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KRM-dc
Kamakura Risk Manager: Deposits and Charge Cards
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Non-Maturity Deposits & Credit Card Loans
A substantial portion of the liabilities of major banks consists of
non-maturity deposits. Similarly, credit card loans can be a significant
part of a typical bank’s assets. Common characteristics among all such
accounts include:
- No specific maturity
- Individual account holders can add or subtract balances as they
wish
- The interest rate on these accounts is usually, but not always, a
function of open market interest rates
- The balances in aggregate often move in response to changes in
open market interest rates
With the strong trend in mark-to-market based risk management in
banking, bankers face the difficult task of calculating the market value
for non-maturity deposits and credit card loans.
As federal regulators have noted (PDF
available: National Credit Union Administrations: Evaluation of
Credit Union Non-Maturity Deposits), the treatment of non-maturity
deposits will be, for many banks, the single most important assumption
in measuring their exposure to interest rate movement. The regulators
continue to rely on the bank’s internal modeling systems to determine
the value and interest rate sensitivity of such accounts. This presents
all bankers with the difficult task of accurately calculating the market
value of deposits and credit card loans, as well as developing effective
hedging strategies to protect this value against market rate movements.
Similarly, with the continued consolidation trend in the banking
industry, accurate valuation of demand deposits, in particular, becomes
critical in determining the value of an institution or a single branch.
Acquiring and/or target banks will need to measure the deposit franchise
value based on the unique characteristics of an institutions deposit
portfolio.
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The Proper Cash Flows
In the valuation of any security, total cash flow is the basic
building block of valuation. For most securities, the maturity date is
fixed and cash flow from principal stems from a pre-determined payment
schedule associated with that security.
In the case of non-maturity deposits and credit card loans, however,
the security is perpetual and aggregate principal is never returned in
totality. Instead, changes in balances are simply another source or use
of cash flow.
Hence, a crucial component in valuing non-maturity deposits and
credit card loans is to isolate the total cash flows from these
franchises. Total cash flow in a given time period for such accounts
includes:
- Interest paid
- Non-interest expense of servicing
- Non-interest revenue
- Net change in balances
- Losses (credit cards only)
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The Kamakura Approach
We have implemented an approach first proposed by Robert Jarrow and
Donald van Deventer (to download these papers, please visit our free
research signup page):
- Tibori Janosi, Robert Jarrow and Fedinando Zullo, “An Empirical
Analysis of the Jarrow van Deventer Model for Valuing Non-Maturity
Demand Deposits,” The Journal of Derivatives, (Fall 1999).
- Robert Jarrow and Donald van Deventer, "Power Swaps: Disease or
Cure?," Risk Magazine, 9 (2), (February 1996). PDF
- Robert Jarrow and Donald van Deventer, “The Arbitrage-Free
Valuation and Hedging of Demand Deposits and Credit Card Loans,"
Journal of Banking and Finance, 22 (3), (March 1998)
- Donald R. van Deventer and Kenji Imai, Financial Risk Analytics:
"A Term Structure Model Approach for Banking, Insurance and Investment
Management," Irwin Professional, 1997, Chapter 15, pp. 283-305.
- Three other papers are very consistent with the approach that
Kamakura has taken in KRM-dc:
- D. Hutchinson and G. Pennachi, “Measuring Rents and Interest Risk
in Imperfect Financial Markets: The Case of Retail Bank Deposits,”
Journal of Financial and Quantitative Analysis, (1996), 399-417.
- James M. O’Brien, “Estimating the Value and Interest Rate Risk of
Interest-Bearing Transactions Deposits,” Board of Governors, Federal
Reserve System, November 2000,
- National Credit Union Administration, "Evaluation of Credit Union
Non-Maturity Deposits"
- The NCUA paper is a very important survey of various models and
compares KRM-dc with products of other vendors.
