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2000 - Rules and Regulations


Appendix A to Subpart A

Method to Derive Pricing Multipliers and Uniform Amount

I. Introduction

The uniform amount and pricing multipliers are derived from:

•  A model (the Statistical Model) that estimates the probability that a Risk Category I institution will be downgraded to a composite CAMELS rating of 3 or worse within one year;

•  Minimum and maximum downgrade probability cutoff values, based on data from June 30, 2008, that will determine which small institutions will be charged the minimum and maximum initial base assessment rates applicable to Risk Category I;

•  The minimum initial base assessment rate for Risk Category I, equal to 12 basis points, and

• The maximum initial base assessment rate for Risk Category I, which is four basis points higher than the minimum rate.

II. The Statistical Model

The Statistical Model is defined in equations 1 and 3 below.

Equation 1Downgrade(0,1)i,t = β0 + β1 (Tier 1 Leverage Ratior) + β2 (Loans past due 30 to 89 days ratioi,t) + β3 (Nonperforming asset ratioi,T) + β4 (Net loan charge-off ratioi,t) + |gB5 (Net income before taxes ratioi,t) + β6 (Adjusted brokered deposit ratioi,t) + β7 (Weighted average CAMELS component ratingi,t) where Downgrade(01)i,t (the dependent variable--the event being explained) is the incidence of downgrade from a composite rating of 1 or 2 to a rating of 3 or worse during an on-site examination for an institution i between 3 and 12 months after time t. Time t is the end of a year within the multi-year period over which the model was estimated (as explained below). The dependent variable takes a value of 1 if a downgrade occurs and 0 if it does not.

The explanatory variables (regressors) in the model are six financial ratios and a weighted average of the "C," "A," "M," "E" and "L" component ratings. The six financial ratios included in the model are:

•  Tier 1 leverage ratio

•  Loans past due 30--89 days/Gross assets

•  Nonperforming assets/Gross assets

•  Net loan charge-offs/Gross assets

•  Net income before taxes/Risk-weighted assets

•  Brokered deposits/domestic deposits above the 10 percent threshold, adjusted for the asset growth rate factor

Table A.1 defines these six ratios along with the weighted average of CAMELS component ratings. The adjusted brokered deposit ratio (βi,t) is calculated by multiplying the ratio of brokered deposits to domestic deposits above the 10 percent threshold by an asset growth rate factor that ranges from 0 to 1 as shown in Equation 2 below. The asset growth rate factor (Ai,T) is calculated by subtracting 0.4 from the four-year cumulative gross asset growth rate (expressed as a number rather than as a percentage), adjusted for mergers and acquisitions, and multiplying the remainder by 31/3. The factor cannot be less than 0 or greater than 1.

Equation 2

The component rating for sensitivity to market risk (the "S" rating) is not available for years prior to 1997. As a result, and as described in Table A.1, the Statistical Model is estimated using a weighted average of five component ratings excluding the "S" component. Delinquency and non-accrual data on government guaranteed loans are not available before 1993 for the Call Report filers and before the third quarter of 2005 for TFR filers. As a result, and as also described in Table A.1, the Statistical Model is estimated without deducting delinquent or past-due government guaranteed loans from either the loans past due 30--89 days to gross assets ratio or the nonperforming assets to gross assets ratio. Reciprocal deposits are not presently reported in the Call Report or TFR. As a result, and as also described in Table A.1, the Statistical Model is estimated without deducting reciprocal deposits from brokered deposits in determining the adjusted brokered deposit ratio.

