Speech Notes - Corporate Profitability Through Credit Management Efficiency
1. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
Distinguished Dignitaries, officers of the CMAP, convention delegates, and
guests: I stand before you today to talk about Corporate Profitability through Credit
Management. (turn to slide 2)
It is appropriate to first look at the types of risk that you as credit managers
face, along with your customers. Looking at four broad categories, we can subdivide
the risk pie into several:
• Business risk – faced by credit granting institutions and their customers. Are the
strategies and plans of execution profitable?
• Credit risk – can the customer continue to keep the account current? What are the
chances for financial distress leading to delays or worse, defaults.
• Market risk – are movements in credit prices going to affect future profitability?
• Operating risk – can credit granting institutions balance the sometimes conflicting
imperatives of winning market share through higher credit portfolio growth, with
exercising credit discipline? Can credit granting institutions stay within the
boundaries prescribed by regulators?
• All of these are serious concerns. (turn to slide 3)
Efficiency in managing credit a credit portfolio for profitability is a challenging
goal. In order to be efficient, the credit managers have got to be able to tune out the
noise. In any credit evaluation it is tempting to let trivial information get in the way of
a cold, objective analysis. Efficiency demands focus.
2. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
By focusing on key credit factors, depending on the type of customer, credit
managers can increase evaluation throughput.
What is evaluation throughput? It is the rate at which credit evaluations are
processed. If efficiency allows faster evaluation times without sacrificing discipline, the
firm effectively increases its credit pipeline capacity. Increasing capacity, subject to
available capital, allows for more “hits” in granting credit. (turn to slide 4)
100% account and portfolio profitability is a desirable goal. In an ideal world,
the battle would be over even before the fight, as you see this print of Leonidas at
Thermopylae. Xerxes knew that he would win at Thermopylae, it was just a question of
how much it would cost him.
Credit discipline would allow for credit managers to screen credit applicants with
100% accuracy. One would never have bad accounts. There wouldn’t be any defaults.
Net spreads would remain profitable. Everyone would live happily ever after, and I
would not be here in front of you today (turn to slide 5)
However, we live in the real world. In the real world, we have to deal with real
issues like good customers, in-between customers, bad customers, falling spreads,
defaults, provisions, loan losses, and properties paid in kind.
Therefore in the real world we deal with real risk, particularly as it relates to
market risk and credit risk.
3. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
While the assumption of credit risk is unlike gambling in its gaming sense, it does
have analogous characteristics. Both require the assumption of risk after a calculation
of odds. In the case of credit risk, it is the odds of repayment vs. the odds of default or
worse.
And to be profitable, one has to assume the risk. You can avoid risk altogether,
but that means you don’t put capital to work. Consequently you don’t earn. (turn to
slide 6)
What one can do to manage the risk with efficiency is to focus not on the
quantity of the analysis, but on the quality of the information, the quality of the
analysis, and the quality of the validation.
There’s a lot that has been said about pricing discipline offsetting portfolio risk,
but in the end one doesn’t collect accrued interest revenue on an account in serious
distress and unable to keep payments current.
The interest margin has got to be translated into cash, and the best way to do it
is to maintain analytic quality. Hardly anybody wants to go into a credit work out
situation. (turn to slide 7)
So the focal point becomes economy of effort.
Economy of effort comes from knowing the key credit factors on which to focus.
These key credit factors form the foundation on which the credit evaluation rests.
4. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
Let me stress that the analytical tools that contribute the most value are robust
and blunt. This means that these tools are widely usable, with minor adjustments,
across many different credit customers in the same credit segment.
If we were to use “fine analytical tools” we would find that these tools require
too many adjustments to carry across various customers. We would eat up more time
adjusting the analytical tools and models than actually using them to arrive at a good
credit decision.
The economy of effort is applicable to various credit segments. (turn to slide 8)
Of course, one can segment using retail vs. wholesale credit markets. On one
side, you’ve got individual customers who need credit cards, auto loans, housing loans,
multi-purpose loans, etc. On the other side, you’ve got wholesale credit with major
financial institutions originating funding for distribution. (turn to slide 9)
The other way to think about segmenting credit markets deals with trade credit
vs. other credit. Trade credit covers the regular interplay of transactions between
suppliers and vendors – working capital financing. This is particularly important to
small and medium enterprises.
