Did TARP distort competition among sound unsupported banks?
Koetter, Michael ; Noth, Felix
TABLE 1
Distressed and Sound Banks
TARP Fail Entry Sound Survivor
q4/08 171 12 0 5,837 6,008
q1/09 239 24 1 5,745 5,985
q2/09 81 21 33 5,883 5,997
q3/09 30 42 9 5,925 5,964
q4/09 27 37 0 5,900 5,927
q1/10 0 35 0 5,892 5,892
q2/10 0 36 6 5,856 5,862
q3/10 0 31 1 5,831 5,832
q4/10 0 27 0 5,805 5.805
q1/11 0 24 2 5,781 5,783
q2/11 0 19 10 5,764 5,774
q3/11 0 24 7 5,750 5,757
q4/11 0 17 4 5,740 5.744
q1/12 0 13 8 5,731 5,739
q2/12 0 11 14 5,728 5,742
q3/12 0 10 2 5.732 5,734
q4/12 0 6 6 5,728 5,734
q1/13 0 3 7 5,731 5,738
q2/13 0 11 2 5,727 5,729
q3/13 0 6 3 5,723 5,726
q4/13 0 2 0 5,724 5,724
Notes: The columns of Table 1 list the number of banks that received
assistance from the trouble asset relief program (TARP), failed
(Fail), entered the sample (Entry), or were sound, not in distress at
a particular point in time. The last column shows the number of banks
that survived at the end of a quarter between q4/08 and q4/13. In
this table, we include the nine banks that failed during the crisis
period while their holding company received TARP, though we exclude
these cases in our regression analysis.
TABLE 2
Size of TARP Banks
Sum of Total Assets ($billion)
TARP
All Forced Other Sound
q4/08 4,023.59 2,532.19 1,491.39 2,940.18
q1/09 4,118.00 2,466.66 1,651.35 2,727.04
q2/09 4,122.16 2,443.76 1,678.40 2,687.32
q3/09 4,253.08 2,468.62 1,784.46 2,687.33
q4/09 4,425.83 2,479.84 1,946.00 2,687.34
q1/10 4,913.99 2,987.70 1,926.29 2,687.35
q2/10 4,823.35 2,890.65 1,932.70 2,687.36
q3/10 4,933.49 2,973.26 1,960.23 2,687.37
q4/10 4,937.41 2,980.60 1,956.81 2,687.38
q1/11 5,063.04 3,075.87 1,987.17 2,687.39
q2/11 5,218.12 3,176.24 2,041.87 2,687.40
q3/11 5,356.53 3,264.77 2,091.76 2,687.41
q4/11 5,425.53 3,210.25 2,215.28 2,687.42
q1/12 5,451.84 3,233.67 2,218.17 2,687.43
q2/12 5,508.04 3,216.00 2,292.04 2,687.44
q3/12 5,614.10 3,370.17 2,243.92 2,687.45
q4/12 5,880.63 3,491.13 2,389.50 2,687.46
q1/13 5,904.50 3.540.57 2,363.92 2,687.47
q2/13 5,961.98 3,567.85 2,394.13 2,687.48
q3/13 6.084.01 3,659.43 2,424.58 2,687.49
q4/13 6,185.00 3,689.88 2,495.12 2,687.50
Average of Total Assets ($billion)
TARP
All Forced Other Sound
q4/08 23.53 422.03 9.04 0.54
q1/09 10.04 411.11 4.09 0.52
q2/09 8.40 407.29 3.46 0.52
q3/09 8.16 411.44 3.46 0.53
q4/09 8.08 413.31 3.59 0.55
q1/10 8.97 497.95 3.55 0.56
q2/10 8.80 481.78 3.57 0.57
q3/10 9.00 495.54 3.62 0.58
q4/10 9.01 496.77 3.61 0.59
q1/11 9.24 512.64 3.67 0.60
q2/11 9.52 529.37 3.77 0.62
q3/11 9.77 544.13 3.86 0.64
q4/11 9.90 642.05 4.08 0.65
q1/12 9.95 646.73 4.09 0.66
q2/12 10.05 643.20 4.22 0.69
q3/12 10.24 561.70 4.14 0.70
q4/12 10.73 581.85 4.41 0.71
q1/13 10.77 590.10 4.36 0.71
q2/13 10.90 594.64 4.43 0.71
q3/13 11.12 609.90 4.48 0.72
q4/13 11.31 614.98 4.61 0.74
Notes: The columns of Table 2 show the sum (average) of total assets
in $billion per quarter between q4/08 and q4/13 for the groups of
TARP and sound banks. We further split the sample of TARP banks
according to those that were forced to accept TARP: Citigroup, JP
Morgan, Bank of America (including Merrill Lynch), Goldman Sachs,
Morgan Stanley, State Street, Bank of New York Mellon, and Wells
Fargo (including Wachovia).
TABLE 3
Variable Description
FDIC Variables Calculation by
Variable Name FDIC Codes Description
Size ln(asset) Total assets: Log of total
assets. Total assets
comprise the sum of all
assets owned by the
institution including cash,
loans, securities, bank
premises, and other assets.
This total does not include
off-balance-sheet accounts.
EQ eqtot/asset Total equity over assets:
Banks' total equity
capital.
NPA (p3asset + p9asset Nonperforming assets over
+ naasset)/asset total assets: Total assets
past due 30-90 days and
still accruing interest
(p3asset). Total assets
past due 90 or more days
and still accruing interest
(p9asset). Total assets,
which are no longer
accruing interest
(naasset). Total assets
include real estate loans,
installment loans, credit
cards and related plan
loans, commercial loans and
all other loans, lease
financing receivables, debt
securities, and other
assets.
Loans lnlsgr/asset Total loans over assets:
Total loans and lease
financing receivables, net
of unearned income.
RoA roaptx Return on assets: Profits
before taxes over total
assets.
Deposits dep/asset Total deposits over assets:
The sum of all deposits
over total assets.
Cash cbal/asset Total cash balances over
assets: The sum of all
cash balances over total
assets.
[DELTA]total ln(lnlsgr)--ln(L. Growth rate of total loans:
loans lnlnlsgr) One-quarter growth rate of
loans secured primarily by
real estate, whether
originated by the bank or
purchased.
[DELTA]real ln(lnre)--ln(L. Growth rate of real estate
estate loans Lire) loans: One-quarter growth
rate of total loans and
lease financing
receivables, net of
unearned income.
