Join Now   Sign In | Help


Predictive Bidding

04/1/08 posted by Andrew Martinez-Fonts    

We generally don’t like to pre-announce new features here at Prosper. But over the past few months we’ve put so much time and energy into a new feature called “Predictive Bidding” that we’re too excited to keep it under wraps any longer.

After mining our database of lender activity (don’t worry, no canaries were harmed), we detected some common patterns in lender activity before bids were placed:

  • Lenders scrolling heavily on the listing page, back and forth between credit data and Q&A.
  • Lenders clicking “Bid Now”, checking the estimated default, backing out, then clicking “Bid Now” again, then backing out, then sending a message to the borrower.
  • Lenders reporting the listing, then asking the borrower a question, then inviting a friend to look at the listing.

In each of these patterns, the likelihood that the lender would then place a bid on the listing was upwards of 95%! In an effort to save our lenders some precious time, we decided that when we observe these patterns (among others), we should just go ahead and place a bid on the lender’s behalf. It’s kind of like a portfolio plan where the main criterion is your excitement level!

We’ll be rolling out this new “Predictive bidding” feature on April 1st. And in the following months, we look forward to extending predictive bidding with these improvements:

  • Predictive Portfolio plans – lenders who run the same search more than 10 times in a week will have a portfolio plan created for the full amount of their cash balance.
  • Eye tracking – using that webcam mounted on your monitor, we’ll detect when your eyes get big and excited about a juicy loan. If your account’s got $50 in it, you’re in.
  • Predictive funds transfers – if your account ran out of money because of all those predictive bids, don’t worry – we’ll initiate a transfer for a fresh $500. You deserve it.

All these predictive features aren’t just for lenders, either. Based on some borrower data that is finally coming to light, we’re starting to see correlations between how a borrower fills out the registration form, and her credit grade, income level, and loan purpose. When we can predict these characteristics to 98% accuracy or better, we’ll bypass the Experian score pull, and auto-insert the income and listing description (everyone puts in $100/mo. for food anyway).

We hope these improvements to the marketplace are helpful to borrowers and lenders alike.

Andrew is a Product Manager at Prosper and today is April Fool’s.


Leave a Comment

Prosper moderates all comments and will approve those that are directly relevant to the post. We do not publish comments that are spam, are offensive or appear to pass you off as another person.

(required)
(required) Email will not be published.
 

Comment Policy

 

*
To prove you're a person (not a spam script), type the security word shown in the picture. Click on the picture to hear an audio file of the word.
Click to hear an audio file of the anti-spam word

5 Responses


Mike | April 1st, 2008 at 2:11 pm

Geeze. Why didn’t you save this one for the Finnovate conference?


PrivateLender | April 1st, 2008 at 3:43 pm

Is Prosper planning on rolling out a “Clairvoyant Lending Premium Service” on April Fool’s Day next year?

My crystal ball tells me if Prosper will predict with 100% accuracy those listings that will eventually default versus those listings that will always be paid on time, lenders will pay a premium for such information when placing their bids.


brianguy | April 1st, 2008 at 5:24 pm

pretty good! love the “everyone puts in $100 anyway” bit… kinda true

maybe not as good as the Google prank for today but up there with what I’ve read on Wikipedia for sure :-)


mothandrust | April 2nd, 2008 at 1:29 am

I thought at first there was a bug because I’m only bidding on loans which have multiple Bidding Endorsments. But this new feature also anticipates that borrowers will soon get their endorsers to bid, and gets my bid in beforehand! Ingenious!


Yankeefan | April 2nd, 2008 at 9:38 am

I understand there will also be a fingerprint analyzer so that borrowers can prove their identities by posting pictures of their hands.


Posted in Misc, Prosper News

 

Get Involved

Subscribe to Blog RSS Feed
  • Google Reader or Homepage
  • Add to My Yahoo!
  • Subscribe with Bloglines
  • Subscribe in NewsGator Online
  • Add to My AOL

Want to contribute to the blog? Submit a Post

Monthly Archive

Home | Personal Loans | Invest | Trade | Online Investing | About Us | Help
Site Map | Developers | Investment Opportunities | Privacy & Security | Policies | Terms of Use | Legal Agreements | Legal Compliance | Prospectus

Prosper, Prosper.com, and the Prosper logo are registered trademarks or service marks of Prosper Marketplace, Inc.
Copyright © 2005-2010 Prosper Marketplace, Inc. All rights reserved.
This site has chosen a Thawte Certificate to improve Web site security Site privacy statement reviewed by TRUSTe