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Marketplace Lending: A Maturing Market Means New Partner Models, Business OpportunitiesTo maintain their impressive growth, marketplace lending platforms should focus on providing greater security for investments and transactions, venture into areas such as remittances, and set up viable partnerships with traditional banks and financial institutions.
cognizant reports | July 2014
• Cognizant Reports
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Executive SummarySince the early 1990s, when the Internet and online commerce began to take shape, peer-to-peer (P2P) transactional systems have contin-ued to evolve. Much like the Internet, they have morphed from highly centralized, static online platforms to widely distributed, autonomous systems that span the spectrum — from B2B and B2C commerce (Amazon.com), to legal deal-ings (compliance and reporting, loans) to music (Napster) and online auction platforms such as eBay. Needless to say, these pioneers have radically changed how businesses and consumers act, interact, buy, sell and service over the Net.
In the financial services industry, P2P first emer-ged in 2005 – focusing on lending and borrowing. P2P lending platforms, also known as market-place lending platforms, offered an alternative to traditional banking and payment systems, since they cater to the underserved with services like consumer lending, student loans, real estate and small-business lending markets. While these online providers create a marketplace for lend-ers and borrowers, lenders expect a higher rate of return on their investments compared with simple transactions such as bank deposits. Borro-wers who are unable to qualify for loans from banks turn to these alternatives to obtain credit — possibly at a lower interest rate than they would have received from their bank, based on their respective credit profiles.
Traditional banks, which until recently remained confident about their ever-increasing spreads, are now paying close attention to these previ-ously unconventional platforms. Lending Club and Prosper, the two largest marketplace lend-ers in the U.S., issued US$2.4 billion in loans in 2013. In 2012, they issued US$871 million in loans.1 These figures point to the impressive growth of marketplace lenders. The apparent success of this approach is now prompting banks to enter into partnerships with digital lending marketplaces. Other financial institutions and institutional investors are also actively investing in market-place lending platforms to realize better returns and diversify the risk profile of their portfolios.
However, to realize the potential of this opportu-nity (estimated to reach US$1 trillion by 2025),2 marketplace lending platforms need to better comprehend the choices and preferences of their target users by analyzing the mas-sive quantities of data in the digital market.
They also need to understand the types of loans that borrowers/lenders are interested in, as well as the factors driving default rates.
To deepen our understanding of marketplace lending dynamics, we conducted a detailed study in the U.S. — surveying both borrowers and lenders across a wide array of marketplace lending com-panies, age groups and income categories. The survey was conducted online among a nationally representative sample of approximately 11,000 U.S. consumers — roughly 701 of whom are market-place lenders or borrowers — during February and March of 2014 (see our detailed methodology on page 15). Our goal was to capture emerging trends, as well as the current and future needs of lend-ers and borrowers, to help organizations increase the uptake of marketplace lending services.
The study identified distinct sets of financial and social characteristics of borrowers. These attri-butes can serve as a benchmark when making lending decisions.
From our findings, we recommend that market-place lending companies focus on vehicle and small business loans, and provide more options for lenders to analyze loans. They should consider both financial and social factors while categorizing loans. Marketplace lending busi-nesses should also partner with banks to leverage those institutions’ large branch networks.
Taking the Pulse of Marketplace Lending: Key FindingsOur research also revealed the key challenges that marketplace lending companies should address, as well as features and functions that must be developed to create a more prosperous, more mutually beneficial marketplace:
• Marketplace lenders:
» Believe that lending through marketplace platforms is risky, but are attracted by the solid rate of returns, which range from 7% to 24% per annum.
» Would be willing to lend more often if they were provided with options such as imme-diate liquidity of funded loans, securing a part of the principal through insurance, updates on the borrower’s repayment track record and, importantly, if the marketplace platform was allied with traditional banks.
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» Desire provisions for bad debts and legal action against defaulters.
» Are willing to extend domestic money transfer/international remittance based on the borrower’s credit scores or per-sonal guarantee. They believe that the receiver of the money will repay the loan. This can be a potential business model for cross-border remittance companies.
• Marketplace borrowers:
» Seek lower interest rates compared with banks, the opportunity to obtain loans despite a poor credit rating, and a quick and easy approval process.
» Need physical branches and opportu-nities for enhancing interactions with lenders through the digital platform.