[DELTA]C&I loans ln(lnci)--ln(L. Growth rate of C & l loans:
lnci) One-quarter growth rate of
loans other than loans
secured by real estate,
loans to individuals, loans
to depository institutions
and foreign governments,
and loans to states and
political subdivisions and
lease financing
receivables.
[DELTA]deposits ln(dep)--ln(L. Growth rate of deposits:
dep) One-quarter growth rate of
total deposits.
CAPH eqtot/asset Capitalization dummy: This
dummy is one if a bank has
a larger equity-to-total
assets ratio than 7% and
zero otherwise.
Size () asset Size dummy: The three dummies
(Size (small), Size
(medium), Size (large))
indicate banks with total
assets of less than $1
billion (small), more than
$3 billion (large), and
medium if total assets are
between $1 billion and $3
billion.
Further
variables
Variable Name UBPR Data Item Description
[R.sup.TL] UBPRE686 Interest rate on total loans:
Quarterly (annualized)
yield on total loans for
each bank, which reflects
the ratio of interest and
fees on loans and income on
direct lease financing
receivables (including tax
benefit on tax exempt on
loan and lease income) to
average total loans and
lease financing
receivables.
[R.sup.RF] UBPRE688 Interest rate on real estate
loans: Quarterly
(annualized) yield on real
estate loans for each bank,
which reflects the ratio of
interest and fees on
domestic office loans
secured primarily by real
estate to average domestic
real estate loans.
[R.sup.CI] UBPRE689 Interest rate on commercial
and industrial loans:
Quarterly (annualized)
yield on commercial and
industrial loans for each
bank, which reflects the
ratio of interest and fees
on domestic office
commercial and industrial
loans to average domestic
commercial and industrial
loans.
[R.sup.DEP] UBPRE701 Interest rate on total
deposits: Quarterly
(annualized) cost of total
interest-bearing deposits
for each bank, which
reflects the ratio of
interest on all
interest-bearing time and
savings deposits in
domestic and foreign
offices to average
interest-bearing time and
savings deposits in
domestic and foreign
offices.
[R.sup.TF] UBPRE710 Interest rate on total
funding: Quarterly
(annualized) cost of all
interest-bearing funds for
each bank, which reflects
the ratio of interest on
all interest-bearing
deposits in domestic
offices, interest-bearing
foreign office deposits,
demand notes issued to the
U.S. Treasury, other
borrowed money,
subordinated notes and
debentures, and expense on
federal funds purchased and
securities sold under
agreements to repurchase,
interest expense on
mortgage and capitalized
leases to the average of
the liabilities or funds
that generated those
expenses.
UR Quarterly rate of
unemployment per county:
Using county-level
information provided by the
Bureau of Labor Economics,
we weighted the
unemployment rates for each
bank by its county
presence, according to the
summary of deposits.
Bailout Bailout expectation:
expectation Predicted probability from
regression coefficients
that result from probit
regression of Equation (1).
Branching index Branching restriction index:
According to Rice and
Strahan (2010), an index
that separates states
according to their
branching restrictions. A
higher value indicates more
restrictions.
Case-Shiller CS index: The Case-Shiller
index house price index per state
provided by the economic
research center of the Fed
of St. Louis.
SubC Member of subcommittee: A
dummy variable that
indicates whether the
Congressperson is part of
the financial services
subcommittee. The ending
0709 indicates membership
for the period between 2007
and 2009 and the ending
0911 indicates membership
between 2009 and 2011.
2nd Vote Second vote on TARP: A dummy
variable indicating the
Congressperson's vote in
the second Congressional
TARP vote.
Party Party of member: A dummy
variable that indicates the
party membership of each
Congressperson. The ending
0709 indicates membership
for the period between 2007
and 2009, and the ending
0911 indicates membership
between 2009 and 2011.
Notes: The source for all FDIC variables and their descriptions is
the FDIC Statistics on Depository Institutions website. For more
details, refer to http://www2.fdic.gov/SDI/main.asp.
TABLE 4
Descriptive Statistics
q4/08-q4/09
TARP Fail
Mean SD Mean SD
Exclusions restrictions first stage: political variables
2nd Vote 0.5124 0.5000 0.3971 0.4898
SC0709 0.1200 0.3251 0.1408 0.3481
SC0911 0.1191 0.3240 0.1492 0.3566
Party0709 0.4717 0.4993 0.3571 0.4797
Party0911 0.5096 0.5000 0.4118 0.4927
Dependent variables second stage: loan and funding interest rates
[R.sup.TL] 0.0601 0.0089 0.0552 0.0119
[R.sup.RE] 0.0593 0.0088 0.0546 0.0097
[R.sup.CI] 0.0616 0.0183 0.0626 0.0228
[R.sup.DEP] 0.0205 0.0068 0.0312 0.0077
[R.sup.TF] 0.0213 0.0067 0.0307 0.0080
Main explanatory variable second stage: bailout expectations
Bailout expectation 0.9842 0.0813 0.2492 0.3882
Independent variables first/second stage: bank and regional
characteristics
EQ 0.1028 0.0323 0.0594 0.0295
RoA -0.0005 0.0098 -0.0266 0.0194
NPA 0.0340 0.0243 0.1246 0.0594
Size 13.3297 1.5316 12.7946 1.5477
