation in which large values of one variable are associated with small values of the other; the correlation coefficient is between 0 and -1
indirect correlation
 between the board size and profitability when using a sample of small and mid-size Finnish firms. In Ghana, it has been identified that small board size enhances the performance of MFIs (Kyereboah-Coleman and Biekpe 2005). Mak and Yuanto (2003) echo the above findings in firms listed in Singapore and Malaysia when they found that firm valuation is highest when the board has five directors, a number considered relatively small in those markets. In a Nigerian study, Sanda et al. (2003) found that, firm performance is positively related with small, as opposed to large boards.

Hypothesis 2. Board size should have an inverse (mathematics) inverse - Given a function, f : D -> C, a function g : C -> D is called a left inverse for f if for all d in D, g (f d) = d and a right inverse if, for all c in C, f (g c) = c and an inverse if both conditions hold.  correlation with MFIs performance

The third common monitoring mechanism advocated by the agency perspective is the board composed of a majority of independent directors. These non-executive or "outside" directors are believed to provide superior benefits to the firm as a result of their independence from firm management. Under this organizational design, conflicts of interest can be avoided and executive leaders can be evaluated more objectively.

The literature suggested that increases in the proportion of outside directors on the board should increase firm performance as they are more effective monitors of managers (Adams and Mehran 2003). The proportion of the outside directors can be measured in terms of the ratio of outside directors to board size. The positive aspect of having board independence was evidenced in the study by Byrd et al. 2001, that highlighted the survival of firms in the thrift thrift: see leadwort.  crisis due to greater proportion of independent directors on the board. Kyereboah-Coleman and Biekpe (2005) also found a positive relationship between the proportion of outside board members and performance of MFIs in Ghana.

Hypothesis 3. MFIs performance will be affected positively by the proportion of non-affiliated outsiders on the board.

Corporate governance literature argues that board diversity in terms of women and minority representation is potentially positively related to firm performance. Board diversity promotes a better understanding of the marketplace, increases creativity and innovation, produces more effective problem solving problem solving

Process involved in finding a solution to a problem. Many animals routinely solve problems of locomotion, food finding, and shelter through trial and error.
, enhances the effectiveness of corporate leadership, and promotes effective global relationships (Robinson and Dechant 1997). Fondas and Sassalos (2000) argue that diversity in board composition via greater female representation will lead to improved board governance and top management control. In microfinance, the study of Kyereboah-Coleman (2006) shows that having women in CEOs on MFI boards enhance performance, and also the more women there are on the board, the better the performance. Furthermore, having a high fraction of women in the board would help the MFI understand its customers better so as to separate the good risk from the bad (Mersland and Strom, 2007).

Hypothesis 4. Board diversification and the presence of women will lead to a better performance of MFI.

Another principle of effective bank supervision is effective internal audit. Internal audit helps to identify problem areas and to avoid major collapse. The internal board auditor provides independent, objective assessment of the appropriateness of the organization's internal governance structure and the operating effectiveness of specific governance activities. Reporting of all internal audit reports in the accurate and timely manner is essential for evaluation of the institution's status and need for any change in strategy. Policy papers for MFIs stress the importance of internal audit and recommend that the internal auditor Internal auditor

An employee of a company who analyzes the company's accounting records to that the company is following and complying with all regulations.
 reports directly to the MFI board (Steinwand 2000).

Hypothesis 5. MFI allowing their internal auditors to report directly to the board should show higher financial performance.

4.2. External governance mechanisms

The external governance mechanism can be implemented as a result of the failure or the weakness of internal governance mechanisms. In the microfinance industry donors and creditors are increasingly relying on information from audited financial statement and rating agencies (Hartarska 2005). These external governance mechanisms are an important mechanism that provides depositors, creditors and shareholders with credible assurances that they will refrain from fraudulent activities. In other words, it reduces informational asymmetries between the different stakeholders Stakeholders

All parties that have an interest, financial or otherwise, in a firm-stockholders, creditors, bondholders, employees, customers, management, the community, and the government.
 and the firm (Healy, Palepu 2001).

Audited financial statements are an important tool for the assessment of MFIs by regulators and capital markets. They form an important part of the effective corporate governance. The auditor's role is to provide a disinterested Free from bias, prejudice, or partiality.

A disinterested witness is one who has no interest in the case at bar, or matter in issue, and is legally competent to give testimony.
 and objective view whether the financial statements on the MFI are in line with generally accepted accounting standards. It is a means to ensure potential investors and donors that MFI complies with the accounting practices and managers do not misrepresent mis·rep·re·sent  
tr.v. mis·rep·re·sent·ed, mis·rep·re·sent·ing, mis·rep·re·sents
1. To give an incorrect or misleading representation of.

 financial information.

Hypothesis 6. MFIs with financial statement audited achieve better performance than MFIs without financial statement audited.