Other credit deals with other requirements – plant expansion, land expansion,
and everything in between not dealing with working capital. I hesitate to call this non-
trade credit, since all credit in some fashion does support trade in one form or another.
(turn to slide 10)
5. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
Another way to segment deals with the size and reach of the customer. From
the very small we can see SME financing all the way up to corporate credit, where the
giants borrow.
Each of these markets demands a different type of credit treatment. (turn to
slide 11)
As a credit granting institution, the management has to decide what is the
roadmap, and how do they execute to get there?
How much loss can they tolerate? And there will be losses.
How much in payment delays can they tolerate? Not all credit customers will pay
on time.
Do they want to win share? How low can they go on pricing? Maybe they are
not focused on share but on profitability, in which case pricing takes a back seat to
credit discipline.
How liberal or how strict are the evaluation metrics, and the collection policies?
(turn to slide 12).
So really the first thing to decide from the beginning is what does management
really want? And when I talk about management, I am talking about everyone being
on the same page, from the board all the way down to the supervisors manning the
front lines.
6. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
The Board and senior management have got to get together and decide on the
business plan, the strategic direction. Once this is established, that drives the loan
portfolio objectives in terms of quality, composition, growth, and profitability.
From here emerge the overall credit policy and the procedures implemented by
the on the ground troops: middle managers and supervisors. These policies and
procedures govern everything up to and including credit work outs.
If not all insider stakeholders are in agreement, whether board, senior
management, middle management, or supervisors, then it is a sure recipe for trouble.
Therefore it is extremely important to get buy in from all of the troops. Everyone
succeeds or fails as one. (turn to slide 13)
And when we talk about the details underlying credit decisions, we run into the
two types of credit decisions: judgmental vs. statistical.
I believe we have all run into the judgmental criteria. This is the situation where
if an account is on the fence with respect to approval or disapproval, the credit
marketing officer will say “This guy’s rich! He’s got the assets to pay! He is the richest
guy around here!” But these criteria don’t necessarily guarantee that the account will
demonstrate performance.
On the other hand, a credit decision might be too statistical in nature. The
decision to grant credit in this case is too automated and does not place enough weight
7. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
on certain key qualitative factors that are important in establishing the context of the
credit decision.
The common assumption on both is that the future will resemble the past, which
is not always the case. Current credit risks being evaluated are compared to past
portfolio experience, with the objective of granting credit only to those that show
acceptable risk.
Automated scoring has adds value in the following ways:
• It quantitatively defines degree of credit risk.
• It allows a hard comparison between disparate applicants.
• Allows tracking of credit performance over time using quantifiable metrics.
• Allows decision automation. This is one key factor in increasing credit
evaluation throughput. (turn to slide 14)
Realistically, a credit decision has two initial outcomes: one either grants credit
or refuses credit.
In the case of a credit refusal, the expected pay off is zero, neither a win nor a
loss. The worst one might say is that there was an opportunity lost should that
customer, if marginal in nature, might have been able to demonstrate good credit
performance.
However if the decision made is to grant credit, the outcome tree branches out
into two more outcomes: either the customer performs, or does not perform. If he
8. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
does not perform not only does one bear the cost of funds; one also bears the ultimate
cost of an asset write down.
Therefore the profitability of a customer depends on the conditional probability
first on whether credit is granted, and whether that customer can demonstrate credit
performance. (turn to slide 15)
Ultimately across a large credit portfolio, one is managing a set of credit
exposures put together by credit management, with the aim of producing an expected
value, a profit. If P represents the conditional probability that a customer granted
credit will pay, then 1-P represents the conditional probability that a customer granted
credit will not pay.
At that level, managing the credit portfolio becomes a delicate balancing act of
managing the exposure according to the assessment of the odds, or probabilities. One
can calculate the probability that a credit portfolio will break even, and can even
estimate the present values of revenues and costs.
Ultimately, one is trying to maximize P, or the likelihood that the customer will
demonstrate credit performance. (turn to slide 16)
Here is where we move into the credit factors per segment.
With respect to consumer credit, I believe that a significant number of us here
are aware of the importance of credit scoring, and the drivers of credit scoring. The
most significant factors in order of weight are:
9. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
• Payment history.
• Total debt to total lines.
• Length of credit history.
• Recent requests for new credit.
