AccessMyLibrary provides FREE access to over 30 million articles from top publications available through your library.

Small business credit scoring.(REQUIRED READING)

Business Credit

| March 01, 2006 | Isaac, Fair | COPYRIGHT 2006 National Association of Credit Management. This material is published under license from the publisher through the Gale Group, Farmington Hills, Michigan.  All inquiries regarding rights should be directed to the Gale Group. (Hide copyright information)Copyright

Lending to small business has traditionally been a very time-consuming and costly proposition for banks and other financial intermediaries. The main reason for this is the extent of asymmetric information in the small business credit market, reducing competition in the small business tending market so firms which are good credit risks often pay handsomely for access to credit, even when the bank or firm lending to them has established their creditworthiness.

Over the past 15 years, this situation has gradually improved in many developed country markets as small business credit scoring (SBCS) technologies have been adopted by banks and other lenders. Credit scoring is based on real data and statistics, so it usually is more reliable than subjective or judgmental methods, as it treats all applicants objectively. Judgmental methods typically rely on criteria that are not systematically tested and can vary when applied by different individuals. SBCS tools enable lenders to rapidly evaluate the risks associated with different borrowers according to objective and statistically validated criteria. As a result, risks can be better managed, borrowers can be more confident that loan decisions are based on their qualifications and the credit granting process has been streamlined with processing times fatting from days and weeks to a matter of minutes in some cases.

In most developing country markets, however, SBCS technologies still have only limited use. This is likely due to a variety of factors including poor lending practices, small market sizes and incentives for maintaining relatively labor-intensive loan processing technologies rather than automating. On the other hand, in some developed markets, such as the U.S., Canada and Japan, lenders have joined together and shared data on their small business lending portfolios in order to develop a pooled data credit scoring tool.

How Is A Credit Scoring Model Developed?

To develop a model, a creditor selects a random sample of its customers, or a sample of similar customers if their sample is not large enough, and analyzes it statistically to identify characteristics that relate to creditworthiness. Each of these factors is then assigned a weight based on how strong a predictor it is of who would be a good credit risk. Each creditor may use its own credit scoring model, different scoring models for different types of credit, or a generic model developed by a credit scoring company.

Credit scoring models are complex and often vary among creditors and different types of credit. If one factor changes, your score may change--but improvement generally depends on how that factor relates to other factors considered by the model. Only the creditor can explain what might improve your score under the particular model used to evaluate your application.

Nevertheless, scoring models generally evaluate the following types of information in your credit report:

Related articles from newspapers, magazines, journals, and more
Corporate credit-scoring models: approaches and tests for successful...
Magazine article from: Journal of Commercial Lending Altman, Edward I. Haldeman, Robert May 1, 1995 700+ words
...the role that an acceptable credit-scoring system can play as the link...criteria is examined. Primary Credit-Scoring Models The first tool needed for a successful credit-scoring model is a standardized way...
Empirical validation of retail credit-scoring models.(Retail Risk Management)
Magazine article from: The RMA Journal Karakoulas, Grigoris September 1, 2004 700+ words
...purposes--validating credit-scoring models used for customer adjudication...This articles focuses on credit-scoring models for retail and small business...portfolios. Methodology Credit-scoring models are usually static in that...
Cause-and-effect ratio analysis adds decision-making value to credit scoring...
Magazine article from: Business Credit Miller, Barry February 1, 1994 700+ words
...application of mathematical scoring models. The ability to understand...found in most widely recognized scoring models and the multiple causes of...factor. The ratios employed in credit scoring models summarize financial effects...
Banks Won't Junk Credit-Scoring Models.
Newspaper article from: Kiplinger Business Forecasts May 16, 2001 700+ words
...had enough experience with credit-scoring models for consumer loans to know...banks will find that their credit-scoring models didn't ferret out marginal...recession on the company's credit-scoring models showed that they would hold...
The importance of credit scoring models in improving cash flow and collections.
Magazine article from: Business Credit Brill, Jeff January 1, 1998 700+ words
...be a reliable indicator. Credit scoring models that measure the likelihood...disciplined use of sophisticated credit scoring models can also create a significant...statistical techniques, credit scoring models condense hundreds of attributes...
Custom Scoring Gains Ground: Increasingly, credit grantors are mixing and...
Magazine article from: Collections & Credit Risk Cleaver, Joanne Y. March 22, 2002 700+ words
...investing in custom-built credit scoring models that extract key payment...then reverse-engineering credit scoring models to detect applicants who...constantly reformulates credit- scoring models, comparing the auto loan...
REP. MELVIN WATT HOLDS A HEARING ON CREDIT SCORING MODELS AND CREDIT SCORES.
News wire article from: Political/Congressional Transcript Wire July 30, 2008 700+ words
...INVESTIGATIONS HOLDS A HEARING ON CREDIT SCORING MODELS AND CREDIT SCORES JULY 29...focus on credit scores and credit scoring models, consumer access to credit...credited with developing the first credit scoring model that became widely used...
Consumer Credit Scoring Models in Differentiating Performing and Nonperforming...
Magazine article from: The Journal of Lending & Credit Risk Management Frank, Lawrence L. June 1, 2000 700+ words
Two popular credit scoring models are analyzed for their effectiveness...wanted to test the efficacy of credit scoring for its credit department. An analysis was performed on two credit scoring systems. The bank had two objectives...
Banks won't ditch credit-scoring models.
Newspaper article from: The Kiplinger Letter May 18, 2001 700+ words
...making lending decisions. Good news for small businesses that have benefited tremendously since banks began using credit-scoring models in '90s for making loans. Scoring helps predict risk, makes loan process cheaper and more efficient. Economic...
Solving the mystery of credit scoring models.
Magazine article from: Business Credit Park, Sung March 1, 2004 700+ words
...Larger organizations have been utilizing credit scoring to quickly and accurately assess the...organizations are appreciating the benefits of credit scoring as well. The credit score is reflected...understand and be comfortable with using credit scoring. To feel confident about using ...
For more facts and information, see all results

Source: HighBeam Research, Small business credit scoring.(REQUIRED READING)

©2009 Gale, a part of Cengage Learning. All rights reserved.
About us | FAQs | Contact us | Privacy policy | Terms and conditions
Other Gale sites: Encyclopedia.com | HighBeam Research | Acquire Content | Books & Authors | Goliath | MovieRetriever | Smart QandA