Showing posts with label diversification. Show all posts
Showing posts with label diversification. Show all posts

Most Prosper lenders do not diversify their portfolio

Diversifying your Propser loans allows you to lower the overall impact on your portfolio if one or more of your loans go into default. With 20 loans of equal amount you would have 5% invested in each loan. That means if one of your loans defaults you loose 5% of your investment. Lets assume you have an all AA portfolio and you are at 9.5% interest on your loans. One default would reduce your return to around 4.5%, and a second default could put you at a negative return. Increasing the number of loans to 50 so that you have 2% invested in each loan achieves better diversification. Under this scenario, after one default you would still be at around a 7.5% return, and close to 5.5% in the event of a second default. So, diversification is really helpful at reducing the overall risk on your portfolio. So, how many prosper lenders diversify their portfolio? Lets look at some stats:


Number of Lenders
Percentage of Lenders
Less than 20 loans
15769
70%
Between 20 and 50 loans
3895
17%
More than 50 loans
2863
13%

Looking at this table, less than 15% of Prosper lenders have well diversified portfolios and 70% have little or no diversification. So, why is it that Prosper lenders are not very good at diversification? Looking at some additional stats will help us answer that question.

At Prosper you are required to invest a minimum of $50 when making a bid on a Prosper loan. This means to have 20 loans you need to invest at least $1000, and to have 50 loans you need to invest a minimum of $2500. When we analyze the number of lenders by amount invested we get that 41% of lenders have less than $1000 invested. So, short of investing more money into Prosper, there is nothing that these small lenders can do to diversify their portfolio.

On the Petri Dish suggestion forums several lenders have requested that Prosper lower the bid requirements for lenders to allow them to better diversify small portfolios. Judging by the number of small lenders with no chance for diversifying their portfolios I think this would be a good idea and a welcome improvement. Zopa, a peer-to-peer lending site in Europe, allows lenders to have as little as 5 Euros invested in each loan. I think lowering the minimum bid to $10 or even $25 would be a welcome improvement.

Prosper: A hands-on education in risk management

For some new lenders on Prosper it is a hands-on education in Risk Management. There are several different ways to learn about managing risk. Most colleges have economic courses on risk management, and there have been lots of books written about the topic and how it relates to investing. My favorite book on the topic is a book called Against the Gods: The Remarkable Story of Risk by Peter L. Bernstein. I thoroughly enjoyed reading this book, and highly recommend it.

There are too many important concepts to cover them all in one article, but the two most important items are diversification and risk adjusted return.

Let's say you have $1000 to lend. If you put all of that on one or two loans then you run the risk of that loan defaulting and losing all of your money.

Here are some lenders that did just that:

If these lenders had instead diversified, then like this lender the default would be a small part of the overall portfolio and would not have a significant impact on the overall performance.

This concept extends beyond Prosper and is the reason that financial planners often counsel investors to buy mutual funds or index funds which allow the risk to be spread across a large group of stocks rather than putting "all your eggs in one basket" by purchasing a small number of individual stocks.

The next concept is risk adjusted returns. This is where Prosper's Marketplace Performance Data will help us out. Adjusting for loans that are too recent to go late or default we get the following percentages (by number of loans):

  • AA: less than 1% late or in default
  • A: 3% late or in default
  • B: 7% late or in default
  • C: 10% late or in default
  • D: 13% late or in default
  • E: 28% late or in default
  • HR: 45% late or in default
  • NC: the performance wasn't good on these loans, so Prosper has discontinued allowing people with no credit to borrow

With new lenders, I think there is a great temptation to bid on HR loans. You see a 29% interest rate, and a nice story that explains how the money will be used, and think "Wow! why chase after a 12% A rated loan when there are all these HR loans at 29%?" The answer is that once you subtract the 45% to account for the HR defaults you end up with a return of -16%. At a 29% interest rate on an E loan you end up with a 1% return after accounting for defaults. If you hear someone in the Prosper forums talk about having lost money on Prosper there is always one of two things going on: either they didn't diversify their portfolio or their portfolio is heavily weighted with HR and E loans. I have yet to come across a diversified portfolio that avoided HR and E loans that isn't doing well.

Here are how the stats actually end up by credit grade:

  • AA: Expected Rate 9.5% (Start with an average rate of 11% and subtract 1% for defaults and the 0.5% Service fee)
  • A: Expected Rate 9.5% (Start with an average rate of 13% and subtract 3% for defaults and the 0.5% Service fee)
  • B: Expected Rate 7.5% (Start with an average rate of 15% and subtract 7% for defaults and the 0.5% Service fee)
  • C: Expected Rate 6.5% (Start with an average rate of 17% and subtract 10% for defaults and the 0.5% Service fee)
  • D: Expected Rate 7.5% (Start with an average rate of 21% and subtract 13% for defaults and the 0.5% Service fee)
  • E: Expected Rate -4.5% (Start with an average rate of 24% and subtract 28% for defaults and the 0.5% Service fee)
  • HR: Expected Rate -21.5% (Start with an average rate of 24% and subtract 45% for defaults and the 0.5% Service fee)

Keep in mind that these stats are based on a historical average which may not predict future results. Also, this is based on only about 18 months of data on 3 year loans. Once more longer term data for a larger number of loans is available these types of statistical analysis will become more precise. What these statistics do suggest is that, surprisingly enough, borrowers with A and AA credit end up being the best long term risk adjusted investment, and can be expected to return about 9.5%. Compare this to other investments like CDs or bonds and this is a really great investment return.

As you can
see in my portfolio, 8 of my 15 loans are in the AA category and none are in the E/HR category. The B-D category still has a reasonable 6.5-7.5% expected return so, while not as good as A or AA, I still fund some of those loans if I find one that I think is a better than average loan for that credit group.

If you start lending after having a understanding of these two concepts I think you will do very well. If not, I think you will learn these concepts along the way.

Here is a good example of a lender who learned along the way. He goes by the name of BigGulp and is active in the Prosper Forums. What you will notice by looking at his loan details is that of the first 50 loans he funded, only one was to borrower with a credit rating of A or higher. Several defaults and late loans later he learned his lesson. Now, looking at his most recent 7 loans, 5 of them were to A or higher credit ratings. And, in the past 2 months none of his loans were to HR or E borrowers. So far he has earned about 1% on his portfolio after subtracting for defaults. If you were to take away the E and HR loans from his portfolio he would be at over 10%.