The Current State of Marketplace Lending
such as eBay’s role in creating a so-called “per-fect marketplace” where all parties operate on equal footing by negotiating mutually acceptable terms and conditions. As such, online auctions have emerged as an effective “market mecha-nism” for arriving at the correct value of an item.
Like its P2P predecessors, marketplace lending bypasses the traditional intermediary — the bank — by directly connecting borrowers with lenders through digital platforms. The focus is primarily on small loans, such as those related to credit card debt. Marketplace lending platforms typi-cally use proprietary algorithms to assess risk, creditworthiness and interest rates.
These platforms have emerged to address latent market demand for loans from borrowers who are creditworthy but unable to qualify for loans from traditional banks – the reasons being as varied as relatively low FICO scores, no current income, and banks’ outdated credit scoring models. Interest in marketplace services has also been fueled by lend-ers looking for more attractive returns on their
Marketplace Lending: Market Composition
Figure 1
Response Base: 701
N=701
Borrowers39%
Lenders37%24%
Marketplace Lending’s Initial Headwinds
The early days of marketplace lending were marked by turbulence. In 2008, the Securities and Exchange Commission (SEC) sent a cease and desist letter to Prosper for selling unregistered securities. This led to a legal precedent that specifies that marketplace loans must be registered securities. As a result, numerous marketplace lending companies shut down.
Loanio is a case in point. The business worked on obtaining SEC registration after setting up just seven loans. All the loans defaulted, and Loanio was unable to obtain any venture capital.3 Compliance with SEC regulations is a costly affair. For example, Prosper is spending US$1million annually on compliance, and spent US$5 million to complete the registration process.4
An analysis of the UK marketplace lending industry reveals that 35 marketplace lending companies have launched since 2005. Of these, 10 have shut down due to high default rates — a staggering 28% of the total.5 Another 10 companies were launched after May 2013. This suggests that an equal percentage of marketplace lending companies do not have a long enough track record to make a judgment about the quality of loans they generate.
Quick Take
Our research revealed key dynamics of market-place lending. For instance, there is a group of customers (24%) who borrow as well as lend on marketplace platforms (see Figure 1) at different points in time.
Traditionally, online markets have delivered oper-ational efficiency and transformed businesses by bringing together buyers and sellers on an unprecedented scale. Success stories abound,
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investment from alternative sources. Nevertheless, despite its initial promise, the market has devel-oped in fits and starts (see sidebar, previous page).
Although there is untapped demand for loans in the market, there are inherent risks in any lender-borrower relationship. The major expo-sure in marketplace lending is loan default, which can erode the lender’s return on investment and cut into the principal. Lenders therefore need to understand the reasons for default.
Reasons for DefaultsThe main reasons for defaults, according to the lenders we surveyed, are unexpected expenses, disruption in the borrower’s earnings due to loss of job or business, and lack of collateral security and personal guarantees (see Figure 2, above).
Defaults reduce the creditworthiness of borrow-ers. Receiving a future loan becomes next to impossible; even if they receive a loan, borrow-ers have to pay very high interest rates. Also, they become part of the lowest category of loan seekers. With this in mind, borrowers should do their utmost not to default, especially if they per-ceive the need for another loan. Borrowers cited maintaining a good reputation with the lending community, values and honor, and preserving creditworthiness as reasons for not defaulting.
The default rate is also an important yardstick for measuring the performance of a marketplace lending platform. According to Prosper, a leading marketplace player, its default rates range from
1.55% for the best-rated borrowers, to 16.7% for its lowest-rated.6 However, during the recent economic recession, Prosper’s default rates peaked at 30%.
Apart from the risk of default, lenders also fear the lending platform going bankrupt. These platforms do not have the government backing that banks seem to have. Lenders still trust the banks – an incentive for banks to enter the marketplace lending arena.