Cash 0.0495 0.0576 0.0635 0.0641
Deposits 0.7862 0.0779 0.8361 0.1255
Loans 0.7210 0.1250 0.7279 0.1250
CS index 346.4701 86.0662 345.3248 68.8263
UR 0.0860 0.0251 0.0822 0.0257
q4/08-q4/09 q1/10-q4/13
Sound TARP
Mean SD Mean SD
Exclusions restrictions first stage: political variables
2nd Vote 0.4769 0.4995
SC0709 0.0765 0.2658
SC0911 0.0692 0.2539
Party0709 0.4455 0.4970
Party0911 0.4621 0.4986
Dependent variables second stage: loan and funding interest rates
[R.sup.TL] 0.0654 0.0099 0.0567 0.0090
[R.sup.RE] 0.0642 0.0097 0.0557 0.0085
[R.sup.CI] 0.0664 0.0200 0.0599 0.0190
[R.sup.DEP] 0.0213 0.0068 0.0094 0.0050
[R.sup.TF] 0.0219 0.0067 0.0105 0.0053
Main explanatory variable second stage: bailout expectations
Bailout expectation 0.9082 0.2663 0.9350 0.2171
Independent variables first/second stage: bank and regional
characteristics
EQ 0.1082 0.0497 0.1034 0.0255
RoA 0.0015 0.0120 0.0021 0.0086
NPA 0.0374 0.0430 0.0414 0.0342
Size 11.8519 1.1376 13.2748 1.4703
Cash 0.0630 0.0637 0.0753 0.0688
Deposits 0.8262 0.0765 0.8253 0.0631
Loans 0.6633 0.1512 0.6688 0.1295
CS index 304.9202 76.1083 318.3926 76.3886
UR 0.0782 0.0293 0.0848 0.0233
q1/10-q4/13
Fail Sound
Mean SD Mean SD
Exclusions restrictions first stage: political variables
2nd Vote
SC0709
SC0911
Party0709
Party0911
Dependent variables second stage: loan and funding interest rates
[R.sup.TL] 0.0532 0.0081 0.0608 0.0095
[R.sup.RE] 0.0529 0.0093 0.0595 0.0090
[R.sup.CI] 0.0611 0.0230 0.0634 0.0203
[R.sup.DEP] 0.0162 0.0057 0.0098 0.0049
[R.sup.TF] 0.0171 0.0057 0.0104 0.0051
Main explanatory variable second stage: bailout expectations
Bailout expectation 0.1012 0.2729 0.9501 0.1899
Independent variables first/second stage: bank and regional
characteristics
EQ 0.0498 0.0210 0.1095 0.0348
RoA -0.0217 0.0179 0.0043 0.0076
NPA 0.1513 0.0473 0.0303 0.0323
Size 12.2225 1.0087 11.9338 1.1373
Cash 0.1018 0.0674 0.0951 0.0825
Deposits 0.8912 0.0542 0.8469 0.0588
Loans 0.7040 0.0940 0.6051 0.1533
CS index 299.5813 53.4818 286.0212 68.6227
UR 0.0983 0.0218 0.0783 0.0270
Notes: Table 4 shows descriptive statistics for banks that received
assistance from TARP, failed (Failed), or did not have severe
troubles (Sound), and thus received no money from TARP and did not
fail. The table presents descriptive statistics (mean and standard
deviation) for the crisis period between the last quarter of 2008 and
the last quarter of 2009 and for the subsequent period until the last
quarter of 2013. Variable definitions are in Table 3.
TABLE 5
Bailout Regression Results
Dependent Variable: Tarp/Fail-Dummy
(1) (2) (3)
2nd Vote 0.0222 ** 0.0226 **
(0.0104) (0.0099)
SC0709 0.0294 * -0.0097
(0.0163) (0.0075)
SC0911 -0.0372 ***
(0.0139)
Party0709 0.0230 **
(0.0092)
Party0911 -0.0164 **
(0.0078)
L.EQ 1.5688 *** 1.4085 *** 1.3041 ***
(0.4347) (0.3580) (0.3558)
L.RoA 0.8323 *** 0.9762 *** 0.8671 ***
(0.3190) (0.3006) (0.2606)
L.NPA -0.5744 *** -0.5675 *** -0.6072 ***
(0.1156) (0.1188) (0.1281)
L.Size 0.0042 0.0032 0.0029
(0.0030) (0.0027) (0.0030)
L.Cash -0.1893 *** -0.1998 *** -0.1852 ***
(0.0722) (0.0674) (0.0708)
L.Deposits -0.0372 -0.0305 -0.0573
(0.0653) (0.0619) (0.0702)
L.Loans -0.1121 ** -0.1042 ** -0.0745 **
(0.0513) (0.0420) (0.0366)
L.CS index 0.0001 *** 0.0001 *** 0.0002 ***
(0.0001) (0.0001) (0.0001)
L.UR 0.0963 0.0484 0.0775
(0.1443) (0.1291) (0.1591)
Observations 675 675 675
Pseudo [R.sup.2] 0.9330 0.9258 0.9179
Log likelihood -21.87 -24.20 -26.78
F-value 15.53
p Value 0.0083
Dependent Variable: Tarp/Fail-Dumim
(4) (5) (6)
2nd Vote
SC0709
SC0911 -0.0162 **
(0.0074)
Party0709 0.0160 *
(0.0084)
Party0911 0.0108
(0.0074)
L.EQ 1.3120 *** 1.3750 *** 1.3426 ***
(0.3537) (0.3483) (0.3366)
L.RoA 0.8670 *** 0.8425 *** 0.9317 ***
(0.2545) (0.2708) (0.2914)
L.NPA -0.5998 *** -0.6488 *** -0.6375 ***
(0.1254) (0.1276) (0.1276)
L.Size 0.0031 0.0034 0.0032
(0.0030) (0.0030) (0.0029)
L.Cash -0.1787 *** -0.2108 *** -0.2121 ***
(0.0693) (0.0729) (0.0754)
L.Deposits -0.0625 -0.0524 -0.0538
(0.0737) (0.0641) (0.0664)
L.Loans -0.0700 ** -0.0956 ** -0.0900 **
(0.0356) (0.0402) (0.0397)
L.CS index 0.0002 *** 0.0001 ** 0.0002 ***
(0.0001) (0.0001) (0.0001)
L.UR 0.0831 0.0869 0.0677
(0.1625) (0.1549) (0.1565)
Observations 675 675 675
Pseudo [R.sup.2] 0.9201 0.9211 0.9188
Log likelihood -26.08 -25.77 -26.50
F-value
p Value
Notes: Table 5 contains the results for regressions explaining
whether a bank received assistance from TARP between q4/08 and q4/09
(1) or failed (0), as outlined in Equation (1). Only banks that
received TARP or failed during this period are considered. The prefix
"L" indicates that a variable was lagged by one-quarter. Coefficients
are marginal effects. The first column shows results with bank
characteristics, all political variables, and the regional
unemployment rate and Case-Shiller index on U.S. state level as
explanatory variables. The remaining columns show results for each
political variable separately. The F-value and reported p value
denote whether all political variables are jointly significant in
explaining whether a bank receives government support or fails.
