Title: Risk Analysis: An Extended Look
1Risk Analysis An Extended Look
- Dr. Nancy Mangold
- California State University, East Bay
2Credit Risk
- A firms ability to make interest and principal
payments on borrowings
3Bankruptcy Risk
- The likelihood that a firm will file for
bankruptcy and perhaps subsequently liquidate
4Financial distress continuum
- Failing to make a required interest payment on
time - defaulting on a principal payment on debt
- filing for bankruptcy
- liquidating a firm
5Financial Distress
- Analysts concerned with the economic loss of a
portion or all of the amount lent to or invested
in a firm can examine a firms position on this
financial distress continuum.
6Broader definition of risk
- To explain the differences in market rates of
return of common stocks - Economic theory holds that the differences in
market return must relate to differences in
perceived risk
7Risk measure Market equity beta
- Market equity beta used as the measure of risk
- Market equity beta measures the covariability of
a firms returns with the returns of all
securities in the market
8Sources of Debt FinancingCommercial Banks
- Commercial banks lend funds to firms to finance
- working capital needs
- accounts receivable
- inventory
- Accounts receivable and inventory serve as
collateral - Usually short-term less than one year
- Appear in Current liabilities - notes payable
9Sources of Debt FinancingCommercial Banks
- Commercial banks also provide funds to purchase
equipment, buildings, and other long-term assets - These loans extend for periods of 20 or more
years - Specific assets financed used as a collateral
- appear in the long-term debt payable category
10Sources of Debt FinancingOther Financial
Institutions
- Firms may also obtain funds from
- Insurance companies
- finance companies
- other financial institutions
- Finance long-term assets
- Assets serve as collateral for the borrowing
11Sources of Debt FinancingCommercial paper Market
- Firms issue commercial paper for very short-term
needs for cash - meet payroll before collecting cash from accounts
receivable monthly - Unsecured
- Included in notes payable- current liabilities
12Sources of Debt FinancingCommercial paper Market
- Large established firms with solid credit status
most easily access the commercial paper market
for funds - Lenders in the commercial paper
- financial institutions
- business enterprises with excess cash
- money market mutual funds
13Sources of Debt FinancingUnsecured Debt Market
- Firms needing long-term sources of funds can
issue bonds on the open market - Bonds are unsecured
- Priced according to
- the overall credit quality of the issuer
- the term to maturity of the bonds
- the general level of interest rates in the market
14Sources of Debt FinancingUnsecured Debt Market
- In Bankruptcy
- First secured (collateralized lenders
- second bonds holders
- third preferred stockholdrs
- last common stockholders
- Long term debt payable on balance sheet
- investors financial institutions, mutual funds,
pension funds and individuals
15Sources of Debt FinancingSuppliers
- Suppliers of various goods and services that do
not require firms to pay immediately implicitly
provide funds to the firm - Suppliers of raw materials or merchandise
inventories may require that the inventories
serve as collateral for the delayed payment
16Credit Risk Analysis
- Circumstances leading to need for the loan
- Cash Flows
- Collateral
- Capacity for Debt
- Contingencies
- Character of Management
- Conditions
17Circumstances leading to need for the loan
- The reason that a firm needs to borrow affects
the riskiness of the loan and the likelihood of
repayment
18W.T. Grant Company
- Discount retail chain filed for bankruptcy in
1975 - Between 1968 and 1975 Grant experienced
increasing difficulty collecting accounts
receivables. - Borrow short-term funds from commercial banks to
finance the buildup of its accounts receivable
19W.T. Grant Company
- Lending to satisfy cash flow needs related to an
unsolved problem or difficulty can be highly risky
20Toys R Us
- Purchases toys, games, and other entertainment
products in September and October in anticipation
of heavy demand during the end-of-the year
holiday season - Typically pays its suppliers within 30 days for
these purchases, but doesnt collect cash from
customers until December, January or later
21Toys R Us
- Borrow short term funds from its banks to finance
its inventory - Repays these loans with cash collected from
customers - Lending to satisfy cash flow needs related to
ongoing seasonal business operations is generally
relatively low risk - Toys R Us has an established brand name and
predictable demand and diverse product line
22Wal-Mart Stores
- Grows the number of its stores at a rate of 12
per year during the last five years - The fastest growth is in its superstores ( a
combination of its traditional discount store and
a grocery store). - Borrows a large portion of the funds needed to
construct new stores using 20- to 25-year loans
23Wal-Mart Stores
- Also enters into leases for a significant portion
of the space needed for its new stores - Such loans are relatively low risk
- given Wal-Marts operating success in the past
- the land and buildings that serve as collateral
for the loans
24Data General Corporation
- mMaintained a presence in the midsize computer
market for several decades - Technological advances and aggressive marketing
by competitors have eroded its share of the
computer market .
