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Transcript of Basics of Credit Analysis Alexandru Cebotari. Sources and Types of Risks SourceType or Nature...
Basics of Credit Analysis
Alexandru Cebotari
Sources and Types of Risks
Source Type or Nature
International Exchange Rate Changes
Host Government Regulations
Political Unrest
Expropriation of Assets
Domestic Recession
Inflation or Deflation
Interest Rate Changes
Demographic Changes
Political Changes
Industry Technology
Competition
Availability of Raw Materials and Labor
Unionization
Firm-Specific Management Competence
Strategic Direction
Lawsuits
• A firm should continually monitor each of these and other type of risks
• A loan officers task is to understand how a firm monitors its risks
• Analysis of the financial consequences of these elements of risk using financial statements is an important tool
• Various financial reporting standards require firms to discuss in notes to financial statements how important elements of risk affect a particular firm and the actions it takes to manage its risks
• In addition to using information about risk disclosed in the notes to financial statements, loan officers typically assess the dimensions of risk using ratios of various items in the financial statements
Profitability, Growth, Risk
Product-Market Strategies Financial-Market Strategies
Operating Decisions
Investment and Asset
Management Decisions
Financing Decisions
Dividend Decisions
Managing Revenue & Expenses
Managing Working Capital & Fixed Assets
Managing Liabilities and
Equity
Managing Dividend Payout
Profit Margin Ratios
Efficiency Ratios
Capital Structure Ratios
Payout Ratios
• Most financial statement-based risk analysis focuses on a comparison of the supply of cash and demand for cash
• Risk analysis using financial statement data typically examines
(1) short-term liquidity risk, the near term ability to generate cash to service working capital needs and debt service requirements, and
(2) long-term solvency risk, the longer-term ability to generate cash internally or from external sources to satisfy plant capacity and debt repayment needs
• The field of finance identifies two types of risks:
(1) credit risk, a firm’s ability to make payments on interest and principle payments, and
(2) bankruptcy risk, the likelihood that a firm will be liquidated
Framework for Financial Statement Analysis of Risk
ActivityAbility to
Generate CashNeed to Use
CashFinancial Statement Analysis Performed
OperationsProfitability of
Goods and Services Sold
Working Capital Requirements
Short-Term Liquidity Risk
InvestingSales of Existing Plant Assets or
Investments
Plant Capacity Requirements
Long-Term Solvency Risk
FinancingBorrowing Capacity
Debt Service Requirements
Analysis of Short-Term Liquidity Risk
• The analysis of short-term liquidity risk requires an understanding of the operating cycle of a firm!
• Current Ratio: mainly used to give an idea about the company’s ability to pay back its short-term liabilities and a sense of the efficiency of the firm’s operating cycle and its ability to turn its products into cash (ratio ≥ 1.0 preferred)
• Quick Ratio: known as acid test, measures the firm’s ability to pay off its short-term debt from current liquid assets; draws a more realistic picture (trend towards 0.5)
• Operating Cash Flow Ratio: using cash flow as opposed to accounting items provides a better indication of liquidity (40%ntypical of a healthy firm)
• Short-term liquidity problems also arise from longer-term solvency difficulties!
Financial Ratio Formula Measurements
Current Ratio Current Assets / Current liabilities
A measure of short-term liquidity. Indicates the ability of entity to meet its short-term debts from its current assets
Quick RatioCurrent Assets less inventory / Current
liabilities
A more rigorous measure of short-term liquidity. Indicates the ability of the entity to meet unexpected demands from liquid current asses
Operating Cash Flow Ratio
Cash Flows from Operations/Average Current Liabilities
Measures a company's ability to pay its short term liabilities. Indicates whether the company has generated enough cash over the year to pay off short term liabilities as at the year end
Analysis of Long-Term Solvency Risk
• Increasing the proportion of debt in the financial structure intensifies the risk that the firm cannot pay interest and repay the principle on the amount borrowed
• Analysis of long-term solvency risk must begin with an analysis of short-term liquidity risk
• Firms must survive in the short-term if they are to survive in the long-term!
• Interest Coverage Ratio: gives a sense of how far earnings can fall before a firm will start defaulting on its payments (risky if ≤ 2.0)
• Long-Term Debt to Long-Term Capital Ratio: way of looking at the debt structure and determine what portion of total capitalization is comprised of long-term debt (what if ≥ 1?)