• Amount and type of credit in use. (turn to slide 17)
We see that with respect to ratio of balances to total limits, this single factor
shows a higher risk when outstanding balances reach 60% or more of what is available
to be borrowed. (turn to slide 18)
And if one takes a look at the age of the oldest credit card in the customer’s
wallet, one can see the risk falls off dramatically for customers that have maintained
the same account for six years or more. That speaks of the ability to manage individual
credit responsibly, a key consideration interestingly enough, in being able to qualify for
more credit. (turn to slide 19)
Further, if one takes into account the number of recent credit checks, within one
year, one can get a sense if a credit customer is exhibiting sober, personal credit
management; or is accumulating new credit at the risk of damaging his or her finances,
and consequently, credit standing. (turn to slide 20)
Add to this a strong inverse correlation between the amount of credit cards held
and risk of an individual, one can get a fairly complete picture of the credit risk posed
by an individual. These are just a few of the pieces of information that one can use to
10. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
build up a credit scoring procedure for retail consumer credit. HOWEVER, GREATER
CREDIT EFFICIENCY CAN BE ACHIEVED IF ONE LOOKS AT OTHER QUASI-FINANCIAL
BEHAVIOR SHOWN BY THE CREDIT CUSTOMER. (turn to slide 21)
Insurance industry research has shown that there is a strong negative correlation
between the average insurance loss claimed by people with automobile insurance, who
also have poor credit ratings.
Said differently, people with poor credit ratings usually show higher loss claims
on their insured cars vs. people with good credit ratings. Why? (turn to slide 22)
Second, that same research has shown that those homeowners, with
homeowners insurance, that also have poor credit, show insurance loss ratios three
times as large compared to people that own homes, have homeowners insurance, and
show good credit. Why? (turn to slide 23)
Third, people with poor credit show a propensity for trouble on the road. People
with poor credit get involved in 40% more traffic accidents than people with good
credit. Why? (turn to slide 24)
The statistical arguments are compelling. People with poor credit generate
insurance losses at a greater magnitude, and at a higher rate of frequency, than people
with good credit.
At first it might seem like a tenuous connection. How does customer behavior,
which shows up in insured loss claims, indicate the credit quality of an individual?
11. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
If you take the time to think about it, people with good credit tend to be
meticulous across their entire lifestyle.
• They pay bills on time.
• They keep their accounts current.
• They don’t keep a lot of accounts open.
• They keep balances low.
• They pay off debt.
All of these behaviors represent an effort to live a sober lifestyle within one’s means –
certainly the key to showing credit performance.
And it also shows what a tremendous advantage that an organization like CMAP
has in keeping a current, up to date database, and turbo-charging it with new,
significant information. The incentive lies in that in pooling critical information, along
with new ways to analyze it, the size of the credit pie expands for all of the members.
Who says that the CMAP cannot partner with insurance companies for example,
in building up a comprehensive database of consumer credit behavior expressed
through both financial and insurance data? (turn to slide 25)
Let’s think about that – but first I’d like to talk about another segment of credit,
trade credit. When we talk about trade credit of course it usually refers to the credit
implicitly granted by buyers to vendors in the normal course of commercial transactions.
12. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
It can also refer to working capital financing, which is a key resource for small and
medium sized businesses.
Key considerations in trade credit efficiency include:
• Mapping out a trade credit policy.
• What tools do you use? How do you execute?
• What kind of reporting do you need, and how can you act on that reporting?
These are all important. (turn to slide 26)
The trade credit policy with respect to evaluation and collection actually can vary
between two poles: liberal and strict. The upper left quadrant emphasizes up front due
diligence. When a favorable credit decision is granted the customer is granted
significant leeway. The assumption is that the probability of delays or defaults is quite
remote.
The lower left quadrant, with liberal analysis and liberal collections, highlights an
effort to win market share.
The upper right hand quadrant, with strict analysis and strict collections,
generally applies to companies that make and sell products and/or services that are
deemed essential, and have little competition. Imagine for example, large industrial
users of power who purchase their power directly from power generators independent
of napocor, but receive delivery through their local power distributor.
13. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
The lower right hand quadrant, is slightly related to the effort to win market
share. Credit is automatically granted, but the collections follow up is fairly strict.