25Data General Corporation
- Wanted to develop new technologies for internet
products - Needed to borrow funds to finance its research
and development effort
26Data General Corporation
- Such a loan would be relatively high-risk
- embarking on a new line of business for which it
does not necessarily have a competitive advantage - rapid technology change
- RD expenditures may not result in assets that
can be serve as collateral for the loan
27 Lower credit risk
- Lending to established firms for ongoing
operating needs
28Higher credit risks
- Lending to firms experiencing operating problems
- Lending to emerging businesses
- Lending to support investments in intangible
assets typically carry higher risks
29Cash Flows
- Lenders want firms to generate sufficient cash
flow to pay interest and repay principal on a
loan so they dont have to rely on selling the
collateral
30Cash Flows
- Tools for studying the cash-generating ability of
a firm - examination of the statement of cash flows for
recent years - computation of various cash flow-based financial
ratios - study of projected financial statements
31Statement of Cash Flows
- Indicators of potential cash flow problems if
observed for several years in a row - Growth in accounts receivable or inventories that
exceeds the growth rate in sales - Increases in accounts payable that exceed the
increase in inventories
32Indicators of potential cash flow problems
- Other current liabilities that grow at a faster
rate than sales - Persistent negative cash flow from operations
because of net losses or substantial increases in
net working capital
33Indicators of potential cash flow problems
- Capital expenditures that substantially exceed
cash flow from operations - indicates a firms continuing need for external
financing to sustain growth - Reductions in capital expenditures over time
- signal declines in future sales, earnings, and
operating cash flows
34Indicators of potential cash flow problems
- Sales of marketable securities in excess of
purchases of marketable securities - signal the inability of a firms operations to
provide adequate cash flow to finance working
capital and long-term investments
35Indicators of potential cash flow problems
- A substantial shift from long-term borrowing to
short-term borrowing - signal a firms inability to obtain long-term
loans because lenders are uncertain about a
firms future - A reduction or elimination of dividend payments
- a negative signal about a firms future prospects
36Cash Flow Financial Ratios
- Cash Flow from operations
- Average Current liabilities
- Indicates the ability of a firm to generate
sufficient cash flows from operations to repay
liabilities coming due with the next year
37Cash Flow Financial Ratios
- Cash flow from operations
- Average Total Liabilities
- Indicates a firms ability to generate sufficient
cash flow to repay all liabilities
38Cash Flow Financial Ratios
- Cash flow from operations
- Capital Expenditures
- Indicates the ability of a firm to finance
capital expenditures with operating cash flows - lt1 indicates a will need to continue to find
various sources of capital to finance capital
expenditures to continue its growth
39Projected Financial Statements
- Projected financial statements , Pro Forma
financial statements represent forecasted income
statements, balance sheets, and statements of
cash flows for some number of years into the
future - Lenders require potential borrowers to prepare
such statements to demonstrate the borrowers
ability to repay the loan with interest as it
comes due
40Projected Financial Statements
- The credit analyst should question each of the
important assumptions underlying these projected
financial statements - sales growth
- cost structure
- capital expenditure plans
- Should also assess the sensitivity of the
projected cash flows to change sin key assumptions
41Collateral
- The availability and value of collateral for a
loan - If cash flows are insufficient to pay interest
and repay the principal on a loan, the lender has
the right to obtain any collateral pledged in
support of the loan
42Collateral
- Marketable Securities reported at at market value
on balance sheet (lt 20 ownership) - Assess whether the market value of securities
