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@Anonymous wrote:Hi ABCD! That sound plausible, but I am pretty sure it is not so. (Though again, I can totally see why you'd think it might be.)
FICO has been repeatedly clear that the big scoring models we are all familar with (Classic, Auto Enhanced, and even Bankcard Enhanced) produce a number that measures one thing: the likelihood that a consumer will become severly delinquent on one or more accounts in the next X months. The exact value for X might vary for the model: maybe it is 18 months for one model or 24 months for another. And "severely delinquent" might have a slightly different definition. (Though I wouldn't be surprised if it had a consistent meaning of "90 days.")
But FICO's published white papers are clear that this and only this is what the score measures.
And aside from what the white papers say, we can see this is empirically by looking at people who are extremely unprofitable for CC issuers (indeed they make the CC companies negative profit) but who score extremely high (800s) on FICO 8 Classic and FICO 8 Bankcard Enhanced. Indeed I am pretty sure that, for every point a person's score exceeds 780, that is correlated with an increasing probability that he will make the CC issuer less money (or even make the issuer negative money). It's possible for a person to have a score in the 840s and yet make the issuer a good deal of money, but that is very rare.
If the score was partly measuring profitability, this could not happen.
But where I think you are likely on target is that FICO may well be making other kinds of highly specialized data mining tools that assist a CCC (for example) in identifying lucrative customers. It's just that the main scoring model does not do that, save through the method of enabling the CCC to assess risk of default (something that certainly eats into profitability).
FICO absolutely is a profit indicator. It isn't sold as such, but it absolutely is one for those who commoditize debt to sell to investors.
Remember: the bank does not generally care only for what YOU spend and generate in either interest rate profits or merchant processing fees but the bank also cares where your particular snapshot (as per FICO) will sit in an aggregate group of borrowers that the bank is bundling to let investors take part in. In fact, you can go back more than 20 years to see the beginning of this trend (see Katherine Samolyk's report from the early 00s).
So while a consumer layman may think a bank loves a consumer with a mid-high FICO score who pays interest, that's not how the bank sees it. A bank may make more money through bundling and commoditization of debt borrowers by adding more high FICO low return customers to a package, thereby skewing the default profile just enough to squeak out a tiny bit more return from investors (and investment AI software) who might have passed on the package had it been a fraction higher in default risk at the same price. (Jens Beckert & Patrik Aspers book from 2011 titled "The Worth of Goods").
Banks don't just make money on interest or merchant fees, they make money on bundling creditors to resell to bond investors (and other commoditized bundled packages) -- see Peter Eavis, 2012, NY Times.
FICO isn't sold as just a risk profile anymore. It probably was 20 years ago, but now FICO isn't just promoting it as a risk measure solely -- when you incorporate securitization into the game, it's also about overall profit incentive for investors buying up those debts as a bundle (Vinod Kothari, "Securitization: The Financial Instrument of the Future", 2006 ).
I admit to not following what you are saying fully. I guess it's because I do not know much about what you are talking about with respect to the commoditization of debt. I think this is touched on in the documentary "Inside Job" (about the financial meltdown of 2008 and the history of changes in the financial world leading up to it, e.g. derivatives). Is that what you are talking about: the bundling of loans and them being sold to investors?
I guess I was talking about something that feels a lot simpler.
The OP was wondering why the FICO 8 model would reward him as an individual consumer for having an open installment loan (that is mostly paid off) vs. having only closed loans. Why would he get a higher score? In your first reply, it sound like you were saying that the model does this because the score is measuring an individual's likelihood of being profitable (in some sense apart from his probability of becoming delinquent). I suggested that struck me as improbable for a couple reasons, one of which was that a person is increasingly less likely to be profitable to banks (at least those who issue CCs) as his FICO 8 Classic increases.
In your reply to me just now it sounds like (maybe?) you agree that the score (as it increases from 780 to 850) does not track with the increasing probability that an individual will be profitable (again outside the obvious benefit to profit that consumers who have very low rates of default will be more profitable, especially to lenders of installment loans). I am not sure but maybe you are saying that. In which case that's all I was saying too: the score does not predict a person's profitability, only default risk.
I don't have any difficulty imagining that banks could bundle high scoring (i.e. extremely low default risk) clients with other riskier borrowers to make a bundle of loans more appealing to investors. But we don't have to suggest that the model itself is designed to predict profitability of individuals to explain that. That would be true even if the model does exactly what it claims to do: predict risk of severe delinquency.
FICO goes back and forth in its tendency to make installment utilization an significant score factor. Some models (FICO 98) it matters. Then FICO removes it altogether (FICO 04). Then it puts it back in again (FICO 8). And I am not sure anybody knows for sure exactly how it is weighted in FICO 9. I think it is probably just FICO doing its best to assess risk of default, based on the data it has at the time.