Financial Ratio Formula Measurements
Debt ratio Total Liabilities / Total assets
Measures percentage of assets provided by
creditors and extent of using gearing
Capitalization ratio Total assets / Total shareholders’ equity
Measures percentage of assets provided by
shareholders and the extent of using gearing
Debt to Capital RatioTotal Debt/(Total Shareholders’ Equity +
Total Debt)
The debt-to-capital ratio gives users an idea of a
company's financial structure, or how it is
financing its operations, along with some insight
into its financial strength.
Times interest earnedOperating profit before income tax +
Interest expense / Interest expense + Interest capitalized
Measures the ability of the entity to meet its interest payments out of current
profits.
Models of Bankruptcy Prediction
The six ratios with the best discriminating power (and the nature of the risk each ratio measures) were as follows:
• Net Income plus Depreciation, Depletion, and Amortization/Total Liabilities (long-term solvency risk)
• Net Income/Total Assets (profitability)
• Total Debt/total Assets (long-term solvency risk)
• Net Working Capital/Total Assets (short-term liquidity risk)
• Current Assets/Current Liabilities (short-term liquidity risk)
• Cash, Marketable Securities, Accounts Receivable/Operating Expenses excluding Depreciation, Depletion and Amortization (short-term liquidity risk)
Univariate Analysis
Multivariate Bankruptcy Prediction ModelsAltman’s Z-Score:
AssetsTotal
Sales
sLiabilitieofValueBook
EquityofValueMarket
AssetsTotal
TaxesandInterestBeforeEarning
AssetsTotal
Earningstained
AssetsTotal
CapitalWorkingNetscoreZ
0.1
6.03.3
Re4.12.1
We can convert the Z-score into a probability of bankruptcy using the normal density function within Excel. The formula is: =NORMSDIST(1-Z score). Altman developed this model so that higher positive Z-scores mean lower probability of bankruptcy.
The principle strengths of MDA are as follows:• It incorporates multiple financial ratios;• It provides the appropriate coefficients fro combining the independent variables;• It is easy to apply once the initial model has been developed.
Each ratio captures a different dimension of profitability or risk:
• Met Working Capital/Total Assets: the proportion of total assets comprising relatively liquid net current assets (current assets minus current liabilities). It is a measure of short-term liquidity risk.
• Retained Earnings/Total Assets: accumulated profitability.
• EBIT/Total Assets: this ratio measures current profitability.
• Market Value of Equity/Book Value of Liabilities: this is a form of debt/equity ratio, but it incorporates the market’s assessment of the value of the firm’s shareholders’ equity. This ratio measures long-term solvency risk and the market’s overall assessment of the profitability and risk of the firm.
• Sales/Total Assets: this ratio is similar to the total assets turnover ratio and indicates the ability of a firm to use assets to generate sales.
In applying this model, Altman found that Z-scores of less than 1.81 indicated a high probability of bankruptcy, while Z-scores higher than 3.00 indicates a low probability of bankruptcy. Scores between 1.81 and 3.00 were in the gray area.