(turn to slide 27)
Of course, we are all familiar with the activity ratios analysis, which include such
measures as tracking average collection period, days of inventory, days payables, and
the cash conversion cycle. These require no elaboration in this forum of seasoned
professionals. However, there is an opportunity to re-cut the available data in different
ways. (turn to slide 28)
Drilling down using the same available data, it is possible to come up with three
alternative measures at which to look:
• Average collections per day.
• Average disbursements per day.
• Net direct cash flow per day.
What are these and how does one use them? (turn to slide 29)
Average collections per day is nothing more than your average accounts
receivable divided by days outstanding.
Disbursements per day is nothing more than average payables divided by days
payables outstanding.
The net of the two is your net direct cash flow per day. These are all estimates
of course.
14. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
The trick to using these measures is not to compare them strictly using the
answers generated. One can always pump up the average collections per day for
example, just be booking more accounts receivable. The math proves it out.
However if one normalizes a higher accounts receivable balance using the base
days sales outstanding of the period to which it is being compared, one can get an idea
of how much a prospective credit is underperforming.
It is this “what if” analysis that provides greater context, adds value, and allows
for scenario building in the credit analysis. Assigning probabilities to various scenarios
allows another tool for building up an expected value for each prospective credit.
Please note that the quantitative aspect also has to be complemented by non
quantitative, contextual information. These include such things as:
• Length of time in business.
• Reference histories from other customers.
• Payment history.
• Presence of supplier lawsuits or court ordered liens.
• Conduct and reputation of the principals or owners.
(turn to slide 30)
Of course, the base measures will never go out of style. Credit managers ignore
the base measures of credit evaluation at their own peril. These are the quantitative
bed rock of any credit analysis. But as credit markets become more competitive, there
15. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
is a tendency for the credit quality of the average credit portfolio to deteriorate. Credit
granting institutions need to search for that extra metric, the incremental information
that might give them an edge in finding that one incremental credit worthy customer.
(turn to slide 31)
Hand in hand with the credit granting goes the management reporting of
account status and action items. Rather than succumbing to report overload, and
providing every last detail of an account on a regular basis, management has to select
the few key metrics that matter to them the most.
These metrics have to be compiled religiously and reported regularly. The
important thing one has to remember when selecting metrics is that the measurements
must be quantifiable, comparable, and actionable.
Quantifiability means that there is an acknowledged standard as to how these
metrics are calculated, which leaves no room for subjectivity.
Comparability means that metrics could be compared historically, and that one
can interpret clearly the trends emerging from the data.
Actionability means that when the metric is interpreted according to the
standards of the credit policy of the institution, and the conclusion is that there is a
significant negative variance on the metrics associated with the account, there are
definitive steps taken immediately. These steps will follow a gradual escalation in
severity depending on the variance in credit behavior displayed by the customer.
16. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
At no point in time should management be scratching their heads based on what
they see in the credit reporting, and start asking “ok, so now what do we do?” (turn to
slide 32)
From here we move on to small business vs. corporate. No other sector in our
economy is so starved for credit, and so important to kick starting our economic
growth. An old adage that rings true some of the time is that lenders lend to those that
don’t require the funds. Everyone wants a good account, so in this country there might
be a phenomenon where every chases all of the same good accounts.
For us to get credit to this vital sector, the challenge is to diversify the
distribution of credit to small business. This sector has distinctly different needs
compared to corporates. (turn to slide 33)
The challenge in doing a credit evaluation of small business comes down to
validation.
Character and reputation count for a lot in terms of evaluating a small business
owner, hand in hand with business performance.
The financial statements require piecing together disparate information from
various sources.
Collateral is important, but most of the emphasis is to lend based on the
normalized cash flow performance of the small business.
17. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
It is true that the greatest single cause of credit failure and business failure
associated with small business is the lack of cash flow planning. They run out of cash
and it usually comes as a surprise to them. (turn to slide 34)
Some keys to SME credit evaluation of course involve looking at the industry and
the business plan; examining the sources and uses of cash flow; and where possible,
keeping an eye on the collateral. Who wouldn’t want to have an account like the
proverbial golden egg? More so than the golden egg, you’ve got to find the goose that
lays it. (turn to slide 35)
And part of that analysis also involves looking at liquidity and solvency ratios,
activity ratios, and leverage ratios . But the quality of the derived ratios is directly
proportional to the quality of the information plugged into those ratios!
So the challenge comes down to validation, validation, validation!