Traditional Banks Enter the Marketplace Lending Arena
Reasons for Defaulting—Lenders’ Views
Figure 2
Response Base: 349Agree Strongly Agree
42%
43%
48%
40%
52%
42%
46%
26%
26%
23%
32%
21%
33%
30%
37% 26%No legal action against default borrowers
43% 23%Lack of regulatory policies
43% 23%Accountability is low among young and
unmarried borrowers
Repayment largely depends on loan terms
Repayment for the most part depends on interest ratesand closing fees
Defaults occur due to lack of collateral security orpersonal guarantees
Repayment mostly depends on loan amount
Repayment largely depends on loan type/purpose of loan
Disruption to borrower’s earnings or income
Unexpected expenses
Willingness to Lend on Marketplace Platforms Run by Retail Banks
Figure 3Response Base: 349
Yes
No 26%
74%260
89
Yes No
In March 2014, the venture capital arm of Westpac, one of Australia's largest banks and the second-largest in New Zealand, invested US$8.5 million in SocietyOne, Australia's leading marketplace lending platform. The bank was among the first to directly invest in the marketplace space. At the same time, Barclays Africa acquired a 49% stake in the marketplace lending platform RainFin.7 More recently, Lending Club announced a tie-up with Union Bank. These investments speak for themselves – telling us that banks are seriously interested in marketplace lending.
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Likewise, individual lenders are keen on lending on marketplace platforms run by retail banks. According to our survey, 74% of respondents were willing to trust platforms run by retail banks
(see Figure 3, previous page). This might be due to individual lenders’ long-standing relationship with these institutions.
Banks with their own marketplace lending plat-forms can choose to pass on certain loans to the latter. Lenders who find marketplace lending inherently risky (see Figure 4) would also be attracted if the big banks were to get involved.
Borrowers, on the other hand, have expressed a desire to interact with lenders. They also indicated
they would like marketplace lending businesses to offer physical branches (see Figure 5). Both of these needs can be fulfilled when marketplace lending services affiliate with banks. Banks have a large physical network of branches; they can also help to facilitate face-to-face interactions between borrowers and lenders.
Risks of Lending on Marketplace Platforms Compared with Other Types of Commercial Lending
Figure 4Response Base: 349
A full 47% of lenders indicate that marketplace lending is risky. The major reasons are lack of trust in borrowers, lack of security of investments and absence of government support.
Risk of lending onmarketplace platform
compared to othertypes of commericial
lending.
High No Difference Low
26% 27%47%
Borrowers' Priorities for a Marketplace Platform
Figure 5Response Base: 352
ThirdFeature Priorities: Second First
Branch availability formarketplace lending 26% 20% 43%
Lender and borrower interaction 27% 17% 39%
Partnering with traditional banks 23% 30% 10%
24% 34% 9%Online tools for portfolio analysis,risk calculation, etc.
When banks enter the marketplace lending space, can institutional investors be far behind? Probably not. These stakeholders have already shown interest in marketplace lending.
More than 80% of the loans issued by Prosper in March 2014 were funded by institutional investors. Furthermore, at least a dozen invest-ment funds have been formed with the sole intent of investing in marketplace loans.8 This suggests that the financial institutions that marketplace platforms set out to bypass are now investing in them. Institutional investors are attracted by better returns, and the relative stability and short duration of the loans. They are also securitizing marketplace loans and
selling them to other investors. In September 2013, Eaglewood Capital sold a US$53 million securitization of marketplace loans from Lending Club to investors.9 Other banks are exploring ways to securitize marketplace loans into large bundles that can then be sold to sizable investors.
Institutional investors are finding other ways to gain an advantage in this space. In some cases they have set up servers near the marketplace lender’s premises to get a head start and provide funding quickly, before other lenders. This tactic resembles those of high-frequency traders, who depend on speed for higher returns. In response, Lending Club has set up “speed bumps” to limit institutional buying.
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In May 2014, Lending Club announced a strate-gic alliance with Union Bank. Initially, the bank will purchase personal loans through the plat-form; later, the two will join to create new credit products for customers. Prosper also raised US$70 million in venture capital in May 2014. With so many institutions putting a stake in the ground, the industry looks more and more like online consumer lending.
Borrowers’ Classification11 Based on Credibility
Figure 6
Response Base: 352
Note: The size of the bubble reflects the number of respondents in that group. The figures inside or outside the bubbles indicate the percentage of respondents belonging to that group.
Low
High
Least Most
Borr
ow
ers’
Cre
dib
ilit
y
Preference
Disinclined9% Inclined
11%
Prudent59%
Abider21%
Factors Underlying Marketplace Lending Decisions
Lending decisions are tough. This is especially true in marketplace lending because the lender has the freedom to choose the loans they want to fund.