TABLE A.1—DEFINITIONS OF REGRESSORS
Regressor Description
Tier 1 Leverage Ratio (%)  Tier 1 capital for Prompt Corrective Action (PCA) divided by adjusted average assets based on the definition for prompt corrective action.
Loans Past Due 30–89 Days/Gross Assets (%)  Total loans and lease financing receivables past due 30 through 89 days and still accruing interest divided by gross assets (gross assets equal total assets plus allowance for loan and lease financing receivable losses and allocated transfer risk).
Nonperforming Assets/Gross Assets (%)  Sum of total loans and lease financing receivables past due 90 or more days and still accruing interest, total nonaccrual loans and lease financing receivables, and other real estate owned divided by gross assets.
Net Loan Charge-Offs/Gross Assets (%)  Total charged-off loans and lease financing receivables debited to the allowance for loan and lease losses less total recoveries credited to the allowance to loan and lease losses for the most recent twelve months divided by gross assets.
Net Income before Taxes/Risk-Weighted Assets (%)  Income before income taxes and extraordinary items and other adjustments for the most recent twelve months divided by risk-weighted assets.
Adjusted brokered deposit ratio (%)  Brokered deposits divided by domestic deposits less 0.10 multiplied by the asset growth rate factor (which is the term Ai,T as defined in equation 2 above) that ranges between 0 and 1.
Weighted Average of C, A, M, E and L Component Ratings. The weighted sum of the "C," "A," "M," "E" and "L" CAMELS components, with weights of 28 percent each for the "C" and "M" components, 22 percent for the "A" component, and 11 percent each for the "E" and "L" components. (For the regression, the "S" component is omitted.)

The financial variable regressors used to estimate the downgrade probabilities are obtained from quarterly reports of condition (Reports of Condition and Income and Thrift Financial Reports). The weighted average of the "C," "A," "M," "E" and "L" component ratings regressor is based on component ratings obtained from the most recent bank examination conducted with 24 months before the date of the report of condition.

The Statistical Model uses ordinary least squares (OLS) regression to estimate downgrade probabilities. The model is estimated with data from a multi-year period (as explained below) for all institutions in Risk Category I, except for institutions established within five years before the date of the report of condition.

The OLS regression estimate coefficients, βj for a given regressor j and a constant amount, β0, as specified in equation 1. As shown in equation 3 below, these coefficients are multiplied by values of risk measures at time T, which is the date of the report of condition corresponding to the end of the quarter for which the assessment rate is computed. The sum of the products is then added to the constant amount to produce an estimated probability, diT, that an institution will be downgraded to 3 or worse within 3 to 12 months from time T.

The risk measures are financial ratios as defined in Table A.1, except that: (1) The loans past due 30 to 89 days ratio and the nonperforming asset ratio are adjusted to exclude the maximum amount recoverable from the U.S. Government, its agencies or government-sponsored agencies, under guarantee or insurance provisions; (2) the weighted sum of six CAMELS component ratings is used, with weights of 25 percent each for the "C" and "M" components, 20 percent for the "A" component, and 10 percent each for the "E," "L," and "S" components; and (3) reciprocal deposits are deducted from brokered deposits in determining the adjusted brokered deposit ratio.

Equation 3diT = β0 + β1 (Tier 1 Leverage RatioiT) + β2 (Loans past due 30 to 89 days ratioiT) + β3 (Nonperforming asset ratioiT) + β4 (Net loan charge-off ratioiT) + β5 (Net income before taxes ratioiT) + β6 (Adjusted brokered deposit ratioiT) + β7 (Weighted average CAMELS component ratingiT)

III. Minimum and Maximum Downgrade Probability Cutoff Values

The pricing multipliers are also determined by minimum and maximum downgrade probability cutoff values, which will be computed as follows:

• The minimum downgrade probability cutoff value will be the maximum downgrade probability among the twenty-five percent of all small insured institutions in Risk Category I (excluding new institutions) with the lowest estimated downgrade probabilities, computed using values of the risk measures as of June 30, 2008.1 2 The minimum downgrade probability cutoff value is 0.0182.

• The maximum downgrade probability cutoff value will be the minimum downgrade probability among the fifteen percent of all small insured institutions in Risk Category I (excluding new institutions) with the highest estimated downgrade probabilities, computed using values of the risk measures as of June 30, 2008. The maximum downgrade probability cutoff value is 0.1506.