According to Hartarska (2005), in the absence of developed equity and debt market, donors and investors rely on independent evaluation of MFIs performance. A MFIs rating reflects a rating agency's opinion of entity's overall creditworthiness Creditworthiness

The condition in which the risk of default on a debt obligation by that entity is deemed low.


Eligibility of an individual or firm to borrow money.
 and its capacity to satisfy its financial obligations. The raters evaluate objectively and independently the corporate governance in MFI and rank it on a relative rating scale that would facilitate comparison. Unlike typical rating agencies that rate the riskiness of issued debt, microfinance rating agencies rate the overall performance of the MFI in terms of outreach and sustainability.

Hypothesis 7. Rating helps MFIs to achieve better results

Many MFIs around the world operating as NGOs have increased their assets, reorganized re·or·gan·ize  
v. re·or·gan·ized, re·or·gan·iz·ing, re·or·gan·iz·es
To organize again or anew.

To undergo or effect changes in organization.
, and transformed into regulated entities that can capture savings deposits Savings deposits

Accounts that pay interest, typically at below-market interest rates, that do not have a specific maturity, and that usually can be withdrawn upon demand.
. A regulated MFI has more chance to earn customer trust, and, by the way, to have a higher financial performance. Hence, regulation is crucial for microfinance sector development since it affects MFI performance by changing the internal rule of the organization. It implies the access to an important and low-cost funding source through the right to mobilise n. 1. Mobilize.

Verb 1. mobilise - call to arms; of military personnel
mobilize, rally, call up

send for, call - order, request, or command to come; "She was called into the director's office"; "Call the police!"

 savings. Due to this effect, the MFI wins the opportunity to increase the number of clients, but also to increase average loan amounts for existing borrowers. Moreover, if demands to fulfill regulatory requirements divert attention away from serving the poor, and hold back innovation in lending technology that has been the driving force behind MFIs' ability to serve even poorer borrowers, regulatory involvement will lead to "mission-drift" (Hartarska 2007). Therefore, the effects upon depth and breadth in outreach may be uncertain as well, either upon depth or breadth, or a combination of the two (Mersland, Strom 2007).

Hypothesis 8. Regulation may guide the MFIs to fulfill better sustainability, but not to achieve better outreach.

5. Data and methodological issues

Data for this study are obtained from various sources. The major part comes from the survey conducted by the author in 2006 in order to test the efficiency of microfinance institutions in Mediterranean (Bassem 2008). The performance variables and some governance variables are also obtained from the annual financial reports of the microfinance institutions collected from Microfinance Information Exchange (MIX), a nongovernmental organization nongovernmental organization (NGO)

Organization that is not part of any government. A key distinction is between not-for-profit groups and for-profit corporations; the vast majority of NGOs are not-for-profit.
 whose object is to promote the exchange of information on the microfinance sector around the world (7). All this information is updated and completed by a questionnaire dealing fundamentally with detailed questions on governance addressed to the MFIs in the region. The response rate was 58% with 40 institutions.

A special questionnaire was also addressed to the Mediterranean microfinance institutions that don't figure in the MIX MARKET data base. The response rate for these MFIs was weak and near 20%, with four institutions. Due to missing data, only two institutions are taken into account. The final sample comprises 42 institutions working in 21 countries. Our sample is quite representative of the Mediterranean microfinance industry as well as of the governance mechanisms and the performance of MFIs in the region.

Following Hartarska (2005) works, our empirical model used to test the hypotheses includes five major potential groups of determinants and takes the form:

[P.sub.ijt] = [[alpha].sub.0] + [[beta].sub.1][S.sub.ijt] + [[beta].sub.2][M.sub.ijt] + [[beta].sub.3][B.sub.ijt] + [[beta].sub.4][EG.sub.ijt-1] + [[beta].sub.5][M.sub.jt] + [[epsilon].sub.ijt],

where [P.sub.ijt] is a performance variable for MFI i, in country j, at time t; [S.sub.ijt] are MFI specific variables; [M.sub.ijt] are management specific variables; [B.sub.ijt] are board-specific variables, [EG.sub.ijt-1] are external governance mechanisms; and [MI.sub.jt] are the country-specific macroeconomic mac·ro·ec·o·nom·ics  
n. (used with a sing. verb)
The study of the overall aspects and workings of a national economy, such as income, output, and the interrelationship among diverse economic sectors.
 variables. It is crucial to mention at this level that our choice of a single-equation model is supported by the hypothesis that various governance mechanisms are endogenously en·dog·e·nous  
1. Produced or growing from within.

2. Originating or produced within an organism, tissue, or cell: endogenous secretions.
 determined is not always supported by empirical evidence (8).