To help zero in on the major factors impacting lending decisions, we identified social and finan-cial variables as predictors. The social variables represent peer group members’ ratings and marketplace lenders’ endorsements. The financial variables include the borrower’s annual income, debt-to-income ratio and credit rating. Our statistical model10 indicates that a borrower’s annual income and credit rating are the significant
So will the retail investor be left with any loans to fund? We believe there is space for both institu-tional and retail investors. Individual investors can choose from the fractional loans on offer because institutional investors would prefer whole loans. We also believe marketplace lending platforms must maintain a balance between retail and insti-tutional investors to strengthen their position in the industry.
Quick Take
predictors of default. Figure 6 presents bor-rower groups based on borrower credibility. A borrower’s credibility is determined by his annual income, debt-to-income ratio, credit rating, peer group members’ ratings, and marketplace lenders’ endorsements.
The “abider” group of borrowers is the most preferred. The “prudent” group of borrowers has the highest number of respondents and is the second most preferred. The “inclined” and “disinclined” groups carry the highest risk of default. Each of these groups has a distinct set of characteristics (see Figure 7, next page). These characteristics can serve as a benchmark when making lending decisions.
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The Lure of Marketplace Lending Platforms
Characteristics of Different Groups
Group Characteristics
Abider
• Rated very highly by peer group members (excellent).• Strongly recommended by previous marketplace lenders (excellent).• Debt-to-income ratio is less than 36%.• Credit scores are above 720.• Annual income levels above US$100,000.
Prudent
• Rated highly by peer group members (good).• Recommended by previous marketplace lenders (good).• Debt-to-income ratio between 37%–42%.• Credit scores between 660 and 720.• Annual income levels between US$50,000 and US$100,000.
Inclined
• Rated “fair” by peer group members.• Least recommended by previous marketplace lenders (fair).• Debt-to-income ratio between 43% to 49%.• Credit scores between 600 and 660.• Annual income levels between US$30,000 and US$50,000.
Disinclined
• Rated “poor” by peer group members.• Not recommended by previous marketplace lenders (poor).• Debt-to-income ratio above 50%.• Credit scores less than 600.• Annual income levels less than US$30,000.
Figure 7
Reasons for Marketplace Borrowing
Figure 8
Response Base: 352
Home improvement 30%107
104Repaying debt 30%104
Paying bills(credit card,
utilities bill, etc.)38%132
Figure 9
Response Base: 352
Comparison of Lending Institutions’ Loan Approval Rates81%
66%59%
54%44% 40%
15%26%
32% 33%
48%39%
MarketplaceLending Sites
Credit Card Family/Friends Credit Unions TraditionalBanks
HousingSocieties
Approved Rejected
Individuals use marketplace lending platforms primarily to borrow money to pay bills (see Figure 8). The other common reasons are home improvement and repaying debt.
Borrowers typically turn to marketplace lending sites as a result of their high approval rates compared with other sources. Among those we surveyed, 81% of loan applications were accepted by marketplace lending sites versus 44% by traditional banks (see Figure 9, below).
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Borrowers’ Wish List Borrowers want physical branches and more interaction between borrowers and lenders (see Figure 10).
Borrowers have also shown an inclination to bor-row for the long term to buy a vehicle or a house against collateral (see Figure 12).
Borrowers’ Recommendations
Figure 11
Response Base: 352
Virtual interview withpotential lenders 12%42
Looking beyond justcredit history, current
income and debt31%108
One-time approvalprocess 32%113
Short, well-writtenquestions 33%117
Quick approval 67%235
Willingness to Borrow for theLong Term (Beyond Five Years) for Buying Vehicle/House
26% 66%Yes
8%No
No collateral Against collateral No
Figure 12
Response Base: 352
64%
Very Much
226 28%
Somewhat
98 8%
Not At All28
Willingness to Borrow As a Group
Figure 13Response Base: 352
82%
Fine
28914%
Not Fine
513%
Don’t HaveAn Account
12
Willingness to Share Social Media Profiles
Figure 14
Response Base: 352
Borrowers are amenable to subjecting their social media profiles to scrutiny; 82% have shown a willingness to share their social media profiles (see Figure 14).
Features Sought by Borrowers
Figure 10Response Base: 352
24% 34% 9%
26% 20% 43%Branch availability of marketplace lending site
27% 17% 39%Lender-borrower interaction
23% 30% 10%Partnering with traditional banks
Online tools for portfolio analysis,risk calculation, etc.