Variable definitions are in Table 3. Clustered (bank level) standard
errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 6 Weak Correlation Test of Political Instruments and Yields
Interest Rates R
Total Loans Real Estate Loans C&I Loans
Dependent Variable (1) (2) (3)
2nd Vote 0.0007 -0.0031 0.0034
(0.0014) (0.0026) (0.0037)
SC0709 -0.0008 -0.0040 * 0.0019
(0.0015) (0.0023) (0.0062)
SC0911 0.0011 0.0040 * -0.0053
(0.0019) (0.0023) (0.0066)
Party0709 0.0020 * 0.0011 0.0117 ***
(0.0012) (0.0012) (0.0040)
Party0911 -0.0032 ** -0.0012 -0.0161 ***
(0.0016) (0.0016) (0.0045)
L.EQ 0.0099 ** 0.0083 * 0.0142
(0.0048) (0.0049) (0.0109)
L.RoA 0.0385 *** 0.0279 *** 0.0453 ***
(0.0056) (0.0066) (0.0134)
L.NPA -0.0253 *** -0.0283 *** -0.0026
(0.0033) (0.0033) (0.0078)
L.Size -0.0012 -0.0016 *** -0.0002
(0.0007) (0.0006) (0.0016)
L.Cash 0.0018 * 0.0021 ** 0.0035
(0.0010) (0.0010) (0.0025)
L.Deposits 0.0043 ** 0.0036 ** -0.0066
(0.0018) (0.0017) (0.0053)
L.Loans -0.0109 *** -0.0082 *** -0.0107 ***
(0.0010) (0.0009) (0.0028)
E CS index 0.0000 0.0000 * 0.0000
(0.0000) (0.0000) (0.0000)
L.UR 0.0004 -0.0029 0.0002
(0.0018) (0.0024) (0.0065)
Constant 0.0765 *** 0.0822 *** 0.0718 ***
(0.0091) (0.0082) (0.0193)
TE Yes Yes Yes
FE Yes Yes Yes
YE x SE Yes Yes Yes
No. of Banks 5,416 5,416 5,416
Observations 83,550 83,550 83,550
Adj. [R.sup.2] 0.84 0.70 0.55
E-value 1.12 1.10 2.80
p Value 0.3492 0.3591 0.0158
Interest Rates R
Deposits Total Funding
Dependent Variable (4) (5)
2nd Vote -0.0003 -0.0003
(0.0004) (0.0004)
SC0709 -0.0002 -0.0001
(0.0004) (0.0005)
SC0911 -0.0004 -0.0004
(0.0005) (0.0005)
Party0709 0.0003 0.0004
(0.0007) (0.0008)
Party0911 0.0002 -0.0000
(0.0008) (0.0009)
L.EQ -0.0038 *** -0.0102 ***
(0.0013) (0.0015)
L.RoA -0.0142 *** -0.0155 ***
(0.0017) (0.0017)
L.NPA -0.0046 *** -0.0036 ***
(0.0010) (0.0010)
L.Size 0.0010 *** 0.0009 ***
(0.0002) (0.0002)
L.Cash -0.0005 -0.0003
(0.0003) (0.0003)
L.Deposits 0.0008 -0.0053 ***
(0.0007) (0.0010)
L.Loans 0.0011 *** 0.0007 **
(0.0003) (0.0004)
E CS index 0.0000 *** 0.0000 ***
(0.0000) (0.0000)
L.UR 0.0020 *** 0.0021 ***
(0.0007) (0.0008)
Constant -0.0010 0.0065 ***
(0.0022) (0.0023)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 5,416 5,416
Observations 83,550 83,550
Adj. [R.sup.2] 0.93 0.93
E-value 0.68 0.52
p Value 0.6404 0.7582
Notes: Table 6 represents a panel regression with bank (FE), quarter
(TE), and interacted year-state (YE x SE) fixed effects for the
period q1/10-q4/13. The F-values and the reported p values indicate
whether all political variables are jointly significant in explaining
yields on loans and funding in the period after q4/09. The prefix "L"
indicates that a variable is lagged by one-quarter. Variable
definitions are in Table 3. Clustered (bank level) standard errors
are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 7
Bailout Expectation Effects on Lending and Funding Rates
Interest Rates R
Ttotal Loans Real Estate Loans C&I Loans
Dependent Variable (1) (2) (3)
Bailout expectation 0.0014 *** 0.0012 ** 0.0025 **
(0.0004) (0.0005) (0.0011)
L.EQ 0.0073 0.0058 0.0096
(0.0049) (0.0049) (0.0113)
L.RoA 0.0321 *** 0.0220 *** 0.0335 **
(0.0050) (0.0063) (0.0136)
L.NPA -0.0223 *** -0.0256 *** 0.0031
(0.0032) (0.0034) (0.0080)
L.Size -0.0012 * -0.0017 *** -0.0003
(0.0007) (0.0006) (0.0016)
L.Cash 0.0022 ** 0.0025 ** 0.0043 *
(0.0010) (0.0010) (0.0025)
L.Deposits 0.0043 ** 0.0036 ** -0.0065
(0.0018) (0.0017) (0.0053)
L. Loans -0.0107 *** -0.0081 *** -0.0105 ***
(0.0010) (0.0009) (0.0028)
L.CS index 0.0000 0.0000 0.0000
(0.0000) (0.0000) (0.0000)
EUR 0.0001 -0.0031 -0.0005
(0.0018) (0.0024) (0.0065)
Constant 0.0756 *** 0.0811 *** 0.0691 ***
(0.0091) (0.0082) (0.0191)
TE Yes Yes Yes
FE Yes Yes Yes
YE x SE Yes Yes Yes
No. of Banks 5,416 5,416 5,416
Observations 83,550 83,550 83,550
Adj. [R.sup.2] 0.84 0.70 0.55
Interest Rates R
Deposits Total Funding
Dependent Variable (4) (5)
Bailout expectation -0.0001 0.0000
(0.0001) (0.0001)
L.EQ -0.0037 *** -0.0102 ***
(0.0013) (0.0015)
L.RoA -0.0139 *** -0.0155 ***
(0.0017) (0.0018)
L.NPA -0.0047 *** -0.0036 ***
(0.0010) (0.0011)
L.Size 0.0010 *** 0.0009 ***
(0.0002) (0.0002)
L.Cash -0.0005 -0.0003
(0.0003) (0.0004)
L.Deposits 0.0008 -0.0053 ***
(0.0007) (0.0010)
L. Loans 0.0011 *** 0.0007 **
(0.0003) (0.0004)
L.CS index 0.0000 *** 0.0000 ***
(0.0000) (0.0000)
EUR 0.0020 *** 0.0022 ***
(0.0007) (0.0008)
Constant -0.0009 0.0066 ***
(0.0022) (0.0023)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 5,416 5,416
Observations 83,550 83,550
Adj. [R.sup.2] 0.93 0.93
Notes: Table 7 shows regression results for Equation (2). Each
regression includes bank (FE), quarter (TE), and interacted
year-state (YE x SE) fixed effects for the period q1/10-q4/l2. The
prefix "L" indicates that a variable is lagged by one-quarter.