If trended data end up taking off, we may see all kind of profitability assesment tools being created, by FICO and others.
@Anonymous wrote:Is that what you are talking about: the bundling of loans and them being sold to investors?
Indeed! It's about a way banks can profit from subprime borrowers with much less risk, while also profiting from superprime borrowers who don't pay interest!
I guess I was talking about something that feels a lot simpler.
Definitely but the sad truth is FICO is still about lenders, not borrowers. In fact, FICO is more about commercial banks today (investment banks) than it is about consumer banks -- unlike how it was 30 years ago.
In your first reply, it sound like you were saying that the model does this because the score is measuring an individual's likelihood of being profitable (in some sense apart from his probability of becoming delinquent). I suggested that struck me as improbable for a couple reasons, one of which was that a person is increasingly less likely to be profitable to banks (at least those who issue CCs) as his FICO 8 Classic increases.
My apologies, I worded it in a confusing fashion. A consumer's FICO score, say FICO 8, is an early indicator of what group of risk that consumer falls into, but on the flip side it can also be an indicator of potential for a consumer bank ("credit card company") to profit from using that consumer in a role to further the consumer bank's goal of selling that debt to a commercial bank's customers (investors).
In your reply to me just now it sounds like (maybe?) you agree that the score (as it increases from 780 to 850) does not track with the increasing probability that an individual will be profitable (again outside the obvious benefit to profit that consumers who have very low rates of default will be more profitable, especially to lenders of installment loans). I am not sure but maybe you are saying that. In which case that's all I was saying too: the score does not predict a person's profitability, only default risk.
I agree with this -- an individual consumer (borrower) may not be more profitable as a spender/consumer to that consumer bank as an individual, but as a unit in a larger group of consumers, that individual's FICO score can help the bank market a less risky aggregate portfolio of borrowers together as a more profitable bundle to commercial banks.
I don't have any difficulty imagining that banks could bundle high scoring (i.e. extremely low default risk) clients with other riskier borrowers to make a bundle of loans more appealing to investors. But we don't have to suggest that the model itself is designed to predict profitability of individuals to explain that. That would be true even if the model does exactly what it claims to do: predict risk of severe delinquency.
Even FICO themselves admits this is the case, though: "Scores play a critical role in the securitization of asset-backed securities such as auto loans, telco contracts and GSE-backed mortgages. FICO Scores are understood and trusted by investors as a key indicator of the default risk of a given pool of loans to be securitized, which informs how much the investor is willing to pay for that pool." To wit, the FICO score is an indicator of default risk for the explicit purpose of setting a price based on profit potential. http://www.fico.com/en/blogs/risk-compliance/truth-squad-is-a-fico-score-700-the-same-as-a-vantagescore-700/
Also: “As an extension of this position, we are excited to offer more comprehensive solutions to support the needs of the secondary market and securitization process for US mortgages. We believe this combination of Experian Capital Markets and FICO solutions will increase investor confidence and make for a more efficiently functioning market.” http://www.fico.com/en/newsroom/advanced-fico-analytics-incorporated-into-experians-mortgage-backed-securities-solution-10-04-2010
FICO goes back and forth in its tendency to make installment utilization an significant score factor. Some models (FICO 98) it matters. Then FICO removes it altogether (FICO 04). Then it puts it back in again (FICO 8). And I am not sure anybody knows for sure exactly how it is weighted in FICO 9. I think it is probably just FICO doing its best to assess risk of default, based on the data it has at the time.
Yep and this is based somewhat on changing metrics for profit positions by both consumer banks AND commercial banks. For example, before the prior housing bubble, it was common to see consumer banks with crazy low interest rates in order to try to profit themselves from the borrowers' positions. Nowadays, even SUPERPRIME borrowers are given way higher interest rates on their credit cards because the consumer banks themselves want to sell those positions to commercial banks to bundle to investors.
If trended data end up taking off, we may see all kind of profitability assesment tools being created, by FICO and others.
My comments in blue, of course!
BTW, I told probably 20 people I knew with 750-790 FICO08 scores to try the Alliant SSL and sent them your link -- will report back when I hear from them to see if any of them get the super pop to closer to 850. All of them are free of mortgage, auto and student loans and can't get above 790.
@Anonymous wrote:
@Anonymous wrote:Hi ABCD! That sound plausible, but I am pretty sure it is not so. (Though again, I can totally see why you'd think it might be.)