Third Second First
The availability of online tools such as calculators to compare interest rates across marketplace platforms is also very important to borrowers. They also seek quick online approval of loan requests, a simple registration flow, and a one-step approval process (see Figure 11).
Some marketplace lenders require cars as col-lateral.12 The car can cover any percentage of the loan amount, not necessarily the full amount. The borrower needs to deposit the certificate of ownership with the marketplace platform.
Borrowers are even willing to borrow in groups and be jointly responsible13 for all the loans (see Figure 13). This can lead to lower default rates – in some cases the result of perceived peer pressure.
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Influencing Friends and Others to Join the Peer Group
Figure 15
Response Base: 352
No Yes
RecommendingFriends & Others
88%
12%
Importance of Data Privacy and Security of Marketplace Lending Sites
Figure 16Response Base: 701
Somewhat Important
Important
Highly Important
3% 36% 61%Data Privacy &
Security Features
The importance of data privacy and security fea-tures can be gauged by the fact that almost 77% of borrowers and lenders are willing to pay a nom-inal fee for additional biometric security features (see Figure 18).
Willingness to Adopt Biometric SecurityFeatures for Marketplace Transactions
Figure 17
Response Base: 701
Yes
No
87%
13%
Preferred Biometric Authentication Method for Marketplace Transactions
Figure 19
Response Base: 701
Others
Fingerprint Matching
Voice Recognition
Facial Recognition
26%
27%
47%
Willingness to Pay for Biometric Security Features
Figure 18
Response Base: 701
Yes
No
77%
10%
The preferred biometric authentication method for marketplace transactions is facial recognition (see Figure 19).
Borrowers also tend to encourage their family members, friends and others to join marketplace lending networks (see Figure 15).
Lending to groups can alleviate defaults (even for borrowers with good peer ratings) because peer pressure and community support would work to counter the incidence of default.
While borrowing in groups is an important item in borrowers’ wish lists, security of transactions is the most important requirement.
The Security of TransactionsThe security of transactions is a critical consider-ation in any online business. This is especially true in marketplace lending. The absence of effective security features is a major deterrent for both borrowers and lenders. An overwhelming 97% of respondents consider security features and data privacy important for marketplace lending sites (see Figure 16).
Of those surveyed, 87% expressed a willingness to adopt biometric security features for market-place transactions (see Figure 17).
Lender RequirementsFrom lenders’ perspectives, returns of close to zero14 from traditional investment options such as bank deposits make marketplace lending platforms much more attractive. Lenders believe marketplace lending allows them to choose borrowers and have greater control over their investments, and comes with the ease and efficiency of online access (see Figure 20, next page).
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Marketplace platforms also allow lenders to per-form their own analysis and choose their borrower. They can create and use their own models to make sure the default risk is minimized. Moreover, marketplace platforms provide different buckets of loans, based on their proprietary models.
Choosing a BorrowerLenders are comfortable lending to someone they know, since they believe the chances of default will be small. In the absence of knowledge of the borrower, lenders prefer to lend to those rated15 highly by the platforms because the risk of default is less. They are also willing to lend to a group of individuals who join together to request
a loan, believing that peer pressure on the syndi-cate members will result in repayment of the loan (see Figure 21).
The preponderance of loan default is an open question since most loans issued on marketplace lending platforms have yet to run their full course. This could result in marketplace lenders reporting higher-than-actual returns.
Wish List of FeaturesAny innovation in business is marked by new features that set it apart from existing business practices. However, once consumers are accus-tomed to these attributes, they will demand more.
