Too Many to Fail - The Effect of Regulatory Forbearance on Market Discipline

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    Too Many To Fail:

    The Effect of Regulatory Forbearance on Market Discipline

    Wook Sohn and Hyosoon Choi∗

    ABSTRACT

    This paper investigates whether regulatory forbearance for savings banks in Korea affects

    the market discipline of depositors using data from 2000 to 2010, which are characterized

    by a series of exits of savings banks. We find that depositors’ sensitivity to the savings

    banks’ asset quality decreases when there is regulatory forbearance for failing savings

    banks. This forbearance effect is also observed in the behavior of the depositors of the

    neighboring savings banks in the same business area. These results suggest thatregulatory forbearance may cause depositors to misjudge bank risks, increasing the

    expected costs of bank failure.

    Keywords : Depositor discipline, Regulatory forbearance, Prompt corrective action,

    Savings bank, Korea

    JEL Classification : G21, G28

    Wook Sohn: KDI School of Public Policy and Management, 87 Hoegiro, Seoul 130-868, Korea; phone:

    +82-2-3299-1062; e-mail: wooksohn@ kdischool.ac.kr.

    Hyosoon Choi: Korea Deposit Insurance Corporation, 33 Da-Dong, Seoul, 100-180, Korea; phone: 82-2-

    758-0901; e-mail: [email protected].

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    Too Many To Fail:

    The Effect of Regulatory Forbearance on Market Discipline

    ABSTRACT

    This paper investigates whether regulatory forbearance for savings banks in Korea affects

    the market discipline of depositors using data from 2000 to 2010, which are characterized

    by a series of exits of savings banks. We find that depositors’ sensitivity to the savings

    banks’ asset quality decreases when there is regulatory forbearance for failing savings

    banks. This forbearance effect is also observed in the behavior of the depositors of the

    neighboring savings banks in the same business area. These results suggest that

    regulatory forbearance may cause depositors to misjudge bank risks, increasing the

    expected costs of bank failure.

    Keywords : Depositor discipline, Regulatory forbearance, Prompt corrective action,

    Savings bank, Korea

    JEL Classification : G21, G28

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    1

    1. Introduction

    Market discipline constrains the risk-taking behavior of banks and thus has the

    potential to contribute to reducing the probability of bank failures and minimizing the

    costs of failures that do occur. Bank regulators’ forbearance practices have been criticized

    for causing market discipline to fail in more than a few cases. For example, since the late

    1980s, the unprecedented losses from bank failures have provoked serious criticism of

    regulatory forbearance, which allows insolvent banks to continue their operations. This

    criticism is based largely on the proposition that banks have a greater incentive to gamble

    with deposit insurance funds when the likelihood of forbearance is greater (Nagarajan

    and Sealey, 1995). Some studies analyzing financial crises designate the lack of market

    discipline or a poor regulatory environment as a cause of the crises and emphasize the

    enhancement of market discipline to prevent financial crises (Kaufman, 2000; Yoon and

    Miller, 2004). 1 Although market discipline has been considered a supplement to direct

    regulation in the control of bank risks, research addressing the direct interaction between

    regulatory forbearance and market discipline is sparse. 2

    1 Allen and Saunders (1993), Dreyfus et al. (1994) and Nagarajan and Sealey (1995) introduce regulatory

    forbearance into their theoretical models of valuation of deposit insurance. However, they do not focus on

    the effects of regulatory forbearance on market participants’ behavior. Hanweck and Spellman (2002) and

    Schellhorn and Spellman (2000) examine the effect of forbearance on subordinated debt yields and

    shareholders’ behavior.

    2 Pillar 3 of the Basel II Accord of the Basel Committee on Bank Supervision views market discipline as a

    complement to minimum capital requirements or supervisory processes.

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    2

    This study attempts to examine the effect of forbearance on depositors’ market

    discipline. To find evidence for regulatory forbearance diminishing market discipline, we

    empirically test whether the sensitivity of deposit growth rate to bank risks is affected by

    regulatory forbearance. We examine not only the depositors of the banks subject to

    forbearance but also those of neighboring banks.