Variable definitions are in Table 3. Clustered (bank level) standard
errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 8
Validity of Extrapolated Bailout Expectations
Interest Rates R
Total Loans Real Estate Loans C&I Loans
Dependent Variable (1) (2) (3)
Baseline
Bailout expectation 0.0014 *** 0.0012 ** 0.0025 **
Adj. [R.sup.2] (0.0004) (0.0005) (0.0011)
0.8408 0.7022 0.5494
No. of banks 5,416 5,416 5,416
Observations 83,550 83,550 83,550
Without failures
Bailout expectation 0.0013 *** 0.0011 ** 0.0023 **
(0.0005) (0.0005) (0.0011)
Adj. [R.sup.2] 0.8413 0.7026 0.5504
No. of banks 5,177 5,177 5,177
Observations 82,268 82,268 82,268
With TARP
Bailout expectation 0.0013 *** 0.0011 ** 0.0027 ***
(0.0004) (0.0004) (0.0010)
Adj. [R.sup.2] 0.8370 0.7000 0.5515
No. of banks 5,964 5,964 5,964
Observations 92,315 92,315 92,315
TARP only
Bailout expectation 0.0005 0.0005 0.0039
Adj. [R.sup.2] (0.0009) (0.0009) (0.0025)
0.7777 0.6415 0.5737
No. of banks 548 548 548
Observations 8,765 8,765 8,765
Matched sample
Bailout expectation 0.0024 ** 0.0024 0.0043 *
(0.0011) (0.0014) (0.0025)
Adj. [R.sup.2] 0.8454 0.6934 0.6226
No. of banks 597 597 597
Observations 8,654 8,654 8,654
TE Yes Yes Yes
FE Yes Yes Yes
YE x SE Yes Yes Yes
Controls Yes Yes Yes
Interest Rates R
Deposits Total Funding
Dependent Variable (4) (5)
Baseline
Bailout expectation -0.0001 0.0000
Adj. [R.sup.2] (0.0001) (0.0001)
0.9262 0.9256
No. of banks 5,416 5,416
Observations 83.550 83.550
Without failures
Bailout expectation -0.0001 -0.0000
(0.0001) (0.0001)
Adj. [R.sup.2] 0.9245 0.9238
No. of banks 5,177 5,177
Observations 82.268 82.268
With TARP
Bailout expectation -0.0001 -0.0000
(0.0001) (0.0001)
Adj. [R.sup.2] 0.9246 0.9234
No. of banks 5,964 5.964
Observations 92.315 92.315
TARP only
Bailout expectation -0.0002 0.0000
Adj. [R.sup.2] (0.0003) (0.0004)
0.9170 0.9106
No. of banks 548 548
Observations 8.765 8.765
Matched sample
Bailout expectation -0.0006 * -0.0007 **
(0.0003) (0.0003)
Adj. [R.sup.2] 0.9332 0.9332
No. of banks 597 597
Observations 8,654 8,654
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
Controls Yes Yes
Notes: Table 8 shows regression results for Equation (2) for
different samples. The first block shows results for the baseline
sample that resembles the solid box on the right side in t = 2 of
Figure 1. The second block excludes failed banks from this sample.
The third block comprises all banks after q4/09, as appear in the
dotted box. The fourth block includes TARP banks only. The fifth
block includes only banks from the baseline sample that are 1:1
matches with the distressed banks in the crisis period, according to
propensity score matching. Each regression includes bank (FE),
quarter (TE), and interacted year-state (YE x SE) fixed effects, as
well as all other control variables from the baseline regression for
the period q1/10-q4/13. Variable definitions are in Table 3.
Clustered (bank level) standard errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 9 Covariate Differences Matched versus Unmatched Samples
Mean
Unmatched/
Variable Matched Distressed Sound Bias (%)
L.EQ U 0.0942 0.1126 -44.10
M 0.0959 0.0944 3.70
L.RoA U -0.0050 0.0028 -68.70
M -0.0037 -0.0033 -3.40
L.NPA U 0.0493 0.0309 46.70
M 0.0460 0.0458 0.50
L.Size U 13.06 11.82 93.90
M 12.97 12.96 0.50
L.Cash U 0.0500 0.0617 -22.40
M 0.0500 0.0509 -1.60
L.Deposits U 0.7986 0.8219 -30.70
M 0.7998 0.7978 2.70
L.Loans U 0.7268 0.6582 50.50
M 0.7257 0.7328 -5.20
L.CS index U 344.33 304.85 49.90
M 341.31 345.72 -5.60
L.UR U 0.0816 0.0773 19.90
M 0.0815 0.0815 -0.10
T-test
Unmatched/
Variable Matched Reduction of Bias (%) T-test p Value
L.EQ U -9.40 0.0000
M 91.50 0.81 0.4200
L.RoA U -20.46 0.0000
M 95.00 -0.59 0.5580
L.NPA U 13.78 0.0000
M 98.90 0.08 0.9360
L.Size U 25.32 0.0000
M 99.50 0.08 0.9370
L.Cash U -5.05 0.0000
M 93.00 -0.33 0.7380
L.Deposits U -7.51 0.0000
M 91.40 0.39 0.6940
L.Loans U 11.27 0.0000
M 89.60 -1.08 0.2810
L.CS index U 12.43 0.0000
M 88.80 -0.89 0.3750
L.UR U 4.55 0.0000
M 99.40 -0.02 0.9810
Notes: Table 9 shows the outcome of a 1:1 propensity score matching
between sound and distressed banks in the crisis period, including
the mean for each variable for the treated and control group and for
the sample of matched (M) and unmatched (U) banks. It further shows
the reduction in bias for each variable between the groups and
significant differences in means before and after matching.