pledged as collateral exceeds the unpaid balance
of a loan
43Collateral
- Accounts Receivable
- Assess whether the current value of accounts
receivable is sufficient to cover the unpaid
portion of a loan collateralized by accounts
receivable
44Collateral
- Examine
- changes in provision for uncollectible accounts
relative to sales - the balance in allowance for uncollectible
accounts relative to gross accounts receivable - the amount of accounts written off as
uncollectible relative to gross accounts
receivable - the number of days receivables are outstanding
45Inventories
- Examine
- Changes in inventory turnover rate
- Cost of goods sold to sales percentage
- Mix of raw materials, work in process
inventories, and finished goods inventories to
identify possible inventory obsolescence problems
46Inventories
- LIFO inventories market value exceed the book
value - FIFO inventories will be closer to market value
- Using footnotes on the excess of market or FIFO
value over LIFO cost permit the analyst to assess
the adequacy of LIFO inventories to cover the
unpaid balance on a loan collateralized by
inventories
47Property, Plant and Equipment
- Fixed assets as collateral for long-term
borrowing - Determining the market values of such assets is
difficult using reported financial statement
information because the use of historical cost
valuations - Market values of unique, firm-specific assets are
particularly difficult to ascertain.
48Property, Plant and Equipment
- Clues indicating market value declines include
- restructuring charges
- asset impairment charges related to such assets
- recent sales at a loss
49Nonsecured lending
- Study the notes to the financial statements to
ascertain how much of the borrowers assets are
not already pledged or restricted - The liquidation value of such assets represents
the available resources of a firm to repay
unsecured creditors
50Nonsecured lending
- For small business, additional source of
collateral may be - personal assets of management or major
shareholders
51Capacity for Debt
- A firms capacity to assume additional debt
- A firms cash flows and collateral represent the
means to repay the debt - Most firms do not borrow up to the limit of their
debt capacity - Lenders want to make sure that a margin of safety
exists
52Capacity for DebtDebt Ratios
- long-term debt ( total liabilities )
- / total assets
- long-term debt ( total liabilities )
/shareholders equity - consider off-balance sheet obligations
- operating lease commitments
- underfunded pension
- health care benefit obligation
53Capacity for DebtDebt Ratios
- The higher the debt ratios
- The higher the credit risk
- The lower the unused debt capacity of the firm
54Capacity for DebtInterest Coverage Ratio
- Operating income before interest and taxes /
interest payments - A measure of margin of safety provided by
operations to service debt
55Capacity for DebtInterest Coverage Ratio
- When firms make heavy use of operating leases for
their fixed assets, the analyst might convert the
operating leases to capital leases for the
purpose of computing the interest coverage ratio - add back the lease payments to net income
- include the lease payments in the denominator
56Capacity for DebtInterest Coverage Ratio
- lt2 high credit risk
- gt 4 capacity to carry additional debt
57Contingencies
- Is the firm a defendant in a major lawsuit
involving its principal products - Negative legal judgments will likely have a more
pronounced effect on smaller firms - less resource to defend themselves
- less resource to sustain such losses
- may not carry adequate insurance
58Contingencies
- Has the firm served as guarantor on a loan by a
subsidiary, joint venture, or corporate officer
59Contingencies
- Has the firm committed itself to make payments
related to derivative financial instruments that
could adversely affect future cash flows if
interest rate, exchange rates or other prices
change significantly in an unexpected direction?
60Contingencies
- Is the firm dependent on one or a few
- key employees,
- contracts
- license agreements, or
- technologies
- whose loss could substantially affect the
viability of the business?
61Contingencies
- Examine notes to the financial statements
- Ask questions of management, attorneys and
others.