The Jarrow-van Deventer approach relies on a no-arbitrage argument:
- Bankers constantly compare the cost of non-maturity deposits to
other sources of funds. The present value of the non-maturity deposit
is calculated by reference to these alternative sources of funds. The
present value of the non-maturity deposit is the cost of replicating
the cash flows of the deposit franchise from other funding sources.
- Similarly, bankers constantly compare the return on credit card
loans to returns on alternative investments. The present value of the
credit card loan is calculated by reference to these alternative
sources of funding. The present value of the credit card loan is the
return on replicating the cash flows of the credit card franchise from
other investments.
This approach takes into account realistic movements in non-maturity
deposit and credit card loan balances, as well as the impact of
non-interest expense on the respective values. The result is a practical
and realistic valuation that leads to accurate interest rate risk
analysis.
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Defining Balances and Rates
Jarrow and van Deventer [1998] assume balances to:
- Experience a decay rate for existing accounts
- Grow with an inflow of new accounts
- Grow at varying rates in response to changes in the market rates
Product rates are assumed to be sensitive to:
- The level of rates in previous periods
- The level of market rates in the current and past periods
Credit Card Losses
Credit card rates are decomposed into:
- Rates received
- Default rates
Both factors are assumed to be sensitive to the level of product and
market rates in the current and past periods. The default rates can be
further segregated into pools of different credit risks.
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Term Structure Evolution
Jarrow and van Deventer [1998] use a one-factor Heath-Jarrow-Morton
term structure model with:
- Deterministic volatilities
- Mean reversion of the spot rate to a long-run spot rate
Valuation Technique
Using no arbitrage and complete markets, Jarrow and van Deventer
[1998] compute the net present value of demand deposits as the present
value of investing the deposit balances at the market rate while
incurring interest and non-interest expenses.
Given the stochastic evolution of the term structure of interest
rates, demand deposit balances, and rates paid, the demand deposit
valuation expression can be derived in closed form.
Jarrow and van Deventer [1996] show that a similar approach can be
applied for the valuation of credit card loans. The portfolio value
would be a function of the interest income received, the funding cost,
non-interest expenses, and values for the separate pools of credit risk.
Kamakura Risk Manager-dc; What does it offer?
Kamakura Corporation has developed a stand-alone module that
incorporates state-of-the-art analytics from Jarrow and van Deventer
into an intuitive, simple to use module: Kamakura Risk Manager-dc (KRM-dc).
KRM-dc can be used with your existing analytical tools to enhance
your analyses and improve your ability to properly manage the bank’s
balance sheet.
KRM-dc uses many of the analytical capabilities common among all
Kamakura Risk Manager modules including:
- Seven yield curve smoothing techniques
- Five term structure models
- Term structure parameter fitting functions
- Delta hedge calculations
- Various types of sensitivity analysis
KRM-dc allows you to forgo typical subjective analysis required with
traditional core-volatile studies of non-maturity deposits and credit
card loans. Using historical data, KRM-dc automatically calculates:
- Regression equations for balances and rates
- Value, delta, duration, and convexity
- Delta hedges
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Regression Analysis
The data inputs for KRM-dc include:
- Historical portfolio balances
- Historical product rates
- Historical market rates
Using this information, KRM-dc will automatically derive the
appropriate regression equations that best fit the observed historical
patterns in balances and rates:
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Term Structure Model
To properly define the evolution of market rates, product rates, and
portfolio balances, you will use KRM-dc to select a term structure model
and derive the proper parameters.
KRM-dc provides you with three distinct ways to derive the proper
term structure parameter values for your analysis:
- Values implied in the current yield curve
- Values based on historical yield curves
- Values implied in observed option prices
- All these assumptions are captured in one comprehensive screen.
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Valuation, Hedge, and Sensitivity
Using the closed-form solution pioneered by Robert Jarrow and Donald
van Deventer, KRM-dc will:
- Value any non-maturity deposit or credit card loan portfolio
- Calculate the delta hedges using single maturity instruments
- Perform sensitivity analyses
- Real Time Web Video and Demo
For a real time web video and demo, please contact
sales@kamakuraco.com.
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