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Credit Scoring
Path of a Credit Score |
Fairness
Reproduced from www.fairisaac.com*
As a business solutions company, Fair, Isaac provides accurate, objective risk assessment
tools to lenders. Credit scoring is one such tool. A credit bureau risk score is
a snapshot of your credit risk picture at a particular point in time. It's a number
lenders use to help them decide: "If I give this person a loan or credit card, will
I get paid back on time?" Fair, Isaac develops the software used by banks and credit
bureaus to generate scores, but Fair, Isaac does not calculate credit scores or
have access to them.
Path of a Credit Score
When you apply for a loan, your bank may send a request to one
of the national credit bureaus to run a credit bureau score. The credit bureau then
uses Fair, Isaac's software to calculate a score from your credit bureau information.
Once the score is calculated, it is returned to your lender.
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Credit Scoring Fairness
"Treat me fairly."
What is Fair?
fair 'fa(e)r, 'fe(e)r adj: marked by impartiality and honesty: free from self-interest,
prejudice, or favoritism (Webster's Collegiate Dictionary).
Objective. Reliable. Impartial.
The very words associated with scoring imply that it gives people
a fair shake. And it's not just scoring: All of Fair, Isaac's products and services
help lenders and other businesses remove guesswork, inconsistency and misconceptions
from their operations. As a result, each prospect, each applicant, each consumer
- each person - receives an unbiased appraisal based only on relevant information.
Discrimination Doesn't Add Up
It's an ugly fact that as recently as the early 1970s some lenders
in the U.S. blatantly gave preference to white applicants. In developing scorecards,
Fair, Isaac representatives had to explain that, apart from the ethical considerations,
this just didn't make good business sense. For instance, about 25 years ago, one
customer asked us to include race as a factor in its custom scoring system. At the
time, that lender marked relevant applications with an N or an S, for Negro or Spanish.
Fair, Isaac compared the performance of these borrowers with that of white borrowers
and showed the company that traditional scoring factors - such as previous performance
on loans - worked best in assessing risk. Race just wasn't predictive; as a result,
the scorecards built for the company did not include race. A subsequent Justice
Department investigation ended with the customer being ordered to use scores as
the primary guide in accepting or declining applicants.
The Equal Credit Opportunity Act, adopted in the mid-'70s, helped undo many prejudicial
practices, and sometimes relied on scoring as its "enforcer." Several lenders entered
into consent decrees requiring that they use scoring in place of judgmental decision
making, to remove the possibility of race- or gender-based discrimination.
Another Look at Low-Income Applicants
A credit applicant's risk score doesn't meet the lender's criteria.
End of story? Not necessarily. Fair, Isaac has pioneered a new kind of scorecard
focused on applicants with lower incomes, who may have slightly different payment
patterns than the general population. The Low-Moderate Income (LMI) scorecard doesn't
lower the lender's risk criteria; rather, it helps lenders find more people who
meet those criteria.
The LMI scorecard can help a lender make a marginal improvement to its approval
rate for lower-income applicants. It's a margin lenders covet. And for lower-income
applicants who might find credit a bit harder to obtain in the first place, being
approved is 100 percent better than the alternative.
Can a Score Put You in a New Home?
Since 1995, scoring has made its biggest strides into the world
of mortgage lending. In that year mortgage investors such as Freddie Mac and Fannie
Mae endorsed Fair, Isaac credit bureau risk scores as part of the underwriting process
because the scores zero in on likely payment performance alone, ignoring subjective
considerations.
"Tools that, in an unbiased manner, help separate loans that are likely to perform
well from loans that are less likely to perform well ensure the continued availability
of mortgage money to all creditworthy borrowers," said Freddie Mac's July 1995 industry
letter on "The Predictive Power of Selected credit scores." "credit scores are an
effective way to help [mortgage lenders] promote this goal. "Fannie Mae echoed this
statement in an October 1995 letter to lenders: "credit scores can also be used
effectively in efforts to expand home-ownership opportunities to underserved households."
The benefits of scoring for mortgage borrowers mirror those in other industries:
faster service, less paperwork, and often a greater chance of being approved.
Which Price is Right?
Price counts in choosing insurance, which leaves insurers with
a dilemma. Setting one premium for everybody means that the "good" risks are effectively
paying for the "bad" risks. If the company takes a hit from a few large losses,
prices rise even for customers who will probably never file a claim.
Since scores can accurately forecast losses for different groups of policyholders,
some insurers are using score to help determine price. A low-risk customer may pay
much less than the standard premium, while a high-risk customer will pay a higher
premium.
Without accurate pricing, the 'bad' risks are almost always subsidized by the 'good'
risks. When an insurance company can set its premiums according to the individual
risk, it benefits not only itself but its clients.
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*Reprinted with permission of Fair, Issac and Co., copyright 2001. For more information
visit www.fairisaac.com
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