62Character of Management
- Has the management team successfully weathered
previous operating problems and challenges that
could have bankrupted most firms?
63Character of Management
- Has the management team delivered in the past on
projections made with regard to - sales level
- cost reductions
- new product development
- other operating targets
64Character of Management
- Does the firm have a reputation for honest and
fair dealings with suppliers, customers, bankers,
and others? - Do managers have a substantial portion of their
personal wealth invested in the firms common
equity - managers have incentives to operate the firm
profitably and avoid defaulting on debt to
increse the value of their equity holding
65Conditions
- Lenders often place restrictions or constraints
on a firm to protect their interests - Minimum level of certain financial ratios
(current ratio gt 1.2)) - maximum level of certain financial ratios
(debt/equity ratio lt 75) - Restrictions on paying dividends
- Limit on new financing
66Conditions
- Debt covenants can protect the interest of
senior, collateralized lenders - protection again undue deterioration in the
financial condition of a firm - They can place less senior lenders in jeopardy if
the firm must quickly liquidate assets to repay
debt - increase the likelihood of default or bankruptcy
if the constraints are too tight
67The Bankruptcy Process
- firms may file under Chapter XI of the National
Bankruptcy Code - Firms have four months to present a plan of
reorganization to the court - After four months, creditors, employees and
others can file their plans of reorganization
68The Bankruptcy Process
- The court decides which plan provides the fairest
treatment for all parties concerned - When the court determines that the firm has
executed the plan of reorganization successfully
and appears to be viable entity, the firm is
released from bankruptcy
69The Bankruptcy Process
- A Chapter XII filing for bankruptcy entails an
immediate sale or liquidation of the firms
assets and a distribution of the proceeds to the
various claimants in the order of their priority.
70Models of Bankruptcy Prediction
- Univariate Bankruptcy Prediction Models examine
the relation between a particular financial
statement ratio and bankruptcy
71Univariate Bankruptcy Prediction Models
- Beaver studied 29 financial statement ratios for
the five years preceding bankruptcy for a sample
of bankrupt and non-bankrupt firms
72Univariate Bankruptcy Prediction Models
- The six ratios with the best discriminating power
are - (long-term solvency risk
- NI before depreciation, depletion and
amortization/ Total Liabilities - Profitability
- NI/Total Assets
73Univariate Bankruptcy Prediction Models
- Long-term solvency risk
- Total Debt/ Total Assets
- Short-term liquidity 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
74Multivariate Bankruptcy Prediction Models
- Multiple Discriminant Analysis (MDA)
- The best-known MDA bankruptcy prediction model is
Altmans Z-score
75Altmans Bankruptcy Prediction Model
-
- Z 1.2(NWC/TA) 1.4(RE/TA) 3.3(EBIT/TA)
.6(MV-EQ/BV-Liab) 1.0(S/TA) - MWC/TA1(current assets - current
liabilities)/total assets - measure the proportion of total assets
representing relatively liquid net current assets
(ST liquidity risk)
76Altmans Bankruptcy Prediction Model
- RE/TA retained earnings / total assets
- measures accumulated profitability and relative
age of a firm -
- EBIT/TA EBIT / total assets
- measures current profitability
77Altmans Bankruptcy Prediction Model
- MV-EQ/BV-Liab market value of preferred and
common equity / book value of total liabilities - markets overall assessment of the profitability
and risk of the firm - S/TA sales / total assets
- measures ability of a firm to use assets to
generate sales
78Altmans Bankruptcy Prediction Model
- If Z gt 2.99 assign to nonbankrupt group, low
probability of bankruptcy - If Z lt 1.81 assign to bankrupt group, higher
probability of bankruptcy - 1.81 lt Z lt 2.99 gray area
79Multivariate Bankruptcy Prediction Models
- James Ohlson used Logit Analysis to discriminate
bankrupt from non-bankrupt firms - 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)
80Multivariate Bankruptcy ModelLogit Analysis
- Size larger firms have greater flexibility to
curtail capacity, sell assets, and attract debt
or equity capital than smaller firms - TLTA (Total Liabilities/ Total Assets)