IV. Derivation of Uniform Amount and Pricing Multipliers

The uniform amount and pricing multipliers used to compute the annual base assessment rate in basis points, PiT, for any such institution i at a given time T will be determined from the Statistical Model, the minimum and maximum downgrade probability cutoff values, and minimum and maximum initial base assessment rates in Risk Category I as follows:

Equation 4

PiT = α0 + α1 *diT subject to Min ≤ PiTMin + 4

where α0 and α1 are a constant term and a scale factor used to convert diT (the estimated downgrade probability for institution i at a given time T from the Statistical Model) to an assessment rate, respectively, and Min is the minimum initial base assessment rate expressed in basis points. (PiT is expressed as an annual rate, but the actual rate applied in any quarter will be PiT/4.) The maximum initial base assessment rate is 4 basis points above the minimum (Min + 4)

Solving equation 4 for minimum and maximum initial base assessment rates simultaneously,

Min = α0 + α1 *0.0182 and Min + 4 = α0 + α1 *0.1506

where 0.0182 is the minimum downgrade probability cutoff value and 0.1506 is the maximum downgrade probability cutoff value, results in values for the constant amount, α0 and the scale factor, a1:

Equation 5

α0 = Min --     4*0.0182     = Min -- 0.550(0.1506 -- 0.0182

and Equation 6

α1 =          4         = 30.211(0.1506 -- 0.0182)

Substituting equations 3, 5 and 6 into equation 4 produces an annual initial base assessment rate for institution i at time T, PiT, in terms of the uniform amount, the pricing multipliers and the ratios and weighted average CAMELS component rating referred to in 12 CFR 327.9(d)(2)(i):

Equation 7PiT = [(Min -- 0.550) + 30.211* β0] + 30.211 * [β1 (Tier 1 Leverage RatioT)] + 30.211 * [β2 (Loans past due 30 to 89 days ratioT)] + 30.211 * [β3 (Nonperforming asset ratioT)] + 30.211 * [β4 (Net loan charge-off ratioT)] + 30.211 * [β5 (Net income before taxes ratioT)] + 30.211 * [β6 (Adjusted brokered deposit ratioT)] + 30.211 * [β7 (Weighted average CAMELS component ratingT)]

again subject to Min ≤ PiT ≤ Min + 4 where (Min -- 0.550) + 30.211 * β0 equals the uniform amount, 30.211 * βj is a pricing multiplier for the associated risk measure j, and T is the date of the report of condition corresponding to the end of the quarter for which the assessment rate is computed.

V. Updating the Statistical Model, Uniform Amount, and Pricing Multipliers

The initial Statistical Model is estimated using year-end financial ratios and the weighted average of the "C," "A," "M," "E" and "L" component ratings over the 1988 to 2006 period and downgrade data from the 1989 to 2007 period. The FDIC may, from time to time, but no more frequently than annually, re-estimate the Statistical Model with updated data and publish a new formula for determining initial base assessment rates--equation 7--based on updated uniform amounts and pricing multipliers. However, the minimum and maximum downgrade probability cutoff values will not change without additional notice-and-comment rulemaking. The period covered by the analysis will be lengthened by one year each year; however, from time to time, the FDIC may drop some earlier years from its analysis.

[Codified to 12 C.F.R. Part 327, Appendix A]

[Appendix A added at 71 Fed. Reg. 69313, November 30, 2006, effective January 1, 2007; amended at 74 Fed. Reg. 9557, March 4, 2009, effective April 1, 2009]

1As used in this context, a "new institution" means an institution that has been chartered as a bank or thrift for less than five years. Go back to Text

2For purposes of calculating the minimum and maximum downgrade probability cutoff values, institutions that have less than $100,000 in domestic deposits are assumed to have no broken deposits. Go back to Text


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Last updated May 24, 2010 regs@fdic.gov