Reasons to Choose Marketplace Lending
Figure 20
Response Base: 349
18–24 25–34 35–44 45–54 55–70
Others
Lower risk than capital markets
Alternative investment option to diversify funds
Help fellow borrowers who need the money
High rate of returns for investments
Quite easy and efficient with online access
Better control over investments
Option to choose the borrowers (whom to lend to)
Do not like to work with big banks/institutions
2%
1%3% 5% 5% 1% 16%
2% 3% 9% 13% 2% 29%
2% 5% 7% 13% 3% 31%
1% 5% 12% 11% 3% 32%
1% 5% 11% 17% 3% 39%
3% 8% 13% 15% 3% 43%
3% 7% 13% 17% 3% 45%
1% 2%3%
1% 10%2%
1%
Willingness to Lend to Individuals
Figure 21
Response Base: 349
Not Sure Very Uncomfortable Not So Comfortable
Comfortable Very Comfortable
Lending to someone you don't know 9% 61% 26% 64%3%
1%
Lending to someone from the same community 8% 26% 42% 22% 77%2%
Lending to someone with a good credit rating 19% 44% 30% 80%3%4%
Bidding on a competitive loanlisting that has lenders bidding 16% 46% 32% 73%2%
4%
Lending to someone endorsed byhis/her friends & family members 17% 42% 35% 74%2%
4%
Lending to a friend or family member 16% 54% 26% 87%2%
3%
Lending to someone rated highlyby the lending site 19% 51% 22% 81%6%2%
Lend more often if the lendingplatform is providing reasonably accurate
prediction of borrower’s repayment ability49% 32% 79%14%2%
3%
Lending to a group as a whole 16% 24% 78%56%2%2%
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The key features lenders desire from market-place lending platforms provision for bad debts, a legal framework to deal with defaulters, partner-ships with retail banks and minimum guaranteed returns, for example (see Figure 22).
Preferred Types of LoansLenders prefer to fund loans for vehicles, edu-cation, small business and home improvements (see Figure 23).
Most marketplace loans do not involve collateral. Although regulatory authorities require market-place platforms to meet a minimum prudential requirement, lenders can still lose most of their money. Marketplace platforms have now begun to issue small business loans. These loans are also unsecured but require personal guarantees by the business owner. In the future, marketplace platforms may begin providing secured loans backed by business assets.
7% 4% 2%Liquidity of investments
6% 1% 2%Recommendation engine for choosing the right loans
13% 8% 4%Online tools for portfolio analysis, risk calculation, etc.
15% 11% 5%Lender and borrower interaction
9% 14% 5%Deposit insurance like FDIC for bank accounts
9% 15% 5%Branch availability of marketplace lending site
11% 11% 6%Collateral-based lending
13% 13% 12%Minimum guaranteed returns
5% 7% 15%Partnering with retail banks
6% 5% 21%Legal framework for defaulters to comply
7% 11% 23%Provision fund for bad debts
Features Sought by Lenders
Figure 22
Response Base: 349Feature Priorities: Third Second First
Marketplace Loan Types
Figure 23
Response Base: 349
Preferred loan types by marketplace lenders
36%127
28%99
28%98
27%95
18%63
17%58
13%47
13%47
10%35
9%33
7%24
5%18
2%8
Vehicle loan
Education loan
Small business loan
Home improvement loan
Medical expense loan
Debt consolidation loan
Payday loan
Wedding loan
Mortgage
Unsecured debt
Secured loan with collateral not covered above
For domestic money transfer or International remittance
Others
cognizant reports 12
Opportunities exist for marketplace lending platforms to offer loans for education and medi-cal expenses. Both lenders and borrowers have shown an interest in these loan categories (see Figure 24).
There are marketplace lending platforms that specialize in a wide range of niche loans, such
Opportunities in Marketplace Lending
Figure 24
Response Base: 701
Lenders’ Willingness Borrowers’ Willingness
36%
20%
Vehicle Loan
28% 28%
Education Loan
18%
28%
Medical Expense Loan
Purpose of Marketplace Borrowing
Figure 25
Response Base: 352
Paying bills (credit card, utilities bill, etc.)
Home improvement
Repaying debt
Medical expense
Education
Travel
Vehicle purchase
Wedding
Mortgage
Starting up a business
Domestic money transfer orinternational remittance to family
Others
38%132
30%107
30%104
28%99
28%99
25%87
20%71
10%36
9%33
8%28
6%21
1%3
as payday loans, purchase finance, education finance, real estate, merchant cash advance and loans to small and medium businesses. Examples of these platforms are Kreditech, Greensky, SoFi, Pave, Realty Mogul, C2FO and Kabbage.16 In April 2014, Lending Club acquired Springstone Finan-cial, a platform for making marketplace loans available to people undergoing elective surgery.17
CommonBond connects student borrowers with lenders. Most of these lenders are alumni who provide loans at rates lower than current market rates.
Borrowers turn to marketplace lending sites mainly for paying bills (credit card, utilities, etc.), home improvement expenses and for repaying debt (see Figure 25).
According to the World Bank,18 estimates indi-cate that the international money transfer (remittance) market will reach US$707 billion by 2016 — a large market opportunity by any standard. Money transfer could represent a significant business vehicle for marketplace lending companies.