Character and competence of the principals or business owners remain key
validation items.
Character without competence means that one will have a well-meaning
borrower with a soured loan.
Competence without character means that one will have a sharp borrower that
will take advantage of various ways to evade debt repayment, perhaps.
You can make all of the site visits, background checks, interviews, and lifestyle
checks that you want. Success in validation comes down to knowing three things:
18. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
• Does the principal or owner show total command of the information
regarding his industry and his business?
• Does the principal or owner have a sterling record with his suppliers,
customers, and other bankers or credit providers?
• Does he live within his means? Does he show a sober, meticulous
attitude towards his lifestyle? That same sober attitude will be reflected
in how he handles his business and money affairs. (turn to slide 36)
Other useful metrics exist. Aside from the qualitative validation, one can also
track the cash burn ratio and the cash as a percent of interest bearing debt.
Cash as a percent of interest bearing debt is self explanatory. Major lenders who
also accept deposits of the small business borrower have the advantage here, since
they can look at their records in real time. One can track the seasonality of the
business’s cash build up, the seasonality of cash requirements, and immediately red flag
the situation if adverse information deviating from the norm emerges.
As far as cash burn, this simply answers the question: how many days of cash
does this firm have at any given time? This is a very useful metric, because one of the
ways to use this is to pair it up with the analysis of the activity ratios. One can see
immediately if the borrower is suffering from adverse business developments.
Abnormally low cash balances in the face of normal business conditions is a red flag,
especially for small businesses. (turn to slide 37)
19. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
A lengthy discussion of corporate credit is not necessary, but I’d like to highlight
some key points.
Of course in evaluating corporate credit one has to look at the industry and the
business of the corporate customer.
One item that I would like to highlight concerns the power of knowing the
accounting behind the corporate numbers.
The assumption is that this field does not require the same level of qualitative
validation as the small business, and that the numbers delivered have been audited as
well.
In this scenario we’ve always got to remember that income performance varies
from cash flow performance. Revenue earned is not the same as revenue collected!
(turn to slide 38)
To my mind, one powerful equation in corporate credit is assets plus expenses
equals liability plus equity plus revenues. We have many reasons to thank the catholic
religious – one of these reasons is that catholic religious invented double entry
bookkeeping, which evolved into modern accounting.
I’d like everyone to pause and think about knowing the implication of this
equation. The equation is not complicated; it is elegant in its simplicity but powerful at
the same time. (turn to slide 39)
Using this equation, one can determine the
20. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
• Quality of revenue.
• Proper matching of expenses.
• Misreported balance sheet valuations.
• Quality of cash flow.
It all points to getting to a level of comfort with the numbers reported by the customer,
and being able to detect when things are out of whack.
• Is the customer recognizing revenue properly?
• Are expenses being accounted for properly? Are they playing around with
depreciation assumptions, changing allowances for uncollectible accounts?
• Are they delaying writing down inventory? Are they understating or not
recording costs? Are they changing the percent of completion estimates
for contracted work?
• Are they showing misreported valuations on their balance sheet?
One can use the accounting tools to literally get under the hood of the engine, so to
speak, and check if the car is running as smoothly as the customer claims. It is almost
like having a third eye in terms of the credit evaluation. (turn to slide 40)
One will never replace the traditional corporate credit metrics:
• Liquidity ratios.
• Activity ratios.
• Leverage ratios.
21. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas
• Return ratio analysis.
Again, credit managers ignore these metrics at their own peril. (turn to slide 41)
But within these metrics, we can still focus on individual metrics that matter.
These include:
• Working capital utilization.
• Asset turnover.
• How rich or poor margins are.
• Return on assets, and return on equity.
• Operating and free cash flow, especially with respect to interest and debt
coverage.
• Net worth to liabilities. For those publicly owned companies, market value of
equity to liabilities matters. (turn to slide 42)
In sum, I can leave you with the following notions:
• Follow the cash, since the other ways out of a credit work out problem do not
pay as well.
• Discipline in analysis and credit policy implementation wins.
• As with other forms of risk taking, the efficient management of credit risk comes
down to knowing the odds. Thank you very much for your time.
22. “Corporate Profitability Through Credit Management Efficiency”
Speech Delivered to the Credit Management Association of the Philippines National
Convention in April of 2007
By Raoul A. Villegas