Since MFIs are special institutions having a dual mission, their performance is measured in terms of outreach and sustainability (Table 1). Outreach is measured in breath and depth. Breath of outreach (NAB) is the logarithm logarithm (lŏg`ərĭthəm) [Gr.,=relation number], number associated with a positive number, being the power to which a third number, called the base, must be raised in order to obtain the given positive number.  of active borrowers, depth of outreach (DEPTH (9)) is the average loan size on GDP GDP (guanosine diphosphate): see guanine.  per capita [Latin, By the heads or polls.] A term used in the Descent and Distribution of the estate of one who dies without a will. It means to share and share alike according to the number of individuals. . Sustainability is measured by return on assets Return on assets (ROA)

Indicator of profitability. Determined by dividing net income for the past 12 months by total average assets. Result is shown as a percentage. ROA can be decomposed into return on sales (net income/sales) multiplied by asset utilization (sales/assets).
 (ROA) which is a standard finance literature measure of performance, and by operational self-sufficiency (OSS Oss (ôs), city (1994 pop. 62,141), North Brabant prov., S Netherlands; chartered 1399. It is a significant industrial center. Manufactures include meat products, chemicals, pharmaceuticals, electrical equipment, and metalware. ). This variable measures how well the MFI can cover its costs through operating revenues.

MFI specific variables ([S.sub.ijt]) are: MFI size measured by the logarithm of total assets; MFI age measured in years since commencement, and MFI type measured by three dummies (NGO, Non-bank Financial Institution, and bank). Since further studies (Navajas et al. 2003) show that the type of lending methodology used influences the success of these organizations, our study includes a variable Individual which is a dummy Sham; make-believe; pretended; imitation. Person who serves in place of another, or who serves until the proper person is named or available to take his place (e.g., dummy corporate directors; dummy owners of real estate).  that takes the value of one if the MFI used individual lending technology.

Variables built-in [M.sub.ijt] (Table 2) are: Fixed-wage, which is a dummy for pay not based on performance, Experience that is used as proxy for the manger's quality and is measured by the years of work experience. The board-specific variables [B.sub.ijt] contain: Board-size, measured by the number of board members; Independent, measured as the proportion of non-affiliated board members; Women, measured as the proportion of women on the board; Internal Board Auditor is a dummy variable This article is not about "dummy variables" as that term is usually understood in mathematics. See free variables and bound variables.

In regression analysis, a dummy variable
 that takes the value of one if there was an internal auditor with direct access to the board.

The variables included in [EG.sub.ijt-1] are: Regulation, which is a dummy that takes the value of one if the MFI was supervised by the central bank or other bank supervisory agency; Rated is a variable that indicates whether the MFI was subject to independent evaluation or rating by an outside organization; Audited is a dummy that also takes the value of one if there was an audited financial statement in the year t-1.

Since MFIs are issued from north and south of the Mediterranean, the dissimilarity in economic conditions across countries are controlled by the size of the economy (Economy size), measured by the logarithm of a country's GDP, and by the average inflation rate (Inflation), measured by the average consumer price index. These variables are issued from the World Bank Development Indicators. We wanted also to build a variable that would take account of the institutional differences between countries but we did not find an adequate measure.

The descriptive statistics descriptive statistics

see statistics.
 for this study are shown in Table 3. Notably, we have complete records of data for only 42 institutions. The performances of Microfinance Institutions are widely spread. On average, the MFIs recorded a return on assets of 5,935%. While the minimum was--7.58%, the maximum performance was 33% indicating a widely spread performance. Similarly, the studied MFIs have on average an Operational Self-Sufficiency of 85.41% with respectively a minimum and a maximum of 20.345% and 143.33%. With regard to the DEPTH, the average value of relatively weak 220 indicate that the poor borrowers are very well served.

On average, the MFIs managers have 8.4 years of experience and 82.4% of these managers are receiving a Fixed-wage. On average, 5 persons serve on the board of an MFI and a standard deviation of 3,32 coupled with a maximum board size of 16 members and a minimum board size of 4 members suggest that these boards are widely dispersed dis·perse  
v. dis·persed, dis·pers·ing, dis·pers·es
a. To drive off or scatter in different directions: The police dispersed the crowd.

. The unaffiliated directors represent on average 45% of the board members. The descriptive statistics also indicate that on average 39% of all boards are made up of women.

In our sample, around half of the MFIs have an internal auditor reporting directly to the board. Moreover, 81% of the MFIs studied have their financial statement audited and 37% of the MFIs forming the sample are rated. The result also shows that 42% of the institutions are regulated, and the individual lending technology constitutes 73% of the cases. The average age standing for the MFI is about 3 years. The NGOs represent 59% of our sample, however, the NBFI and Bank represent respectively 17% and 9% of the sample. Finally, the average inflation rate in all the countries subject to the study is about 16%.

6. Discussion of findings

As shown in Table 4 dealing with the estimation of the impact on sustainability and outreach, our first hypothesis stipulating that the remuneration system (performance-based compensation or fixed salary) is confirmed. The coefficient of Fixed-wage is not significant in any of the specifications. This result confirms former findings, such as Hartarska (2005) and can be attributed to the fact that MFIs managers may have not reacted to performance-based compensation offered during the study period.