Logit AnalysisProbability of Bankruptcy of a Firm:
yep
1
1
y = -1.32 – 0.407*SIZE + 6.03*TLTA – 1.43*WCTA + 0.0757*CLCA – 2.37*NITA – 1.83*FUTL + 0.285*INTWO – 1.72*OENEG – 0.521*CHIN,
SIZE = ln (Total Assets/GNP Deflator)
TLTA = Total Liabilities/Total Assets
WCTA = (CA-CL)/Total Assets
CLCA = Current Liabilities/Current Assets
NITA = Net Income/Total Assets
FUTL = Funds (Working Capital) from Operations/Total Liabilities
INTWO = one if Net Income (NI) was negative in the last two years and zero otherwise
OENEG = one if owners’ equity is negative and zero otherwise
CHIN = [NI (this year) – NI (last year)]/[|NI (this year)| + |NI (last year)|]
Earnings Manipulation
• Beneish developed a probit model to identify the financial characteristics of firms likely to engage in earnings manipulation
)(*670.4
)(*327.0)(*172.0)(*115.0)(*892.0
)(*404.0)(*528.0)(*920.0840.4
TATA
LVGISAIDEPISGI
AQIGMIDSRIy
• Probit converts y into a probability using standardized normal distribution. The command NORMSDIST within Excel, when applied to a particular value of y, converts it to the appropriate probability value
Beneish’s eight factors and the rationale for their inclusion are as follows:
Index Rationale
Days Sales in Receivables Index (DSRI) A large increase in accounts receivables as a percentage of sales might indicate an overstatement of accounts receivables and sales to boost earnings
Gross Margin Index (GMI) Firms with weaker profitability a more likely to engage in earnings manipulation
Asset Quality Index (AQI) An increase in the proportion indicates an increased efforts to defer costs
Sales Growth Index (SGI) The need for low-cost external financing might motivate sales manipulation
Depreciation Index (DEPI) Slowing of the rate of depreciation and thereby increasing earnings
Selling and Administrative Expense Index (SAI) ≥ 1 indicates increased marketing expenditures and expected increased sales
Leverage Index (LVGI) Increase in the proportion of debt might entail a violation of debt covenants
Total Accruals to Total Assets (TATA) Indicates the volume of earnings resulting from accruals instead of from cash flows
Profitability Analysis
The analysis of profitability addresses two broad questions:
• How much risk economic and strategic factors pose for the operations of a firm, its profitability and long-term solvency ? We use the Rate of Return on Assets (ROA) to answer this question.
• Can the firm generate the expected return on the capital invested by the lenders and shareholders without compromising the future of the firm? That is, how much of ROA is left to shareholders (owners) after subtracting the amounts owed to lenders.
Rate of Return on Assets
AssetsTotalAverage
EarningsinInterestMinorityRateTaxExpenseInterestIncomeNetROA
)1(*
TurnoverAssetsROAforinMofitROA argPr
Sales
EarningsinInterestMinorityRateTaxExpenseInterestIncomeNet
ROAforinMofit
)1(*
argPr
AssetsTotalAverage
SalesTurnoverAsset
Average Median ROA, Profit Margin for ROA, and Assets Turnover for 23 industries for 1990 to 2004
Economic Factors Affecting the Profit Margin/Assets Turnover Mix
Area in Exhibit
Capital Intensity
CompetitionStrategic
Focus
A High Monopoly
Profit
Margin
for ROA
B Medium Oligopoly Both
C LowPure
Competition
Assets
Turnover
Profitability Ratios
Financial Ratio Formula Measurements
Return on Total AssetsOperating profit before income tax + interest expense/ Average total assets
Measures rate of return earned through operating total assets provided by both creditors and owners
Return on ordinary shareholders’ equity
Operating profit & extraordinary items after income tax minus Preference dividends / Average ordinary shareholders’ equity
Measures rate of return earned on assets provided by owners
Gross Profit Margin Gross Profit / Net SalesProfitability of trading and mark-up
Profit MarginOperating profit after income tax / Net Sales Revenue
Measures net profitability of each dollar of sales
Total Assets Turnover
Financial Ratio Formula Measurements
Receivables turnoverNet sales revenue / Average receivables
balance
Measures the effectiveness of collections; used to evaluate whether receivables balance is excessive
Inventory turnoverCost of goods sold / Average inventory
balance
Indicates the liquidity of inventory. Measures the
number of times inventory was sold on the average during the period
Total Asset turnover ratio Net sales revenue / Average total assetsMeasures the effectiveness of
an entity in using its assets during the period.
Turnover of Fixed Assets Net Sales / Fixed AssetsMeasure the efficiency of the
usage of fixed assets in generating sales
Return on Common Shareholders’ Equity (ROCE)
Return on Assets
Return to Creditors
Return to Preferred
Shareholders
Return to Common
Shareholders
LeverageFinancialTurnoverAssetsROCEforinMofitROCE argPr
EquityrsShareholdeCommonAverage
rsShareholdeCommontoIncomeNetROCE
'
Sales
rsShareholdeCommontoIncomeNetROCEforinMofit argPr
AssetsTotalAverage
SalesTurnoverAssets
EquityrsShareholdeCommonAverage
AssetsTotalAverageLaverageFinancial
'