- Long-term solvency risk
- Higher debt ratios increase the probability of
bankruptcy
81Multivariate Bankruptcy ModelLogit Analysis
- WCTA (Working capital/Total Assets
- the higher the proportion of net working capital
to total assets, - the more liquid are the assets
- the lower the probability of bankruptcy
82Multivariate Bankruptcy ModelLogit Analysis
- CLCA (Current Liabilities/Current Assets)
- An excess of current liabilities over current
assets is also an indicator of short-term
liquidity risk
83Multivariate Bankruptcy ModelLogit Analysis
- NITA (Net Income/Total Assets)
- the higher the rate of profitability,
- the less likely a firm will experience difficulty
servicing debt - the lower the probability of bankrupty
84Multivariate Bankruptcy ModelLogit Analysis
- FUTL (Funds (Working capital) from operations/
Total Liabilities) - the greater the ability of working capital from
operations to cover total liabilities - the lower the probability of bankruptcy
85Multivariate Bankruptcy ModelLogit Analysis
- INTWO (one if net income was negative for the
last two years and 0 otherwise) - A recent history of net losses increases the
probability of bankruptcy
86Multivariate Bankruptcy ModelLogit Analysis
- OENEG (One if total liabilities exceed total
assets and zero otherwise) - appears redundant with TLTA
- coefficient should be positive but is negative
87Multivariate Bankruptcy ModelLogit Analysis
- CHIN (Net income (t) - Net Income (t-1))/(INet
Income (t)I Inet Income (t-1)I - The change in net income indicates the direction
and magnitude of earnings growth or decline. - Increasing (decreasing) earnings coupled with the
negative coefficient suggest a lower (higher)
probability of bankrupty
88Synthesis of Bankruptcy Prediction Research
- Investment Factors
- Relative Liquidity of a Firms Assets
- Rate of Asset Turnover
89Relative Liquidity of a Firms Assets
- Firms with relatively large proportions of
current assets tend to experience less financial
distress than firms whose dominant assets are
fixed assets or intangible assets - Expected return on the more liquid assets is
usually less than the expected return from fixed
and intangible assets reflecting its lower risk
90Relative Liquidity of a Firms Assets
- Firms must balance their mix of assets to obtain
the desired return/risk profile - Ratios include
- Cash/Total assets
- Current assets/total assets
- net working capital/total assets
91Rate of Asset Turnover
- The more quickly assets turn over, the more
quickly funds work their way toward cash on the
balance sheet - Retailer has same fixed assets to total assets as
a manufacturing firm, but higher turnover ratios
thus more liquid.
92Rate of Asset Turnover
- Ratios include
- total assets turnover
- accounts receivable turnover
- inventory turnover
- the working capital turnover
- fixed asset turnover
93Financing Factors
- Relative Proportion of Debt in the Capital
Structure - the higher the proportion of liabilities in the
capital structure - the higher the probability that firms will
experience bankruptcy - Firms with lower levels of debt tend to have
unused borrowing capacity that they can depend on
in times of difficulty
94Financing Factors
- Relative Proportion of Short-Term Debt in the
Capital Structure - The more imminent due dates of debt exacerbate
the risk of bankruptcy - Ratio include
- Current liabilities/total assets
95Operating Factors
- Relative Level of Profitability
- Profitable firms ultimately turn their earnings
into cash - Firms with low or negative profitability must
often rely on available cash or additional
borrowing to meet financial commitments as they
come due - Weak profitability and high debt ratios usually
spells financial distress
96Operating Factors
- Profitability ratios
- net income/assets
- income before interest and taxes/assets
- net income/sales
- cash flow from operations/assets
97Operating Factors
- Variability of Operations
- Firms that experience variability in their
operations (cyclical sales patterns) are more in
danger of bankruptcy than firms with less
variability - measure
- change in sales
- change in net income from the previous year
98Other Possible Explanatory Variables
- Size
- Larger firms generally have access to a wider
range of financing sources as well as more
flexibility to redeploy assets than smaller firms - Larger firms are less subject to bankruptcy than
