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Contents
- 1 Definition
- 2 The Five C's
- 2.1 Capacity
- 2.2 Capital
- 2.3 Character
- 2.4 Collateral
- 2.5 Conditions
- 3 Usage
- 3.1 Quantification / Automation Tools
- 3.2 Credit Scoring Models
- 3.3 Correlations between the 5 C's of Credit
- 4 Issues and Challenges
- 5 See Also
Definition
The Five C's Of Credit Analysis is an informal mnemonic of a set of Risk Factors that are commonly thought to be influential in determining the Credit Quality of a commercial borrower (SME Lending of Corporate Lending). The 5 C's can be considered as a more detailed decomposition of the Ability and Willingness to Pay assessment.
The Five C's
In alphabetical order, the five C's are commonly considered to be the following dimensions (with some variations in naming):
- Capacity
- Capital
- Character
- Collateral
- Conditions
Capacity
Capacity (sometimes replaced by Cashflow) refers to a borrower's ability to repay their debt, on the basis of their projected income profile and their other expenditures (including other debt).
The key metrics used in evaluating credit capacity are ratios such as Debt to Income Ratio (DTI) or the Debt Service Coverage Ratio.
- For individual borrowers, current income and employment history are good indicators of ability to repay outstanding debt. Income amount, stability over time, and type of income are important attributes
- For corporate borrowers, sources of revenue and profitability over time (e.g as captured in net operating income)
In all cases there are two important approaches to evaluating capacity
- historical ability to service the debt: based e.g., on recent years cashflow metrics and compared to projected debt service
- projected ability to service debt: based on projected cashflows. Projected cashflows may be more faithful to evolving reality if they incorporate e.g. a new project, new employment status etc. but may also be subject to more uncertainty
For longer maturity debt simple ratios may not be accurate indicators of credit capacity if the Contractual Cash Flows of the debt instrument are heavily skewed towards later periods.
It is typically assumed that all else being equal a higher repayment capacity implies less credit risk.
Capital
Capital refers in general to the asset base (net worth) of the borrower and the degree to which it is committed to support a given amount of debt.
When the borrowing concerns a specific project, capital refers the equity (own means) that the borrower invests in the project. For example the down-payment on a mortgage for homeowners or the equity funds committed by a commercial borrower.
Capital influences credit risk in two ways:
- Provides a buffer in case income (cashflow) deteriorates
- Aligns the interests of the borrower with that of the lender (Skin in the Game)
A relative metric that captures the Capital dimension (typically used for corporate borrowers) is the Debt to Equity Ratio
It is typically assumed that all else being equal a higher capital base committed implies less risk.
Character
Character refers to a borrower's overall behavioural profile towards repayment of debt. This assessment cannot be absolute in nature, but in relation to the dominant Credit Culture in a given jurisdiction and economic region.
The assessment of credit character entails (in principle) both subjective and objective elements. Subjective elements require that the assessor (credit officer) has intimate knowledge of the borrower and may draw on qualitative arguments. Qualitative inputs may involve soliciting feedback from peers, community, clients, vendors etc. that have had economic relationships with the borrower in the past.
In contrast objective elements do not require special insights and are more quantitative in nature. Objective inputs to the assessment of character include a borrower's Credit History, which provides evidence of past economic activities and track record but also reflecting the quality of the borrower's management ability.
It is typically assumed that all else being equal a better character profile implies less credit risk.
Collateral
Collateral refers to any assets the borrower pledges as security for their borrowed funds. Assets may be financial in nature (e.g. securities) or real assets (real estate). It is the only one of the 5 C's that is actually optional (as depending on the lending product, there might be no collateral pledged).
Collateral can be used in general Secured Lending but it is especially common in the financing of specific assets such as houses or automobiles for individuals and commercial real estate, transport equiment (airplanes, ships etc.) for commercial borrowers.
A key metric capturing the impact of collateral is the Loan to Value Ratio.
It is typically assumed that - all else being equal - more collateral leads to lower realized losses in the case of a Default Event, therefore leading to a lower Loss Given Default
Conditions
Conditions is maybe the least well defined of the 5 C's as it refers potentially on several distinct and unrelated aspects:
- the intended purpose of the loan (Use of Funds) (consumption, investment etc.)
- the size of the loan and the interest rate (expressing the lender's Risk Appetite)
- the relevant business and economic conditions (borrower specific, sectoral outlook, local economy, broader economy etc).
In general using the funds for investment in a positive external environment would imply lower risk
Usage
The five C's are typically used, explicitly or implicity, in the construction of credit Scorecards, with the significance of each "C" being assigned either subjectively (in Expert Based Models) or quantitatively in quantitative / statistical models.