TABLE 10
Bailout Expectation Effects on Interest Rates Over Time
Interest Rates R
Total Loans Real Estate C&I Loans
Dependent Variable (1) Loans (2) (3)
Bailout expectation (2010) 0.0037 ** 0.0039 ** 0.0058 **
(0.0016) (0.0019) (0.0028)
Bailout expectation (2011) 0.0019 ** 0.0016 0.0046
(0.0009) (0.0013) (0.0029)
Bailout expectation (2012) 0.0012 0.0017 0.0016
(0.0010) (0.0013) (0.0031)
Bailout expectation (2013) -0.0004 -0.0009 0.0008
(0.0012) (0.0014) (0.0035)
L.EQ 0.0159 ** 0.0140 0.0357
(0.0071) (0.0097) (0.0227)
L.RoA 0.0253 ** 0.0030 0.0366
(0.0126) (0.0196) (0.0338)
L.NPA -0.0302 *** -0.0364 *** 0.0022
(0.0076) (0.0076) (0.0226)
L.Size 0.0032 0.0037 0.0045
(0.0027) (0.0027) (0.0039)
L.Cash 0.0087 0.0042 0.0065
(0.0063) (0.0061) (0.0110)
L.Deposits 0.0120 *** 0.0101 ** 0.0019
(0.0045) (0.0049) (0.0132)
L.Loans -0.0074 *** -0.0069 *** 0.0000
(0.0023) (0.0024) (0.0069)
L.CS index -0.0000 -0.0000 0.0000
(0.0000) (0.0000) (0.0001)
L.UR 0.0052 0.0066 -0.0026
(0.0053) (0.0068) (0.0170)
Constant 0.0118 0.0006 -0.0004
(0.0384) (0.0384) (0.0568)
TE Yes Yes Yes
FE Yes Yes Yes
YE x SE Yes Yes Yes
No. of Banks 597 597 597
Observations 8,654 8,654 8,654
Adj. [R.sup.2] 0.85 0.70 0.62
Interest Rates R
Deposits Total Funding
Dependent Variable (4) (5)
Bailout expectation (2010) -0.0011 *** -0.0012 ***
(0.0003) (0.0003)
Bailout expectation (2011) -0.0004 -0.0005
(0.0003) (0.0003)
Bailout expectation (2012) 0.0001 -0.0000
(0.0004) (0.0004)
Bailout expectation (2013) 0.0001 -0.0001
(0.0005) (0.0005)
L.EQ 0.0010 -0.0060
(0.0032) (0.0045)
L.RoA -0.0085 ** -0.0074 **
(0.0037) (0.0034)
L.NPA -0.0059 * -0.0072 **
(0.0031) (0.0031)
L.Size 0.0012 ** 0.0011 **
(0.0005) (0.0005)
L.Cash -0.0023 * -0.0020
(0.0012) (0.0012)
L.Deposits 0.0047 ** -0.0025
(0.0021) (0.0037)
L.Loans 0.0004 -0.0001
(0.0011) (0.0012)
L.CS index 0.0000 ** 0.0000 **
(0.0000) (0.0000)
L.UR 0.0031 0.0027
(0.0022) (0.0023)
Constant -0.0060 0.0033
(0.0070) (0.0077)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 8,654 8,654
Adj. [R.sup.2] 0.93 0.93
NOTES: Table 10 shows regression results for Equation (2), in which
bailout expectations are interacted with year dummies for 2010, 2011,
2012, and 2013. Each regression includes bank (FE), quarter (TE), and
interacted year-state (YE x SE) fixed effects for the period
q1/10-q4/12. The prefix "L" indicates that a variable is lagged by
one-quarter. Variable definitions are in Table 3. Clustered (bank
level) standard errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 11
Loan and Deposit Growth
Loan and Deposit Growth
[DELTA] Total Loans [DELTA] Real Estate Loans
Dependent Variable (1) (2)
Bailout expectation -0.0010 -0.0089
(0.0075) (0.0086)
L.EQ 0.7346 *** 0.7026 ***
(0.1521) (0.1644)
L.RoA -0.5042 *** -0.3610 **
(0.1701) (0.1642)
L.NPA -0.4375 *** -0.4754 ***
(0.0570) (0.0626)
L.Size -0.0444 *** -0.0409 ***
(0.0148) (0.0145)
L.Cash 0.0150 -0.0119
(0.0363) (0.0412)
L.Deposits -0.0557 * -0.0378
(0.0332) (0.0383)
L.Loans -0.1599 *** -0.1323 ***
(0.0300) (0.0313)
L.CS index 0.0002 0.0003 *
(0.0001) (0.0002)
L.UR -0.0286 0.1375
(0.0733) (0.1179)
Constant 0.5783 *** 0.4693 **
(0.2003) (0.2089)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 8,654 8,654
Adj. [R.sup.2] 0.27 0.26
Loan and Deposit Growth
[DELTA] C&I Loans [DELTA] Deposits
Dependent Variable (3) (4)
Bailout expectation 0.0051 -0.0114
(0.0168) (0.0078)
L.EQ 0.8178 *** 0.6364 ***
(0.1478) (0.1440)
L.RoA -0.2675 -0.3460 *
(0.3074) (0.1897)
L.NPA -0.3885 *** -0.1941 ***
(0.1352) (0.0649)
L.Size -0.0590 ** -0.0972 ***
(0.0251) (0.0106)
L.Cash 0.0539 -0.1245 **
(0.0712) (0.0574)
L.Deposits -0.0738 -0.4455 ***
(0.0757) (0.0548)
L.Loans -0.1914 *** 0.2264 ***
(0.0551) (0.0423)
L.CS index -0.0001 0.0000
(0.0004) (0.0001)
L.UR -0.3583 * -0.1055
(0.2046) (0.0768)
Constant 1.0096 *** 1.4506 ***
(0.3803) (0.1675)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 8,653 8,654
Adj. [R.sup.2] 0.07 0.22
Notes: Table 11 shows regression results for Equation (2) and uses
quarterly growth rates of total loans, real estate loans, commercial
and industrial loans, and deposits as dependent variables. Each
regression includes bank (FE), quarter (TE), and interacted
year-state (YE x SE) fixed effects for the period q1/10-q4/12. The
prefix "L" indicates that a variable is lagged by one-quarter.