smaller firms
99Other Possible Explanatory Variables
- Growth
- Rapidly growing firms often need external
financing to cover cash shortfalls from
operations and permit acquisitions of fixed
assets - they display high debt ratios and weak
profitability - But their growth potential provides access to
capital that permits to survive
100Other Possible Explanatory Variables
- Qualified Audit Opinion
- has much the same predictive accuracy as the
models based on financial ratios
101Market Risk
- Economic theory teaches that differences in
expected rates of return for different investment
alternatives should relate to differences in risk
102Market Rate of Return
- Return on common stock
- Risk Free interest rate Market beta ( market
return - risk free interest rate) - The beta coefficient measures the covariability
of a firms returns with those of all shares
traded on the market
103Market Risk
- Beta captures the systematic risk
- The pricing of common stock rewards shareholders
they assume - An investor can eliminate nonsystematic risk by a
diversified portfolio
104Market Beta
- Three principal explanatory variables
- Degree of operating leverage
- Degree of financial leverage
- Variability of sales
105Market Beta
- Firms with a market beta of 1 experience
variability equal to the average - Firms with a market beta of more than 1experience
greater variability than the average - Firms with a beta of less than 1 experience less
variability than the average firm - Exhibit 9.6
106Utilities
- Have capital-intensive facilities and use
extensive borrowing to finance their acquisition - lowest assets turnover ratios
- highest capital structure leverage ratios
- ROCE is smallest of all the industries
- Their market beta is the smallest
107Metals and Metal Products
- The metals industry takes iron ore and other
minerals and processes them into steel and other
intermediate products - Capital intensive
- Products tend to portray commodity characteristics
108Metals and Metal Products
- The metal products industry takes steel and other
intermediate products and processes them into
final products that have an element of
differentiation - less capital intensive
- faster asset turnover than the metals industry
109Metals and Metal Products
- Similar capital structure leverage ratios
- ROCE is higher for the metal products segment -
differentiated product - Market beta of metal products is less than that
for metals
110Grocery Stores, Food Processors and Restaurants
- Less variability in the ROCE of grocery stores
(.74) and food processors (.79) (demand is
relatively price -inelastic) than restaurants
(.90) where demand has greater price elasticity
111Amusements and hotels
- Heavy investments in fixed assets and debt
- Economic conditions affect the demand for their
products - Amusement industry experienced much less
variability in its ROCE than hotels - The amusements industry is also less capital
intensive and debt intensive than hotels - Amusement (.74) smaller beta than Hotel (.95)
112Printing and Publishing, Lumber, and Paper
- Paper industry is more capital-intensive and
debt-intensive than the printing and publishing
industry and the lumber industry - Expect market beta for printing lower than lumber
lower than paper industry - But 3 market betas are similar (.88, .89, .89)
113Petroleum
- Capital and debt intensive
- Std deviation of ROCE relatively high
- Market beta the smallest of 22 industries
114Bankruptcy risk and Market Beta Risk
- High proportions of fixed assets in the asset
structure provide relatively illiquid assets
(increasing bankruptcy risk) and high fixed costs
(increasing market beta risk).
115Bankruptcy risk and Market Beta Risk
- High proportions of debt in the capital structure
require regular debt servicing (increasing
bankruptcy risk) and high fixed costs for
interest (increasing market beta)
116Bankruptcy risk and Market Beta Risk
- Variability of sales raises the possibility that
a firm may not have sufficient liquid assets to
service debt (increasing bankruptcy risk) and
creates fluctuation in earnings (increasing
market beta risk)
117Bankruptcy risk and Market Beta Risk
- Bankruptcy risk relates primarily to an
illiquidity problem - Market beta risk relates more to an earnings
problem - Bankruptcy risk when it becomes important for a
particular firm intensifies the underlying market
beta risk