    If depositors believe that a regulator does not intend to close a bank in the

    foreseeable future, they will not withdraw their deposit, even though the bank risks are at

    a substantially high level. In other words, depositors prefer enjoying the high-interest

    income provided by failing banks to withdrawing their funds from those banks, as long as

    they believe that enough time remains to withdraw their deposits before the bank is

    closed by the regulator’s order.

    This depositor behavior should be more evident in circumstances where bank failures

    are triggered mainly by regulators’ closure decisions, not by depositors’ runs. In this

    situation, deposit decisions may rely more on bank regulators’ intentions than on

    available bank risk information. Moreover, if regulator forbearance is combined with

    generous deposit protection from insurers, the impairment of market discipline will be

    more pronounced and evident. This situation is more likely to be observable in

    developing nations, where mandatory information disclosures are less frequent and bank

    regulations are more prone to be influenced by politics than in advanced countries.

    Considering the regulatory environment of savings banks, we believe that Korea’s

    savings bank industry provides a good opportunity to test our hypotheses. The laboratory

    of our study is a set of savings banks in Korea from 2000 to 2010, which is a period

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    3

    characterized by a series of exits of savings banks under the restructuring of the

    regulatory authority.

    The contribution of this paper stems from the literature’s excessive focus on U.S.

    data since the early 1990s. Evidence from another country, one that is sufficiently

    different from the U.S. to offer another data point but not so different as to make that data

    point difficult to interpret, could bring into sharp relief the key factors necessary to make

    market discipline an effective contributor to the supervisory process. Such evidence is

    particularly important in light of the market-discipline pillar in Basel II, which will be

    applied internationally. To this end, we scrutinize depositor behavior under country-

    specific circumstances where there is a high possibility of regulatory forbearance. 3

    This study contributes to the literature in two more aspects. First, we identify

    regulatory forbearance using cases where the regulator explicitly postpones Prompt

    Corrective Actions (PCAs) or does not take any action for failing banks. Second, we test

    the spillover effect of forbearance by analyzing the behavior of depositors of other banks

    in the same operating region as the banks subject to regulatory forbearance.

    We find that the sensitivity of deposit growth rates to banks’ non-sound asset ratios

    significantly decreases when regulatory forbearance is apparent. These forbearance

    effects are observed not only in the banks subject to forbearance but also in neighboring

    banks in the same business region. Based on the findings, we suggest that savings banks’

    risk information be more accurately disclosed, especially through the regulator’s

    supervisory measures. Otherwise, regulatory forbearance may cause an increase in the

    3 Variations in the extent of market discipline across countries should in part reflect international

    differences in the operation of the financial safety net to limit depositor losses in the case of a bank failure.

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    expected costs of bank failure through depositors’ loose discipline with regard to bank

    risks.

    This paper is organized as follows. Section 2 describes the regulatory forbearance

    and its relationship to market discipline. Section 3 explains the characteristics of Korean

    savings banks and the regulatory environment. In Section 4, we propose our hypotheses

    and develop empirical models to test them. Empirical results are provided in Section 5.

    Section 6 concludes the paper.

    2. Regulatory forbearance and market discipline

    Regulatory forbearance can be defined as a discretionary delay in enforcing

    appropriate actions to reduce the cost of bank failure. Previous studies have used the term

    “forbearance” in various contexts, such as the delay of a PCA, the delay of receivership

    (Schellhorn and Spellman, 2000), and bailouts without enforcement rules (Osterberg and

    Thomson, 1992).