Variable definitions are in Table 3. Clustered (bank level) standard
errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 12
Loan and Deposit Growth Over Time
Loan and Deposit Growth
[DELTA] Total [DELTA] Real Estate
Dependent Variable Loans (1) Loans (2)
Bailout expectation (2010) -0.0033 -0.0092
(0.0078) (0.0089)
Bailout expectation (2011) -0.0052 -0.0133
(0.0079) (0.0091)
Bailout expectation (2012) 0.0028 -0.0116
(0.0106) (0.0112)
Bailout expectation (2013) 0.0132 0.0071
(0.0135) (0.0150)
L.EQ 0.7159 *** 0.6875 ***
(0.1640) (0.1758)
L.RoA -0.4853 *** -0.3448 **
(0.1704) (0.1657)
L.NPA -0.4317 *** -0.4723 ***
(0.0574) (0.0639)
L.Size -0.0486 *** -0.0443 ***
(0.0168) (0.0163)
L.Cash 0.0195 -0.0082
(0.0361) (0.0409)
1..Deposits -0.0593 * -0.0412
(0.0334) (0.0383)
L.Loans -0.1620 *** -0.1343 ***
(0.0300) (0.0311)
L.CS index 0.0002 0.0003 *
(0.0001) (0.0002)
L.UR -0.0302 0.1383
(0.0732) (0.1178)
Constant 0.6412 *** 0.5206 **
(0.2279) (0.2318)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 8,654 8,654
Adj. [R.sup.2] 0.27 0.26
Loan and Deposit Growth
[DELTA] C&I Loans [DELTA] Deposits
Dependent Variable (3) (4)
Bailout expectation (2010) -0.0001 -0.0167 *
(0.0185) (0.0089)
Bailout expectation (2011) -0.0050 -0.0090
(0.0181) (0.0092)
Bailout expectation (2012) 0.0177 -0.0086
(0.0232) (0.0083)
Bailout expectation (2013) 0.0328 -0.0000
(0.0242) (0.0117)
L.EQ 0.7773 *** 0.6202 ***
(0.1602) (0.1493)
L.RoA -0.2270 -0.3311 *
(0.3042) (0.1898)
L.NPA -0.3762 *** -0.1843 ***
(0.1358) (0.0666)
L.Size -0.0680 ** -0.1009 ***
(0.0278) (0.0109)
L.Cash 0.0637 -0.1210 **
(0.0715) (0.0578)
1..Deposits -0.0814 -0.4488 ***
(0.0758) (0.0548)
L.Loans -0.1955 *** 0.2246 ***
(0.0548) (0.0425)
L.CS index -0.0001 0.0000
(0.0004) (0.0001)
L.UR -0.3632 * -0.1079
(0.2045) (0.0767)
Constant 1.1586 *** 1.5097 ***
(0.4104) (0.1745)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 8,653 8,654
Adj. [R.sup.2] 0.07 0.22
Notes: Table 12 shows regression results for Equation (2) and uses
quarterly growth rates of total loans, real estate loans, commercial
and industrial loans, and deposits as dependent variables. Bailout
expectations are interacted with year dummies for 2010, 2011, 2012,
and 2013. Each regression includes bank (FE), quarter (TE), and
interacted year--state (YE x SE) fixed effects for the period
q1/10-q4/12. The prefix "L" indicates that a variable is lagged by
one-quarter. Variable definitions are in Table 3. Clustered (bank
level) standard errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 13
Bailout Expectation Effects on Lending and Funding Rates
Stratified by Equity
Interest Rates R
Total Loans Real Estate Loans
Dependent Variable (1) (2)
Bailout expectation 0.0015 0.0013
(0.0012) (0.0015)
CAPH -0.0002 -0.0008
(0.0006) (0.0008)
CAPH x Bailout expectation 0.0016 ** 0.0021 *
(0.0008) (0.0011)
L.RoA 0.0286 ** 0.0072
(0.0135) (0.0206)
L.NPA -0.0276 *** -0.0330 ***
(0.0072) (0.0073)
L.Size 0.0020 0.0025
(0.0024) (0.0025)
L.Cash 0.0101 0.0056
(0.0068) (0.0064)
L.Deposits 0.0077 ** 0.0063
(0.0030) (0.0049)
L.Loans -0.0081 *** -0.0077 ***
(0.0022) (0.0024)
L.CS index -0.0000 -0.0000
(0.0000) (0.0000)
L.UR 0.0043 0.0056
(0.0053) (0.0069)
Constant 0.0328 0.0220
(0.0320) (0.0368)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 8,654 8,654
Adj. [R.sup.2] 0.85 0.69
Interest Rates R
C&I Loans Deposits Total Funding
Dependent Variable (3) (4) (5)
Bailout expectation 0.0044 -0.0001 -0.0004
(0.0037) (0.0004) (0.0004)
CAPH 0.0008 0.0009 ** 0.0007 *
(0.0029) (0.0004) (0.0004)
CAPH x Bailout expectation 0.0006 -0.0010 ** -0.0011 **
(0.0036) (0.0004) (0.0005)
L.RoA 0.0395 -0.0106 *** -0.0087 ***
(0.0330) (0.0037) (0.0033)
L.NPA 0.0050 -0.0072 ** -0.0086 ***
(0.0213) (0.0030) (0.0030)
L.Size 0.0024 0.0014 *** 0.0014 ***
(0.0032) (0.0005) (0.0005)
L.Cash 0.0091 -0.0025 ** -0.0024 **
(0.0117) (0.0012) (0.0012)
L.Deposits -0.0079 0.0044 ** -0.0007
(0.0100) (0.0019) (0.0027)
L.Loans -0.0010 0.0004 0.0001
(0.0069) (0.0011) (0.0012)
L.CS index 0.0000 0.0000 ** 0.0000 **
(0.0001) (0.0000) (0.0000)
L.UR -0.0041 0.0035 0.0033
(0.0169) (0.0022) (0.0023)
Constant 0.0355 -0.0087 -0.0032
(0.0434) (0.0064) (0.0065)
TE Yes Yes Yes
FE Yes Yes Yes
YE x SE Yes Yes
No. of Banks 597 597 597
Observations 8,654 8,654 8,654
Adj. [R.sup.2] 0.62 0.93 0.93
Notes: Table 13 shows regression results for our baseline
regression. In each regression, we interact Bailout expectation with
CAPH. CAPH indicates banks with a total equity ratio of more than 7%.
Each regression includes bank (FE), quarter (TE), and interacted
year-state (YE x SE) fixed effects for the period q1/10-q4/12. The
prefix "L" indicates that a variable is lagged by one-quarter.