Managerial qualifications as shown by the positive and significant sign of Experience in the OSS and NAB regressions as well as the enviable en·vi·a·ble  
So desirable as to arouse envy: "the enviable English quality of being able to be mute without unrest" Henry James.
 negative and significant coefficient in the DEPTH indicate that the acquired experience allows MFIs managers to reach poor borrowers and produce better sustainability.

Board size is rather positively related to ROA, OSS, and NAB suggesting to the contrary that MFIs with larger boards seem to do better. The results reduplicate re·du·pli·cate  
v. re·du·pli·cat·ed, re·du·pli·cat·ing, re·du·pli·cates
1. To repeat over and again; redouble.

2. Linguistics
 our second hypothesis and confirm studies that support the view that larger boards are better for corporate performance since members have a range of expertise to help to make better decision, and are harder for powerful CEO to dominate. This is in sharp contrast to finding by Jensen (1993), Lipton and Lorsch (1992), Eisenberg et al. (1998), Sanda et al. (2003); however, it confirms the finding of Kyereboah-Coleman (2006). An important result of this study is the support for the third hypothesis that MFIs with a higher proportion of unaffiliated directors had better sustainability (ROA & OSS) and also reach poor borrowers. This result confirms previous works: Hartarska (2005), and indicates that MFIs can also benefit from more independent boards.

The results of the study confirm partially the fourth hypothesis and show that board diversity (higher proportion of women) improves social performance. This is consistent with recent thinking and discussions which point to the fact that governance reforms have been geared towards the importance of gender diversity, especially in the boardroom, and that the issue of gender diversity is central and could enhance board effectiveness by tapping broader talent pools for their directors resulting in the more diverse board having better relations with other stakeholders such as customers, suppliers, and employees (Ellis, Keys 2003) which inevitably translate into performance and firm value (Kyereboah-Coleman 2006).

Our fifth hypothesis is not confirmed by the empirical results. Although the internal auditor reporting to the board is the way to reach board governance with information relative to internal firm governance, the results indicate that the internal board editor seems not to have any significant influence on MFIs performance. A similar result was found by Mersland and Strom (2007).

Although microfinance rating agencies rate the overall performance of the MFIs in terms of outreach and sustainability, the empirical results show that this variable does not have any significant influence on MFIs performance. In addition, the study reveals that MFIs having their financial statement audited achieve better sustainability. These MFIs comply with accounting practices and are able to reach higher levels of financial performance.

Regulated MFIs do not reach more borrowers but according to the results in Table 4, have significant and positive ROA & OSS. Although this result is diverse from past studies which did not find any relation between these two dimensions: Mersland and Strom (2007), or found a weak relation: Hartarska (2005), it brings the evidence that regulation may assure customers that they are treated fairly and this could lead to more business and better financial performance.

Results indicate that the lending technology improves considerably the financial performance of the MFIs. This result can be attributed to the fact that the cost argument is more important than the repayment argument for group lending or village bank. The supposed efficiency in group lending does not hold in Mersland and Strom (2007). From another point of view, it can be justified by the new tendency toward the individual microlending mi·cro·lend·ing  
See microcredit.
 (Armendariz de Aghion, Morduch 2005), since this methodology becomes highly recommended (Armendariz de Aghion, Morduch 2000). This study confirms well the study of Cull et al. (2007).

In conformity with the theory and former studies such as Kyereboah-Coleman (2006), the age of the firm as proxy for reputation impacts positively on performance likewise the size of the MFI. Expectedly, the size of MFI has a significant positive impact on performance. This may be due to the fact that a large firm has the ability to accommodate risk and to enhance productivity through diversification of products and services. The study shows that NGOs are more efficient than NBFI and show better social performance by reaching the poor. It becomes clear that NGOs are more consistent with their social mission than with their financial performance. The results reveal also the significance of controlling for crosscountry differences. The level of inflation affects negatively the sustainability of MFIs. Comparable results were found by Hartarska (2005), in Central and Eastern Europe The term "Central and Eastern Europe" came into wide spread use, replacing "Eastern bloc", to describe former Communist countries in Europe, after the collapse of the Iron Curtain in 1989/90.  and the Newly Independent States New·ly Independent States  
Abbr. NIS
The countries that until 1991 were constituent republics of the USSR, including Armenia, Azerbaijan, Belarus, Georgia, Kazakhstan, Kyrgyzstan, Moldova, Tajikistan, Turkmenistan, Ukraine, and Uzbekistan.
. Finally, the study suggests that the economy of big size affects outreach.

7. Conclusions and recommendations

This paper tests empirically the relationship between corporate governance and Euro-Mediterranean MFIs performance in terms of outreach and sustainability. While using data from a self-conducted survey as well as from the annual financial reports and from the Mix Market, the study examines the impact of management remuneration, board independence and diversity, internal auditor reporting directly to the board, external governance mechanisms of control, and MFIs and countries' specifications. Results indicate that not all known governance mechanisms affect performance and in addition, different factors have the differential effect on outreach and sustainability.