The Remittance Business: An Opportunity
cognizant reports 13
Willingness to Make Domestic/Inter-national Money Transfer Based on Individual Credit Rating/Guarantee
Figure 26
Response Base: 236
Not Willing Somewhat Willing
Very Willing
Personalguarantee 4% 31% 65%
Credit history 251% 48%
A majority of lenders (65%) are willing to make domestic/international money transfers based on personal guarantees. A significant (48%) percentage of respondents are even willing to make these transfers based on credit history (see Figure 26).
The Way ForwardOur study’s findings offer insights that can help marketplace lending platforms align their strategies with lender and borrower requirements and consolidate their positions. With this in mind, we recommend the following approaches to help them increase their market share:
• Focus on vehicle and small business loans. For vehicle loans, the vehicles can be used as collateral. This provides a greater degree of comfort to lenders. Similarly, for small business loans, business assets can be used as collateral. Not surprisingly, there is a sig-nificant demand for small business loans following the global recession, since banks are no longer providing these loans in volumes that meet market demand.
• Focus on loans for real estate and also student loans. Our survey also found that individuals interested in buying real estate are willing to approach marketplace lenders for loans in order to obtain better terms and conditions. Some students opt for marketplace loans; in many cases, they have few options.
• Provide more options to lenders to analyze loans. Flexibility in deciding who to lend to is important. Marketplace platforms use proprietary tools for classifying borrowers (see sidebar, next page). They should also provide sufficient data about borrowers, as well as tools for performing an in-depth analysis of this data. Lenders should feel comfortable about the borrowers with whom they transact. Lenders should also be allowed to conduct a portfolio analysis of their invest-ments in marketplace platforms.
• Consider both financial and social factors while categorizing loans. Social media indi-cators, such as recommendations by peers and past lenders, are significant predictors of creditworthiness. These should be considered before deciding on loan quality. Any borrower with a strong social network but a high likeli-hood of default should be encouraged to bor-row in a group. Peer pressure and a sense of belonging to a group can reduce the chances of default.
• Provide quick approval of loans. Our survey confirmed that this is one of the most
Expectation of Repayment of Money Transfer Loan by the Receiver
Figure 27
Response Base: 236
Repayment ofmoney transfer loan
by the receiver
Not sure No Yes
89%
6%
5%
Willingness to Borrow and Pay from Marketplace Lending Sites While Shopping
Figure 28
Response Base: 236
No Yes
92%
8%Paying forpurchases
while shopping
Of those lenders surveyed, 89% believe that the amount of money transferred will be repaid by the receiver (see Figure 27).
Real-time money transfer is another feature that borrowers desire; 92% of respondents indicated they are willing to borrow from a marketplace lender to shop (see Figure 28).
cognizant reports 14
important features desired by borrowers. Application questions should be short and well written; moreover, marketplace lending platforms should follow a one-time approval process.
• Security of transactions. Biometric security should be provided. Marketplace lending con-sumers are even willing to pay for such a fea-ture. This would also increase the adoption level.
• Money transfer facility. There is a significant demand for both domestic and international money transfer. If this can happen in real time, borrowers will receive immense benefits. Lend-ers are willing to participate in money transfer
Improving the Lending Platforms
Most lending platforms use proprietary models to underwrite loans. These models are guarded closely because they are the biggest differentiators in this industry. Platforms use various techniques involving advanced analytics to ensure that the loan is underwritten based on accurate probabilities of default for different borrower segments. The classification of loan types into different loan grades determines the interest rates on each loan offer. Some institutional funds that invest in marketplace loans use artificial intelligence-based algorithmic techniques to find the best loans from lending marketplaces. Such machine algorithms pick up the most significant predictor variables from the pool of available data published digitally through these platforms. Each predictor variable is evaluated in complex combina-tions with other co-related variables. Those variables are chosen because they actually impact return on investment.19 Lending platforms could therefore use artificial intelligence in addition to the credit-scoring models to make themselves more attractive to lenders.
Quick Take
based on the credit history of the borrower and also on the basis of personal guarantee.
