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The impact of federal deposit insurance on savings and loan failures: reply.


I. Introduction

My recent study [2] finds, within a variety of models based extensively on Barth [1], that raising the ceiling level of federal deposit insurance acts to raise the savings and loan savings and loan n. a banking and lending institution, chartered either by a state or the Federal government. Savings and loans only make loans secured by real property from deposits, upon which they pay interest slightly higher than that paid by most banks.  (S&L) failure rate. This finding (which is based on OLS OLS Ordinary Least Squares
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 estimates using the Cochrane-Orcutt correction for first-order autocorrelation Autocorrelation

The correlation of a variable with itself over successive time intervals. Sometimes called serial correlation.
) is obtained whether the ceiling level on federal deposit insurance is expressed in current or constant dollars.

It is alleged by Saltz [4] that there is an econometric flaw in my analysis. In particular, it has been suggested that there exists a simultaneity bias in my basic model involving the average S&L cost of funds Cost of Funds

The interest rate paid on an outstanding loan.

Notes:
Money isn't free! Cost of funds is the cost of borrowing money.
See also: Interest Rate



Cost of funds

Interest rate associated with borrowing money.
, which is a statistically significant variable in my study [2]. Further, it is argued that, after allowing for this problem (alleged problem), the conclusion in my empirical study that federal deposit insurance affects S&L failures is invalidated.

This study examines the simultaneity issue within the context of my model. First, I describe the original basic model. Then, I expressly address the possibility of simultaneity bias involving explanatory variables in the model. It is shown that (1) there is no simultaneity problem involving the S&L cost of funds variable, (2) there is evidence of a possible simultaneity involving the S&L mortgage portfolio yield, but (3) once the latter is appropriately allowed for, the conclusions in my original study [2] remain unchanged. The comment [4] is useful, nevertheless, for its pointing out the need to allow formally for the possibility of simultaneity.

II. The Model

The most basic model estimated in Cebula [2] is the following reduced-form equation:

[PSL 1. PSL - Portable Standard Lisp.
2. PSL - Problem Statement Language. See PSL/PSA.
.sub.t] = a + b [RINS RINS Resident Inspector
RINS Renewable Identification Number System
.sub.t-2] + c [VOL VOL Volume
VOL Volunteer
VOL Volcano
VOL Volvo (stock symbol)
VOL Verdingungsordnung für Leistungen (German)
VOL Volatile Organic Liquid
Vol Volscan (linguistics) 
.sub.t] + d [RP.sub.t-2] + e [COST.sub.t-2] + f [MORT.sub.t] + g [CAP.sub.t-2] + u (1)

where:

[PSL.sub.t] = the percentage of federally insured S&Ls that failed in year t;

a = constant;

[RINS.sub.t-2] = the FSLIC FSLIC
abbr.
Federal Savings and Loan Insurance Corporation
 insurance ceiling per account on deposits at S&Ls in year t - 2, expressed in thousands of 1982 dollars;

[VOL.sub.t] = the variance in year t of the yield on new home mortgages (FHLBB FHLBB
abbr.
Federal Home Loan Bank Board
 series);

[RP.sub.t-2] = the average price per barrel of imported crude oil in year t - 2, expressed in 1982 dollars;

[COST.sub.t-2] = the average cost of funds to S&Ls in year t - 2, expressed as a percent per annum Per annum

Yearly.
;

[MORT.sub.t] = the average S&L mortgage portfolio yield in year t, expressed as a percent per annum;

[CAP.sub.t-2] = the average required S&L capital-to-asset ratio in year t - 2, expressed as a percent;

u = stochastic error term.

This system was estimated for the period 1965-1989.

Within this model, it has been alleged that there is a simultaneous-equation bias involving the S&L cost of funds, [COST.sub.t-2]. However, it seems almost implausible that the S&L failure rate, [PSL.sub.t], and the cost of funds variable, [COST.sub.t-2], could manifest a two-way causality. This is because the cost of funds variable is lagged two years behind the S&L failure rate. While it is plausible that the cost of funds two years earlier could affect the S&L failure rate, it seems implausible that the S&L failure rate could affect an event that occurred two years earlier! Alternatively expressed, how could the two-year lagged [COST.sub.t-2] variable be correlated with the error term? Answer: it realistically cannot. Interestingly, if the S&L cost of funds variable were altogether unlagged, i.e., if it were simply [COST.sub.t] rather than [COST.sub.t-2], then the Hausman [3] specification test indicates that there would have been a simultaneity problem!