The study shows that explicit and implicit incentives schemes such as compensation, perks perk 1  
v. perked, perk·ing, perks

1. To stick up or jut out: dogs' ears that perk.

2. To carry oneself in a lively and jaunty manner.
, etc. become less powerful and less able to motivate managers (Dewatripont, Tirole 1994). Results also show that larger boards are better for MFIs performance since members have a range of expertise to help to make better decision and are harder for powerful CEO to dominate. Moreover, the study reveals that microfinance boards with larger proportions of unaffiliated directors achieve better results. Thus, independence of the microfinance board should be encouraged.

The fundamental result of this study is that board diversity (higher proportion of women) enhances performance and again the more women there are on the board, the better the performance. Thus board diversity is paramount for enhanced performance of microfinance institution.

Having financial statement audited, and being rated by international agencies is synonym synonym (sĭn`ənĭm) [Gr.,=having the same name], word having a meaning that is the same as or very similar to the meaning of another word of the same language. Some are alike in some meanings only, as live and dwell.  to a better financial performance. It seems that external governance mechanisms help MFIs to reach their financial performance. This study allows us to distinguish other factors leading also to a better sustainability such as Regulation and the use of individual lending methodology. However, the MFIs type (NGO) seems to be more consistent with their social mission than with their financial performance. The microfinance institutions characteristics such as age and size affect positively the performance, nevertheless, the level of inflation has a negative impact on the sustainability of MFIs.

Although this study brings some clarifications on the link between the governance mechanisms and performance in microfinance, several governance mechanisms remain unexplored such as CEO duality, graduate board members, international directors, ownership structure. Thus, it seems relevant to conduct more studies in order to learn more about the impact of these governance mechanisms on outreach and sustainability of MFIs not only in the Euro-Mediterranean countries but also in other parts of the world.

Received 18 June 2007; accepted 10 September 2008


Adams, R.; Mehran, H. 2003. Is bank holding company governance different? Economic Policy Review 9(1): 123-142.

Almendariaz de Aghion, B.; Morduch, J. 2000. Microfinance beyond group lending, Economics of Transition 8(2): 401-420.

Armendariz de Aghion, B.; Morduch, J. 2005. The economics of microfinance. Cambridge: MIT MIT - Massachusetts Institute of Technology  Press.

Bassem, Ben Soltane 2008. Efficiency of microfinance institutions in Mediterranean: An application of DEA, Transition Studies Review 15(2): 343-354.

Brick, I. E.; Palmon, O.; Wald, J. K. 2006. CEO compensation, director compensation, and firm performance: Evidence of cronyism Cronyism
Tammany Hall

Manhattan Democratic political circle notorious for spoils system approach. [Am. Hist.: Jameson, 492]
? Journal of Corporate Finance 12(3): 403-423.

Byrd, J.; Fraser, D.; Lee, D.; Williams, T. 2001. Financial crises, natural selection and governance structure: Evidence from the thrift crisis. Working paper, Texas A&M University.

Campion, A. 1998. Current governance practices of microfinance institutions. Washington, DC: The Microfinance Network.

CGAP. 2006. Good practice guidelines practice guidelines Medical practice A set of recommendations for Pt management that identifies a specific or range of range of management strategies. See Peer review organization, Practice standards. Cf 'Cookbook' medicine.  for funders of Micro Finance. Available from Internet: <>.

Coles, J. W.; Mc Williams, V. B.; Sen, N. 2001. An examination of the relationship of governance mechanisms to performance, Journal of Management 27(1): 23-50.

Cull, R.; Demiguc-Kunt, A.; Morduch, J. 2007. Financial performance and outreach: A global analysis of lending microbanks, Economic Journal 117(517):107-133.

Dewatripont, M.; Tirole, J. 1994. A theory of debt and equity, diversity of securities and manager-shareholder congruence con·gru·ence  
a. Agreement, harmony, conformity, or correspondence.

b. An instance of this: "What an extraordinary congruence of genius and era" 
, Quarterly Journal of Economics The Quarterly Journal of Economics, or QJE, is an economics journal published by the Massachusetts Institute of Technology and edited at Harvard University's Department of Economics. Its current editors are Robert J. Barro, Edward L. Glaeser and Lawrence F. Katz.  109: 1027-1054.

Easley, D.; O'Hara, M. 1988. Optimal non-profit firms, in Rose-Ackerman, S. (Ed.). Economics of Non-Profit Institutions. New York New York, state, United States
New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
: Oxford University Press.

Eisenberg, T.; Sundgren, S.; Wells, M. 1998. Larger board size and decreasing firm value in small firms, Journal of Financial Economics 48: 35-54.