Quantification / Automation Tools
Some aspects of establishing the 5 C's profile may be facilitated or even automated using programmatic procedures and algorithms
- Capacity information can be extracted from documentation (Financial Statements) but may be insufficiently forward looking
- Capital information extracted from documentation (financial statements)
- Character information extracted from credit history (credit reports) and (more speculatively) from other behavioral evidence (social media)
- Collateral quality (volatility) may be assessed from market data but the assessment may suffer for illiquid assets
- Economic Conditions (volatility) assessed from market and economic data but may be insufficiently forward looking and lack idiosyncratic aspects
Credit Scoring Models
For lending products / markets where there are sufficiently large numbers of borrowers (therefore establishing a historical track record of credit performance) the metrics used to establish the 5 C's can be used directly or with some modification to create risk factors (also attributes, characteristics or features) that will serve as independent variables for Credit Scoring Models
Correlations between the 5 C's of Credit
It is important to note that the 5 C's are not independent factors. Substantial correlations may exist between these attributes and these will typically manifest in a quantitative analysis during Model Development or Model Validation. The below table illustrates such conceptual links. From an information perspective what is relevant is the degree to which the five dimensions provide valid residual factors (e.g. the degree to which there is a component of Character after conditioning for Capacity and Capital)
Capacity | Capital | Character | Collateral | Conditions | |
---|---|---|---|---|---|
Capacity | # | Two key dimensions of the financial strenght of the borrower: Capacity focuses on income cashflow while Capital is the capitalization of those cashflows | Character is (mostly) established on track record and hence will typically correlate with historical Capacity | Uncertainty in future Capacity will be correlated with external Conditions | |
Capital | # | Character is (mostly) established on track record and hence will typically correlate with historical Capital | Availability of Capital will correlate with ability to use as Collateral | External Conditions (e.g. market levels) may influence Capital (Wealth Effect) | |
Character | # | Shifting external conditions (e.g. a recession) may induce significant behavioral changes, for example increase in Strategic Default | |||
Collateral | # | Collateral is correlated with Conditions primarily through Collateral Valuation which depends on the level of asset markets | |||
Conditions | # |
Issues and Challenges
- The five C's are not a formal published framework and the precise definitions vary significantly
- The relative importance of the various C's may vary depending on the type of borrower and lending
- The various C's are correlated to various degrees (see Correlation Matrix above)
- The five C's are not necessarily a complete enumeration of factors affecting credit risk. For example collateral is only one of the factors that can mitigate losses, a guarantee by a third party may have similar effect.
- Another missing C is the "Covenants" included in the lending agreement, namely the precise provisions specifying the rights and obligations of borrower and lender (might include under "Conditions")
- The impact of the factors may not be monotonic (a lower score not always leading to lower risk). For example more capital invested may be indicating a more risky project.
See Also
- Corporate Credit Risk Analysis
Retrieved from ""
Category:
- Credit Risk Analysis
I'm an expert in credit risk analysis, with a deep understanding of the concepts discussed in the article about the Five C's of Credit Analysis. My expertise in this field is demonstrated by a comprehensive knowledge of the risk factors influencing the credit quality of commercial borrowers, particularly in SME and corporate lending.
Let's delve into the key concepts outlined in the article:
Definition
The Five C's of Credit Analysis is an informal mnemonic representing a set of risk factors crucial in determining the credit quality of commercial borrowers in SME or corporate lending. It provides a detailed breakdown of the Ability and Willingness to Pay assessment.
The Five C's
-
Capacity
- Refers to a borrower's ability to repay debt based on income, expenditures, and other financial metrics.
- Key metrics include Debt to Income Ratio (DTI) and Debt Service Coverage Ratio.
- Evaluation considers current income, employment history, sources of revenue, and profitability for individuals and corporate borrowers.
- A higher repayment capacity implies less credit risk.
-
Capital
- Represents the borrower's asset base or net worth committed to supporting debt.
- For specific projects, capital refers to the equity invested by the borrower.
- Debt to Equity Ratio is a relative metric for corporate borrowers.
- Higher committed capital implies less risk.
-
Character
- Evaluates a borrower's behavioral profile towards debt repayment.
- Subjective and objective elements, including credit history and qualitative inputs, are considered.
- A better character profile implies less credit risk.
-
Collateral
- Involves assets pledged as security for borrowed funds, though it's optional.
- Key metric: Loan to Value Ratio.
- More collateral leads to lower losses in case of default, reducing credit risk.
-
Conditions
- Addresses various aspects like the purpose of the loan, loan size, interest rate, and relevant business and economic conditions.
- Least well-defined among the five C's.
Usage
The Five C's are used in constructing credit scorecards, either explicitly or implicitly. Significance is assigned subjectively (Expert Based Models) or quantitatively in statistical models.
Quantification / Automation Tools
Programmatic procedures and algorithms can facilitate or automate aspects of establishing the Five C's profile, such as extracting information from financial statements, credit reports, and even social media for behavioral evidence.
Credit Scoring Models
For markets with sufficient borrower data, the Five C's metrics can be used directly or modified to create risk factors for credit scoring models.
Correlations between the 5 C's of Credit
The Five C's are not independent factors; correlations exist between them, impacting model development or validation. For instance:
- Capacity and Character are linked through financial strength and track record.
- Capital and Character correlate through historical factors.
- External Conditions influence both Capital and Capacity.
Issues and Challenges
- The Five C's lack a formal published framework with varying definitions.
- The relative importance of each C varies based on borrower type and lending.
- The factors are correlated to different degrees.
- The Five C's might not be an exhaustive list of credit risk factors.
In summary, my expertise lies in understanding and applying these concepts, ensuring a holistic view of credit risk analysis for commercial borrowers.