The issue of simultaneity nevertheless does deserve attention. The Hausman [3] specification test reveals evidence that there is a possible simultaneity between [PSL.sub.t] and [MORT.sub.t], which are contemporaneous. To allow for this issue, equation (1) is estimated using an instrumental variables (IV) technique, with the instrument being the three-year lag of the federal funds rate Federal Funds Rate

The interest rate at which a depository institution lends immediately available funds (balances at the Federal Reserve) to another depository institution overnight.
, [FF.sub.t-3]. The choice of instrument is based on the finding that [FF.sub.t-3] systematically explains [MORT.sub.t], whereas [FF.sub.t-3] is not correlated with the error term.

Estimating equation (1) thusly thus·ly  
adv. Usage Problem
Thus.

Usage Note: Thusly was introduced in the 19th century as an alternative to thus in sentences such as Hold it thus or He put it thus.
 by IV, using the Cochrane-Orcutt procedure to correct for first-order autocorrelation and the White [5] procedure to correct for heteroskedasticity, yields:

[Mathematical Expression A group of characters or symbols representing a quantity or an operation. See arithmetic expression.  Omitted]

where terms in parentheses See parenthesis.

parentheses - See left parenthesis, right parenthesis.
 are t-values.

In equation (2), all of the estimated coefficients exhibit their expected signs and are statistically significant at the four percent level or beyond. The coefficient on the federal deposit insurance variable is positive and significant at nearly the one percent level.

The conclusions in the original study [2] are further supported by numerous alternative IV estimates. For example, dropping variable [VOL.sub.t] from the system while adding (as in Cebula [2]) a dummy (binary) variable to the system, REC, to represent the 1981-1982 recession, and a second dummy (binary) variable, TXR TXR Tank Exchange Ratio
TXR Transmitter
TXR Texture
TXR Transactional Registry
, to represent those full years when the Tax Reform Act of 1986 was in effect during the sample period, provides a model that also generates robust results. This IV estimate is given by

[Mathematical Expression Omitted].

As shown in equation (3), the estimated coefficients are all significant at beyond the three percent level. Of greatest relevance is the coefficient on the federal deposit insurance variable, which is positive and significant at beyond the one percent level. This kind of outcome for the deposit insurance variable was obtained in a wide variety of IV and OLS estimations.(1)

III. Conclusion

It has been alleged that there is a simultaneity problem involving the cost of funds ([COST.sub.t-2]) in my recent study [2]. Although this alleged correlation between [COST.sub.t-2] and the error term in the system can be readily dismissed, there is modest evidence of a possible simultaneity involving the S&L mortgage portfolio yield, [MORT.sub.t]. I have allowed expressly for such a possibility by using IV estimates. Such IV estimates reveal that there is a strong and positive relationship between the S&L failure rate and the ceiling real level of federal deposit insurance. These findings are entirely consistent with those in my original study [2]. Nevertheless, the comment by Saltz [4], a former colleague, was useful in refining the results that were generated.

Richard J. Cebula Georgia Institute of Technology Georgia Institute of Technology, in Atlanta, Ga.; coeducational; state supported; chartered 1885, opened 1888. It is a member school in the university system of Georgia. Significant among its facilities and programs are the Frank H.  Atlanta, Georgia

1. These results will be provided upon written request.

References

1. Barth, James R. The Great Savings and Loan Debacle. Washington, D.C.: The AEI AEI American Enterprise Institute
AEI Archive of European Integration
AEI Australian Education International
AEI Automotive Engineering International
AEI Australian Education Index
AEI Albert Einstein Institute
 Press, 1991.

2. Cebula, Richard J., "The Impact of Federal Deposit Insurance on Savings and Loan Failures." Southern Economic Journal, July 1993, 620-28.

3. Hausman, Jerry A., "Specification Tests in Econometrics." Econometrica, October 1978, 1125-51.

4. Saltz, Ira S., "Impact of Federal Deposit Insurance on Savings and Loan Failures: Comment." Southern Economic Journal, July 1995.

5. White, Halbert, "A Heteroskedasticity-Consistent Covariance Matrix In statistics and probability theory, the covariance matrix is a matrix of covariances between elements of a vector. It is the natural generalization to higher dimensions of the concept of the variance of a scalar-valued random variable.  Estimator and a Direct Test for Heteroskedasticity." Econometrica, May 1980, 817-38.
COPYRIGHT 1995 Southern Economic Association
No portion of this article can be reproduced without the express written permission from the copyright holder.
Copyright 1995, Gale Group. All rights reserved. Gale Group is a Thomson Corporation Company.

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Title Annotation:response to Ira S. Saltz, this issue, p. 253
Author:Cebula, Richard J.
Publication:Southern Economic Journal
Date:Jul 1, 1995
Words:1166
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