Ellis, K. M.; Keys, P. Y. 2003. Stock returns and promotion of workforce diversity. Working Paper, University of Delaware [3] The student body at the University of Delaware is largely an undergraduate population. Delaware students have a great deal of access to work and internship opportunities. .

Fondas, N.; Sassalos, S. 2000. A different voice in the boardroom: How the presence of women directors affects board influence over management, Global Focus 12: 13-22.

Hartarska, V.; Nadolnyak, D. 2007. Do regulated microfinance institutions achieve better sustainability and outreach? Cross-country evidence, Applied Economics 39(10/12): 1207-1222.

Hartarska, V. 2005. Governance and performance of microfinance organizations in Central and Eastern Europe and the newly independent states, World Development (33): 1627-1643.

Healy, P.; Palepu, K. 2001. Information asymmetry, corporate disclosure, and the capital markets: a review of the empirical disclosure literature, Journal of Accounting and Economics 31: 405-440.

Helms, B. 2006. Access for all: Building inclusive financial systems. Washington: CGAP.

Hermalin, B. E.; Weisbach, M. S. 2003. Board of directors as an endogenously determined institution: a survey of the economic literature, Economic Policy Review 9(1): 7-20.

Houston, J.; James, C. 1995. CEO compensation and bank risk: is compensation in banking structured to promote risk taking? Journal of Monetary Economics 36: 405-431.

Jensen, M. 1993. The modern industrial revolution, exit, and the failure of internal control system, Journal of Finance 48(3): 831-880.

Jensen, M. C.; Meckling, W. H. 1976. Theory of the firm: managerial behaviour, agency costs, and ownership structure, Journal of Financial Economics 3: 305-350.

John, K.; Qian, Y. 2003. Incentive features in CEO compensation in the banking industry, Economic Policy Review 9(1): 109-121.

John, K.; Mehran, H.; Qian, Y. 2004. Regulation, subordinated debt Subordinated Debt

A loan (or security) that ranks below other loans (or securities) with regard to claims on assets or earnings. Also known as "junior security" or "subordinated loan".
 and incentive features of CEO compensation in the banking industry. Available from Internet:<>.

John, T. A.; John, K. 1993. Top-management compensation and capital structure, Journal of Finance 48(3): 949-974.

Johnson, S.; Malkamaki, M.; Wanjau, K. 2006. Tackling the 'frontiers' of microfinance in global analysis of leading microbanks, Economic Journal 117(517): 107-133.

Keasey, K.; Thompson, S.; Write, M. 1997. Corporate governance: Economic and financial issues. Oxford: Oxford University Press.

Kyereboah-Coleman, A. 2006. Corporate board diversity and performance of microfinance institutions: the effect of gender, Studies in Economics and Econometrics econometrics, technique of economic analysis that expresses economic theory in terms of mathematical relationships and then tests it empirically through statistical research.  30(3): 19-33.

Kyereboah-Coleman, A.; Biekpe, N. 2005. Corporate governance and the performance of microfinance institutions (MFIs) in Ghana. Working paper, UGBS UGBS Universal Gaussian Basis Set , Legon.

Labie, M. 2001. Corporate governance in microfinance organizations: A long and winding road Winding Road is a digital automotive magazine owned by Absolute Multimedia, Inc., of Austin, Texas, which also publishes 'The Absolute Sound' and 'The Perfect Vision.'. It focuses on enthusiast-oriented vehicles along with news covering industry buzz, upcoming events, and more. , Management Decision 39: 296-301.

Ledgerwood, J. 1999. Microfinance handbook: Sustainable banking with the poor: An institutional and financial perspective. Washington, DC: World Bank.

Lipton, M.; Lorsch, J. W. 1992. A modest proposal for improved corporate governance, Business Lawyer 48: 59-77.

Mak, Y. T.; Yuanto, K. 2003. Board size really matters: Further evidence on the negative relationship between board size and firm value, Pacific-Basin Journal 13: 301-318.

McGuire, P. B. 1999. Policy and regulation for sustainable microfinance: Country experiences in Asia, Journal of International Development 1(5): 717-729.

Mersland, R.; Strom, O. 2007. Performance and corporate governance in micro-finance institutions. Available from Internet: <>.

Morduch, J. 2000. The microfinance schism schism, in religion: see heresy; Schism, Great. , World Development 26: 783-790.

Navajas, S.; Conning, J.; Gonzalez-Vega, C. 2003. Lending technologies, competition and consolidation in the market for microfinance in Bolivia, Journal of International Development 15(6): 747-770.

Robinson, G.; Dechant, K. 1997. Building a business case for diversity, Academy of Management Executive 11(3): 21-30.

Rock, R.; Otero, M.; Saltzman, S. 1998. Principles and practices of microfinance governance. Available from Internet:<>.

