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DESCRIPTIVE CHARACTERISTICS

There are characteristics that quantitatively and qualitatively describe the profile of the coun­terparty. Think of this as metadata, which helps in understanding counterparties, irrespective of their contracts.

Such a profile can be used to identify the capability as well as willingness of the counterparties to fulfill the promises of cash flow exchange. Descriptive characteristics may be used in credit scoring analysis for identifying the probability of the counterparty to default or change the credit risk profile defined as credit rating. Moreover, the counterparty profile used in identifying the possible correlations among them, lead to system and concentration risk.

There are some typical characteristics used in counterparty description such as, for indi­viduals: age, place of leaving, income, gender, job, educational background, or even religion. For business entities, e.g., SME, corporate, they are profit, sales, expenses, industry, sector of business, region of operations, and others. A sample of counterparty descriptive characteristic is shown in Table 7.1.

Descriptive characteristics may also be used to reflect possible financial behavior and credit needs. For instance, a young person with a good educational background has most likely the need for medium to long-term loans as well as credit lines (credit cards), whereas an SME will require credit facilities and short to medium-term loans.

The most useful characteristics in counterparty systemic, concentration and correlation analysis are the ones referring to the business sector in which a counterparty operates—for instance, the industry, region and country. Note also that some of the descriptive characteristics change over time. This is a great challenge because such information needs to be retrieved and updated on a frequent basis which is not always feasible. Thus, practitioners are trying to focus on those characteristics with a high likelihood of being fixed and most available.

TABLE 7.1 Sample of counterparty descriptive characteristic

Descriptive

Characteristic Type of Information Variable
Region Qualitative No
Sector Qualitative, e.g., IT No
Industry Quantitative e.g., Index Yes
Performance Quantitative e.g., income, sales, P&L, expenses Yes
Age Quantitative Yes
Income Quantitative e.g., salary Yes
Profession Quantitative, e.g., self employed Yes
TABLE 7.2 Sample of characteristics of counterparties used in marketplace lending
Descriptive Characteristic Type of Information Variable
Region The city, state, and zip code provided by the borrower in the loan application. No
Assets & direct/ indirect income/expenses The home ownership status provided by the borrower during registration. The values are RENT, OWN, MORTGAGE, OTHER. Yes
Performance Employment length in years. Possible values are between 0 and 10, where 0 means less than one year and 10 means ten or more years. Yes
Income The annual income provided by the borrower during registration. Yes
Profession The job title supplied by the borrower when applying for the loan. Yes

Source: Lending Club

In marketplace lending, the descriptive characteristics are similar as illustrated in Table 7.2.

Online lending platforms may collect more data. These characteristics are quite similar to the ones that banks use. However, the credit scoring algorithm of platforms may be markedly different. They often take into account alternative data such as payment history on bills, and so- called fringe alternative data, such as posts on social networks, friends, and others. Platforms often consider more data than banks when scoring their borrowers. They may be more precise because counterparties know each other in real life as well. They may also be more transparent and easier to maintain and update as they work within a bilateral scale.

7.3

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Source: Akkizidis Ioannis, Stagars Manuel. Marketplace Lending, Analysis Financial, and the Future of Credit: Integration, Profitability, and Risk Management. Wiley,2016. — 344 p.. 2016
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