FICO has been repeatedly clear that the big scoring models we are all familar with (Classic, Auto Enhanced, and even Bankcard Enhanced) produce a number that measures one thing: the likelihood that a consumer will become severly delinquent on one or more accounts in the next X months. The exact value for X might vary for the model: maybe it is 18 months for one model or 24 months for another. And "severely delinquent" might have a slightly different definition. (Though I wouldn't be surprised if it had a consistent meaning of "90 days.")
But FICO's published white papers are clear that this and only this is what the score measures.
And aside from what the white papers say, we can see this is empirically by looking at people who are extremely unprofitable for CC issuers (indeed they make the CC companies negative profit) but who score extremely high (800s) on FICO 8 Classic and FICO 8 Bankcard Enhanced. Indeed I am pretty sure that, for every point a person's score exceeds 780, that is correlated with an increasing probability that he will make the CC issuer less money (or even make the issuer negative money). It's possible for a person to have a score in the 840s and yet make the issuer a good deal of money, but that is very rare.
If the score was partly measuring profitability, this could not happen.
But where I think you are likely on target is that FICO may well be making other kinds of highly specialized data mining tools that assist a CCC (for example) in identifying lucrative customers. It's just that the main scoring model does not do that, save through the method of enabling the CCC to assess risk of default (something that certainly eats into profitability).
FICO absolutely is a profit indicator. It isn't sold as such, but it absolutely is one for those who commoditize debt to sell to investors.
Remember: the bank does not generally care only for what YOU spend and generate in either interest rate profits or merchant processing fees but the bank also cares where your particular snapshot (as per FICO) will sit in an aggregate group of borrowers that the bank is bundling to let investors take part in. In fact, you can go back more than 20 years to see the beginning of this trend (see Katherine Samolyk's report from the early 00s).
So while a consumer layman may think a bank loves a consumer with a mid-high FICO score who pays interest, that's not how the bank sees it. A bank may make more money through bundling and commoditization of debt borrowers by adding more high FICO low return customers to a package, thereby skewing the default profile just enough to squeak out a tiny bit more return from investors (and investment AI software) who might have passed on the package had it been a fraction higher in default risk at the same price. (Jens Beckert & Patrik Aspers book from 2011 titled "The Worth of Goods").
Banks don't just make money on interest or merchant fees, they make money on bundling creditors to resell to bond investors (and other commoditized bundled packages) -- see Peter Eavis, 2012, NY Times.
FICO isn't sold as just a risk profile anymore. It probably was 20 years ago, but now FICO isn't just promoting it as a risk measure solely -- when you incorporate securitization into the game, it's also about overall profit incentive for investors buying up those debts as a bundle (Vinod Kothari, "Securitization: The Financial Instrument of the Future", 2006 ).
I thought the comment would be interesting.
I was going to reply to your previous comment, ABCD: "When has FICO been for the consumer? It isn't. It's for banks.". because that hit me with a "Duh! Of course!" Many of us here get conditioned to thinking in terms of what the FICO score can do for us, the consumer - higher score, bigger CLs, lower APRs. But of course FICO was developed for the lenders, a quick & easy scorecard indicating how risky a borrower might be, but also how profitable they may be. There's so much in a credit report: Low current utilization? Great, nice FICO, but have they carried a balance in the past and paid interest? Ah yes, there it is, back in 2015. So this borrower is one who is willing to splurge for a large purchase and pay interest on it.
I agree with you, FICO absolutely is a profit indicator, and I think it is even privately sold as such. For the commodization of debt as you went into such excellent detail on, but probably a large number of things. Like is the borrower a "churner"? With so many, increasingly large new account bonuses, lenders want to know if you're a long term card holder, or someone who takes the bonus & runs. Large banks like Chase have come up with their own model, the 5/24, but for many smaller banks it's cheaper to use FICO.
@DaveInAZ wrote:I agree with you, FICO absolutely is a profit indicator, and I think it is even privately sold as such. For the commodization of debt as you went into such excellent detail on, but probably a large number of things. Like is the borrower a "churner"? With so many, increasingly large new account bonuses, lenders want to know if you're a long term card holder, or someone who takes the bonus & runs. Large banks like Chase have come up with their own model, the 5/24, but for many smaller banks it's cheaper to use FICO.