Sanda, A. U; Mukaila, A. S.; Garba, T. 2003. Corporate governance mechanisms and firm financial performance in Nigeria. Final Report Presented to the Biannual bi·an·nu·al  
1. Happening twice each year; semiannual.

2. Occurring every two years; biennial.

 Research Workshop of the AERC AERC African Economic Research Consortium
AERC Adult Education Research Conference
AERC American Endurance Ride Conference
AERC Alcohol Education and Research Council (UK)
AERC Association of European Rarities Committees
, Nairobi, Kenya, 24-29.

Steinwand, D. 2000. A risk management framework for microfinance institutions. GTZ GTZ Deutsche Gesellschaft für Technische Zusammenarbeit GmbH (German society for technical cooperation)
GTZ Agence Allemande de Coopération Technique (French)
GTZ Gt Zagato
, Financial Systems Development, Eschborn, Germany.

United Nations. 2006. Building inclusive financial sectors for development. Washington: United Nations.

Yermack, D. 1996. Higher market valuation of companies with a small board of directors, Journal of Financial Economics 40(2): 185-221.

DOI (Digital Object Identifier) A method of applying a persistent name to documents, publications and other resources on the Internet rather than using a URL, which can change over time. : 10.3846/1611-1699.2009.10.31-43

(1) Microfinance Institutions

(2) Non-Governmental Organisation

(3) Non-Financial Bank Institution

(4) This figure quotes the most famous MFIs in the Mediterranean region.

(5) Lending methodology refers to the way loans are given. Individual loans, group loans, and village banks (which are bigger groups that often have wider objectives than to serve as a guarantee mechanism only) are the categories used.

(6) Jensen, M. C.; Meckling, W. H. 1976. Theory of the firm: managerial behaviour, agency costs, and ownership structure, Journal of Financial Economics 3: 305-350.

(7) Informations on the MIX are available on the Web site The data bases on the MFIs are accessible by the mix-market, an online data base accessible from the MIX site. Mix Market, known formerly under the name of "Virtual Market of Microfinance" was initiated jointly by the UNCTAD UNCTAD United Nations Conference on Trade & Development  and the Government of Luxembourg. In 2001, it was taken in charge by the Consultative Group to Assist the Poor (CGAP), a consortium of backers which works for the development of Microfinance in the world.

(8) Although the properties of the Hausman test The Hausman test is a test in econometrics named after Jerry Hausman. The test evaluates the significance of an estimators versus an alternative estimator.

If the linear model
 for endogeneity are not well understood in small samples, this test does not indicate that the individual governance mechanisms are endogenous endogenous /en·dog·e·nous/ (en-doj´e-nus) produced within or caused by factors within the organism.

1. Originating or produced within an organism, tissue, or cell.
 (Wooldridge 2002).

(9) The higher the value of DEPTH, the less poor clients are being served. Therefore from a poverty-alleviation perspective, a smaller value of this variable is preferred.

Ben Soltane Bassem

Sfax University, Road of the airport km 4--BP no 1088--3018 Sfax, Tunisia E-mail:
Table 1. Definitions of dependent variables used in analyses

Variable                    Explanation

Social Performance:

NAB                         Logarithm of the number
                            of current borrowers

DEPTH                       The average loan size on
                            GDP per capita

Financial Performance:

ROA                         Return On Assets

OSS                         Operational Self-Sufficiency

Table 2. Definitions of independent variables used in analyses

Variable          Explanation

Fixed-wage        A dummy being one if the manager receives a fixed
Experience        The number of years of experience of the manager
Board-size        Number of board members
Independent       The proportion of voting board members who do not
                    have an affiliation with any of the stakeholders
                    of the MFI
Women             The proportion of the women on the board
Internal board    A dummy being one if internal board auditor
  auditor           reports directly to the board
Audited           A dummy that equals one if the financial statement
                    reports directly to the board
Rated             A dummy that equals one if the MFI is rated by a
                    specialized MFI rating agency and zero otherwise
Regulation        A dummy being one if the MFI is regulated by
                    banking authorities
Individual        A dummy that equals one if the MFI used individual
                    lending methodology and zero otherwise
MFI age           Number of years since the commencement
MFI size          Logarithm of the total assets of the MFI
NGO               The MFI is an NGO
NBFI              The MFI is an non-financial bank institution
Bank              The MFI is an bank
Inflation         Average annualized consumer price index
Economy size      Logarithm of total GDP (Gross Domestic Product of
                    the country) for the year t

Table 3. Descriptive statistics (N = 42)

Variable                    Mean      Deviation

ROA                        5.935        23.12
OSS                        85.41         63.2
NAB                        8.238        45.11
DEPTH                       220          143
Fixed-wage                 0.824        0.578
Experience                  8.4         16.12
Board-size                  5.82         3.32
Independent                0.457        0.245
Women                      0.398        0.367
Internal board auditor     0.478        0.532
Audited                    0.812        0.634
Rated                      0.376        0.512
Regulation                 0.423        0.675
Individual                 0.732        0.479
MFI age                    3.254        2.349
MFI size                   17.634       2.115
NGO                        0.598        0.463
NBFI                       0.178        0.234
Bank                       0.098        0.127
Inflation                  0.164        0.254
Economy size               19.34        2.278