• Leverage banks’ networks for a sustain-able future. Both lenders and borrowers have shown their inclination to lend/borrow more with a marketplace lending organization backed by a bank. Banks are considered more trustworthy due to security of investment and government support. Lenders/borrowers also want more branches and face-to-face inter-action with one another. This can be readily provided by banks. The high failure rate of the marketplace platforms can be significantly reduced if banks get involved directly with them.
AppendixStudy MethodologyThis survey was conducted online among a nationally representative sample of approxi-mately 11,000 U.S. consumers, roughly 701 of whom are marketplace lenders or borrowers, during February and March of 2014. Data was collected on marketplace lending and borrowing perceptions, preferred features, attitude towards domestic/international money transfer, and major concerns regarding marketplace lending and borrowing.
The analysis includes:
• Important predictors of loan default.
• Profiles of borrowers based on their propen-sity to default.
• Features desired by both borrowers and lenders.
(See Figures 29 to 31 for respondents’ profile details on the next page).
cognizant reports 15
Respondents’ Demographic Profile Gender Annual Income
Figure 29
AgeGeographic Region
East 33%
South 12%
Midwest 27%
West 28%
57% 43%
Less than 30K 8% Mean Median
30–49K 11%
65.2K 75K
50–74K 18%
75–99K 41%
100–149K 19%
Above 150K 3%
18–24 5% Mean Median
25–34 16%
38.3 35
35–44 32%
45–54 38%
55–70 8%
Above 70 1%
Ethnicity and Employment Status
Figure 30
Ethnicity Employment Status
2% Student4%Retired
1% Home-maker22%
Self-employed
Employed68%
2%Un-employed
60%
18%
12% 7%1%
WhiteAsian/Pacific IslanderAfrican AmericanLatin AmericanOthers
Respondents with Bank Accounts, Credit Cards and Loans
Figure 31
Planning for Loan No Yes
Bank account 1043% 97%
Credit card 10% 90%
5% 33% 62%Active loans
cognizant reports 16
Footnotes1 http://www.economist.com/news/finance-and-economics/21597932-offering-both-borrowers-and-
lenders-better-deal-websites-put-two
2 http://www.foundationcapital.com/downloads/FoundationCap_MarketplaceLendingWhitepaper.pdf
3 http://www.p2plendingnews.com/2011/04/u-s-peer-to-peer-lender-loanio-to-shut-down-operations/
4 Peer to peer lending in the United States: Surviving after Dodd-Frank. http://www.law.unc.edu/components/handlers/document.ashx?category=24&subcategory= 52&cid=923
5 http://www.p2pmoney.co.uk/companies.htm
6 http://online.wsj.com/news/articles/SB10001424052702303595404579318440300379408
7 http://www.lendacademy.com/two-big-banks-enter-the-international-p2p-lending-scene/
8 http://www.nytimes.com/2014/05/04/business/loans-that-avoid-banks-maybe-not.html?_r=0
9 http://www.ft.com/intl/cms/s/0/9a8e427e-2a07-11e3-9bc6-00144feab7de.html
10 We used a logistic regression model to identify significant predictors of default.
11 The classification of borrowers is based on a statistical technique called cluster analysis. We arrived at four segments based on hierarchical clustering. Then, using K-means clustering, we profiled the segments.
12 http://www.wiseclerk.com/group-news/countries/germany-p2p-lending-with-cars-as-collateral/
13 If a person in the group defaults, there is peer pressure to repay. If he defaults, the member is excluded from the group and finds it difficult to borrow in the future.
14 https://www.bankofamerica.com/deposits/bank-account-interest-rates.go
15 P2P platforms categorize borrowers based on their credit rating and proprietary credit models into high risk to low risk. Returns for lenders are high for more risky categories and vice versa.
16 http://www.foundationcapital.com/downloads/FoundationCap_MarketplaceLendingWhitepaper.pdf
17 http://www.nytimes.com/2014/05/04/business/loans-that-avoid-banks-maybe-not.html?_r=0
18 http://www.worldbank.org/en/news/press-release/2013/10/02/developing-countries-remittances-2013-world-bank
19 http://www.lendacademy.com/new-fund-uses-artificial-intelligence/
Credits
AuthorsSoumya Sen, Client Partner, Banking and Financial Services, CognizantSanjay Fuloria, Ph.D, Senior Researcher, Cognizant Research Center
AnalystKrishnakanth Sutrave, Researcher, Cognizant Research Center
DesignHarleen Bhatia, Design Team Lead Suresh Sambandhan, Designer
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