Clustered (bank level) standard errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 14
Bailout Expectation Effects on Lending and Funding Rates Stratified
by Size
Interest Rates R
Real Estate
Total Loans Loans C&I Loans
Dependent Variable (1) (2) (3)
Bailout expectation 0.0025 * 0.0023 0.0059 **
(0.0014) (0.0017) (0.0028)
Size (medium) 0.0001 -0.0012 0.0042
(0.0024) (0.0022) (0.0054)
Size (large) 0.0051 * 0.0032 0.0131 *
(0.0031) (0.0029) (0.0070)
Size (medium) x Bailout 0.0013 0.0034 -0.0057
expectation (0.0024) (0.0022) (0.0055)
Size (large) X Bailout -0.0016 -0.0005 -0.0137 ***
expectation (0.0021) (0.0019) (0.0049)
L.EQ 0.0084 0.0054 0.0244
(0.0076) (0.0131) (0.0206)
L.RoA 0.0297 ** 0.0076 0.0440
(0.0146) (0.0209) (0.0349)
L.NPA -0.0282 *** -0.0336 *** 0.0030
(0.0073) (0.0074) (0.0219)
L.Cash 0.0105 0.0063 0.0075
(0.0074) (0.0072) (0.0117)
L.Deposits 0.0106 *** 0.0082 * 0.0003
(0.0038) (0.0044) (0.0132)
L.Loans -0.0073 *** -0.0066 *** -0.0002
(0.0025) (0.0025) (0.0071)
L.CS index -0.0000 -0.0000 0.0000
(0.0000) (0.0000) (0.0001)
L.UR 0.0051 0.0066 -0.0022
(0.0054) (0.0069) (0.0169)
Constant 0.0547 *** 0.0501 *** 0.0597 **
(0.0075) (0.0080) (0.0283)
TE Yes Yes Yes
FE Yes Yes Yes
YE x SE Yes Yes Yes
No. of Banks 597 597 597
Observations 8,654 8,654 8,654
Adj. [R.sup.2] 0.84 0.69 0.62
Interest Rates R
Deposits Total Funding
Dependent Variable (4) (5)
Bailout expectation -0.0005 -0.0006 *
(0.0003) (0.0003)
Size (medium) -0.0003 -0.0005
(0.0005) (0.0005)
Size (large) 0.0003 0.0004
(0.0010) (0.0011)
Size (medium) x Bailout -0.0001 0.0001
expectation (0.0005) (0.0005)
Size (large) X Bailout 0.0009 ** 0.0009
expectation (0.0004) (0.0007)
L.EQ -0.0001 -0.0069
(0.0031) (0.0044)
L.RoA -0.0098 *** -0.0087 **
(0.0038) (0.0034)
L.NPA -0.0066 ** -0.0080 **
(0.0031) (0.0031)
L.Cash -0.0020 -0.0017
(0.0012) (0.0012)
L.Deposits 0.0044 ** -0.0027
(0.0022) (0.0038)
L.Loans 0.0009 0.0005
(0.0011) (0.0012)
L.CS index 0.0000 ** 0.0000 **
(0.0000) (0.0000)
L.UR 0.0037 * 0.0034
(0.0022) (0.0023)
Constant 0.0084 *** 0.0163 ***
(0.0025) (0.0039)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 8,654 8,654
Adj. [R.sup.2] 0.93 0.93
Notes: Table 14 shows regression results for our baseline regression.
In each regression, we interact Bailout expectation with dummy
variables for size indicating small, medium, and large banks. Small
banks have total asset of less than 1$ billion while large banks have
more than $3 billion of total assets. Medium banks have more than $1
billion but less than $3 billion of total assets. Each regression
includes bank (FE), quarter (TE), and interacted year--state (YE x
SE) fixed effects for the period q1/10-q4/12. The prefix "L"
indicates that a variable is lagged by one-quarter. Clustered (bank
level) standard errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.
TABLE 15
Branching Restrictions
Interest Rates R
Real Estate
Total Loans Loans C&I Loans
Dependent Variable (1) (2) (3)
Bailout expectation 0.0034 * 0.0037 0.0022
(restriction low) (0.0020) (0.0026) (0.0049)
Bailout expectation 0.0040 ** 0.0051 *** 0.0112 ***
(restriction medium) (0.0017) (0.0019) (0.0038)
Bailout expectation 0.0059 ** 0.0060 ** 0.0064
(restriction high) (0.0029) (0.0029) (0.0041)
L.EQ 0.0328 ** 0.0362 *** 0.0658 **
(0.0134) (0.0096) (0.0271)
L.RoA 0.0360 * 0.0025 -0.0014
(0.0184) (0.0228) (0.0367)
L.NPA -0.0154 * -0.0176 * 0.0034
(0.0092) (0.0106) (0.0253)
L.Size 0.0040 0.0036 0.0098 *
(0.0028) (0.0026) (0.0054)
L.Cash 0.0106 * 0.0080 0.0087
(0.0061) (0.0062) (0.0115)
L.Deposits -0.0018 0.0074 -0.0051
(0.0103) (0.0056) (0.0126)
L.Loans -0.0080 ** -0.0052 0.0022
(0.0032) (0.0033) (0.0069)
L.CS index -0.0000 -0.0000 -0.0000
(0.0000) (0.0000) (0.0001)
L.UR 0.0002 -0.0065 -0.0167
(0.0079) (0.0095) (0.0233)
Constant 0.0127 0.0124 -0.0643
(0.0398) (0.0358) (0.0697)
TE Yes Yes Yes
FE Yes Yes Yes
YE x SE Yes Yes Yes
No. of Banks 597 597 597
Observations 24,097 24,097 24,097
Adj. [R.sup.2] 0.91 0.84 0.80
Interest Rates R
Deposits Total Funding
Dependent Variable (4) (5)
Bailout expectation -0.0010 ** -0.0013 ***
(restriction low) (0.0004) (0.0005)
Bailout expectation -0.0003 -0.0004
(restriction medium) (0.0005) (0.0005)
Bailout expectation 0.0001 -0.0001
(restriction high) (0.0009) (0.0009)
L.EQ 0.0039 -0.0030
(0.0033) (0.0044)
L.RoA -0.0061 -0.0040
(0.0062) (0.0060)
L.NPA -0.0099 *** -0.0106 ***
(0.0036) (0.0036)
L.Size 0.0022 *** 0.0021 ***
(0.0005) (0.0005)
L.Cash -0.0033 ** -0.0033 **
(0.0014) (0.0015)
L.Deposits 0.0052 ** -0.0017
(0.0020) (0.0035)
L.Loans 0.0014 0.0008
(0.0012) (0.0013)
L.CS index 0.0000 ** 0.0000 *
(0.0000) (0.0000)
L.UR 0.0008 0.0014
(0.0034) (0.0038)
Constant -0.0241 *** -0.0150 *
(0.0073) (0.0078)
TE Yes Yes
FE Yes Yes
YE x SE Yes Yes
No. of Banks 597 597
Observations 24.097 24,097
Adj. [R.sup.2] 0.96 0.96
Notes: Table 15 shows regression results for Equation (2) while
interacting bailout expectation with dummies that reflect whether a
banks resides in a state with low, medium, or high restrictions on
banking and branching, according to (Rice and Strahan 2010). Each
regression includes bank (FE), quarter (TE), and interacted
year--state (YE x SE) fixed effects for the period q1/10-q4/12. The
prefix "L" indicates that a variable is lagged by one-quarter.
Variable definitions are in Table 3. Clustered (bank level) standard
errors are in parentheses.
***, **, and * indicate significant coefficients at the 1%, 5%, and
10% levels, respectively.