Variable                    Min          Max

ROA                        -7.58          33
OSS                        20.345       143.33
NAB                         2.34        45.23
DEPTH                       111          654
Fixed-wage                   0            1
Experience                   2            11
Board-size                   4            16
Independent                  0          0.213
Women                        0          0.453
Internal board auditor       0            1
Audited                      0            1
Rated                        0            1
Regulation                   0            1
Individual                   0            1
MFI age                      4            17
MFI size                   7.311        23.546
NGO                          --           --
NBFI                         --           --
Bank                         --           --
Inflation                  0.023        0.328
Economy size               12.432       34.897

Source: Authors' estimates

Table 4. Regression Results of sustainability and outreach


                             ROA             OSS

Fixed-wage                   2.76            1.38
                            (0.23)          (1.02)
Experience                   0.09            1.528
                            (0.044)         (9.72) ***
Board-size                   0.1927          0.1923
                            (4.23) **       (4.23) **
Independent                  0.081           0.044 **
                            (2.21) **       (1.54)
Women                        0.234           0.081
                            (2.18)          (3.18)
Internal board auditor       0.94            0.061
                            (1.21)          (0.42)
Audit                        1.919 ***       0.006 **
                            (0.203)         (0.009)
Rating                       0.006           0.033
                            (0.009)         (0.132)
Regulation                   0.776 ***       0.002 **
                            (0.161)         (0.013)
Individual                   0.348 ***       0.009
                            (0.075)         (0.143)
MFI age                      0.174 **        0.168 **
                            (0.152)         (0.072)
MFI size                     0.033 *         0,234 **
                            (0.132)         (4.32)
NGO                         -0.001          -0.109
                            (0.004)         (0.084)
NBFI                         0.059           0.417
                            (0.013)         (0.187)
Bank                         0.19            0.271
                            (0.124)         (0.238)
Inflation                   -0.196 **       -0.020 **
                            (0.025)         (0.009)
Economy size                -0.028           0.148
                            (0.008)         (0.172)
Constant                    -3.2708 **      -3.2268 **
                           (-3.33)         (-3.31)
Number of observations        42              42
World Statistics            79.23           83.34
Log pseudo-likelihood     -168.93505      -146.57205
Pseudo R2                     42              42


                             NAB          DEPTH

Fixed-wage                 -0.157         -0.356
                          (-0.47)        (-0.36)
Experience                  0.064         -0.024
                           (2.65) ***     (3.22) ***
Board-size                  0.079         -0.028
                           (2.74) ***     (0.61)
Independent                 1.528         -0.029
                            0.034         (1.93) *
Women                       1.224 **      -0.567 **
                           (0,09)         (1.11)
Internal board auditor      2.34           0.34
                           (2.43)         (0.09)
Audit                       0.003         -0.182
                           (0.002)        (0.187)
Rating                      0.138         -0.212
                           (0.071)        (0.192)
Regulation                 -0.013          0.008
                           (0.054)        (0.013)
Individual                  0.024         -0.061
                           (0.055)        (0.055)
MFI age                     0.002 ***     -0.018 **
                           (0.013)        (0.137)
MFI size                    0.012 **      -0.125 *
                           (0.13)         (0.432)
NGO                         0.003 **      -0.003 ***
                           (0.005)        (0.005)
NBFI                        0.003         -0.278
                           (0.009)        (0.162)
Bank                        0.102          0.023
                           (0.076)        (0.301)
Inflation                 -11.915         -0.306
                           (1.814)        (0.059)
Economy size                0.007 **      -0.006 **
                           (0.002)        (0.002)
Constant                    0.2789         0.2962 **
                           (2.11)         (2.09)
Number of observations        42             42
World Statistics           92.12          89.37
Log pseudo-likelihood     -123.87643     -178.34896
Pseudo R2                     42             42

Absolute value of t-statistics in parentheses

* Significant at 10% level, ** Significant at 5% level,
*** Significant at 1% level
COPYRIGHT 2009 Vilnius Gediminas Technical University
No portion of this article can be reproduced without the express written permission from the copyright holder.
Copyright 2009 Gale, Cengage Learning. All rights reserved.

 Reader Opinion




Article Details
Printer friendly Cite/link Email Feedback
Author:Bassem, Ben Soltane
Publication:Journal of Business Economics and Management
Article Type:Report
Date:Mar 1, 2009
Previous Article:An analysis of the determinants of foreign direct investment in Turkey: the role of the institutional context.
Next Article:Application of logistic models for stock market bubbles analysis.

Terms of use | Copyright © 2014 Farlex, Inc. | Feedback | For webmasters