Yep, if you spend enough time reading through FICO's own website, you'll find a lot of their own verbiage on this point. FICO sells FICO scores to consumer banks as a profit indicator, not just a risk one. Here's an example:
"In effect, the project moved The Co-operative Bank from a risk-based pricing approach to more a profit-optimized-based pricing approach," says Neill Crossley, principal consultant at FICO.
http://www.fico.com/en/wp-content/secure_upload/Coop_Bnk_Success_2465CS.pdf
"In another top bankcard issuer’s study, using the FICO® 8 Score for account management across the issuer’s entire card portfolio would produce an estimated $12 million in net new profit. The new score will assist the lender in segmenting their customer base for cross-sell promotions and credit line increases."
http://www.fico.com/en/newsroom/fico-8-score-is-new-standard-for-credit-risk-assessment-07-27-2010
"Typically, these decisions are single-shot decisions and designed to optimize objectives defined over a fixed time horizon — for example, decide on credit limits and interest rates for new accounts to maximize 2-year profit."
http://www.fico.com/en/blogs/analytics-optimization/unlocking-the-science-of-sequential-decisions/
FICO isn't meant to make sense for consumers. We are not the target audience, we're just the product that's sold to lenders ("retail bank") to sell to investors ("commercial banks"). If a consumer can start to understand FICO scoring, we stop being the product and start becoming the competitor to investors.
Once consumers start to understand a particularly popular version of a FICO score, we should expect a new score version to become popular... And then we start to analyze the new score to better compete with banks.
@Anonymous wrote:The OP was wondering why the FICO 8 model would reward him as an individual consumer for having an open installment loan (that is mostly paid off) vs. having only closed loans. Why would he get a higher score?
No, actually I totally get that. Revolving CC debt vs. installment debt are two very different things. Revolving debt indicate how well you do on managing everyday expenses. Is your income such that you can easily handle everyday expenses? Low utilization indicates that, and also indicates you are responsible enough to not splurge in things you can't afford despite on having adequate credit limits to do that. Installment debt is for major purchases such as a car or home, and indicates you plan well enough to budget for that monthly expense. So having a mix of revolving & installment loans should have a positive effect on your FICO.
My bone of contention is that for the vast majority of the period of an installment loan you are penalized for what FICO considers a balance too high compared to the original loan amount, ignoring - or at least not giving adequate weight - to the fact that you have been responsibly making timely payments on the loan for years. That discourages me, and likely many others, from taking out an installment loans.
@DaveInAZ wrote:
... have they carried a balance in the past and paid interest? Ah yes, there it is, back in 2015....
I agree with you, FICO absolutely is a profit indicator, and I think it is even privately sold as such. For the commodization of debt as you went into such excellent detail on, but probably a large number of things. Like is the borrower a "churner"? With so many, increasingly large new account bonuses, lenders want to know if you're a long term card holder, or someone who takes the bonus & runs. Large banks like Chase have come up with their own model, the 5/24, but for many smaller banks it's cheaper to use FICO.
Hi Dave. It's ok for the conversation to move into a different (possibly more speculative) realm, but it's useful to track back to your original question. You were asking about a particular scoring model (FICO 8) and why does it score installment debt the way it does.
All the things you talk about in the text I quote above are things that FICO 8 cannot do. It cannot tell whether you are carrying a balance today, much less whether you did back in 2015. It cannot tell whether you have ever received a CC bonus. It does not penalize credit cards that are closed after a few months (except in the sense that such an account won't one day grow into a very old 11+ year account -- but even then that lack of benefit will only manifest itself in your score many years later, not now.
As I mentioned earlier, FICO might well be making highly specialized products now that attempt to leverage trended data or other data mining techniques, products it may indeed be selling to banks, and I think it is very likely we will see more of those kind of products (which assess an individual's profitability apart from default risk) in the future.
But the model you were asking about initially (the one that people talk about here with the 300-850 range) does not do those things.
@DaveInAZ wrote:. That discourages me, and likely many others, from taking out an installment loans.
Correct, but remember banks want sensible customers and their best INITIAL metric is a snapshot of credit today.
Who makes more sense to give a loan to? Someone who has paid down a long term installment loan to under 9%, or someone who took on a loan that is still at 91%?
Who is more likely to want to get a new loan? The 9% guy or the 91% guy?
Who is less likely to want a loan? A guy who has no current loan, or a 9% one?
@Anonymous wrote:
BTW, I told probably 20 people I knew with 750-790 FICO08 scores to try the Alliant SSL and sent them your link -- will report back when I hear from them to see if any of them get the super pop to closer to 850. All of them are free of mortgage, auto and student loans and can't get above 790.
Delighted to hear that the SS loan thread was something you recommended to others. I was simply a mailman for that. The technique was discovered/invented by other folks far more knowledgeable than myself.
The scores can be used to segment client base 1) subprime give them the First Premier & Credit One deals 2) average 650-720 or there abouts they carry balances and will pay interest 3) prime transactors score above 720 no balance money made on swipe fees only. The segmenting is why so many Myficoers once there scores go above 705 ,710 quit getting mail pieces. They are not a profit center except for swipe fee (Amex type client) Capital 1 was one of the first heavy data miners and segmenters.