    Why does regulatory forbearance occur? One explanation is a breakdown in the

    incentives that cause the regulator to defend the regulated banks (Kane, 1986, 1990; Boot

    and Thakor, 1993). In particular, Boot and Thakor (1993) formalize the notion that a bank

    regulator may pursue self-interest rather than social welfare. According to this model, the

    regulator’s desire to acquire a reputation as a capable bank monitor can distort bank

    closure policy and increase the liability of deposit insurance. Schellhorn and Spellman

    (2000) suggest that regulators may delay receiverships for banks they believe are

    insolvent when the banks’ stockholders have the potential to appeal to the courts to

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    reverse the receivership and assess monetary damages. Allen and Saunders (1993) argue

    that the response of regulators has often been characterized by delay due to budgetary and

    political considerations. In this paper, regulatory forbearance is defined as the

    postponement of a PCA or no PCA for failing banks.

    U.S. bank regulators have been criticized for their slow and inadequate response to

    the thrift crisis as well as for the forbearance granted to many failing savings and loan

    associations in the late 1980s. 4 However, the empirical evidence on the cost of

    forbearance is largely inconclusive. Mailath and Mester (1994) suggest that forbearance

    may sometimes be optimal, whereas Acharya and Dreyfus (1989) argue that forbearance

    is always suboptimal. The question of whether the enforcement of regulations must be

    restricted to explicit, pre-announced and credible rules or whether regulator discretion

    should be maintained is yet unanswered (Sijben, 2002). Benston and Carhill (1992) argue

    that forbearance may have saved the Federal Savings and Loan Insurance Corporation

    (FSLIC) a significant amount of costs ex post in the 1980s. In contrast, DeGennaro and

    Thompson (1996) argue that the regulatory forbearance of the early 1980s was costly to

    regulators and a bad bet for taxpayers. However, all of these papers focus on ex post costs

    and do not shed light on ex ante costs or the benefits of forbearance (Nagarajan and

    Sealey, 1995). 5

    4 Huizinga and Laeven (2010) show that banks have systematically understated the impact of the

    impairment of assets on bank capital in their financial reporting, which is evidence of widespread

    regulatory forbearance toward distressed banks during the financial crisis. Choi (2002) also reports

    regulatory forbearance during the financial crisis in Korea.

    5 In the context of Japan, Dekle and Kletzer (2004) use an endogenous growth model with financial

    intermediation to show that deposit insurance with regulatory forbearance leads to banking crises.

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    6

    The term “market discipline” is commonly associated with two different meanings.

    Bliss and Flannery (2000) argue that the concept of market discipline incorporates two

    distinct components: market monitoring and market influence. Market monitoring refers

    to the hypothesis that investors accurately understand changes in a firm's condition and

    promptly incorporate their assessment into the firm's security prices. Since the mid-1980s,

    a number of studies have examined whether uninsured depositors respond to bank risks

    by withdrawing their deposits and/or requiring higher interest rates. Although not

    unanimous, these studies find evidence consistent with the hypothesis that market

    discipline is at play (Ioannidou and de Dreu, 2006). Market influence is the process by

    which a security price change leads firm managers to counteract adverse changes in firm

    conditions.

    The interaction between bank regulation and market discipline has also been shown

    to differ depending on the situation. Jordan et al. (1999) find that the announcement of a

    formal enforcement action results in a large negative abnormal stock return for the bank,

    suggesting that the announcement reveals new, adverse information about the bank’s

    financial condition. However, Gilbert and Vaughan (2001) find no evidence of unusual

    deposit withdrawals or spread increases around the announcements of regulatory

    enforcement actions. They conclude that the public announcement does not spark bank

    runs or enhance depositor discipline. 6

    6 Empirical tests of market discipline have been executed in various contexts. Factors affecting market

    discipline are the deposit insurance system (Cook and Spellman, 1991; Demirguc-Kunt and Huizinga,

    2003; Ioannidou and de Dreu, 2005), bank failure (Goldberg and Hudgins, 1996; Jordan, 2000; Jagtiani and

    Lemieux, 2001), banking crises (Martinez Peria and Schmukler, 2001), and ownership structure

    (Mondschean and Opiela, 1999).

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    3. Savings banks and the regulatory environment in Korea

    Savings banks in Korea are depository institutions that are licensed and supervised

    by the Financial Supervisory Commission (FSC). They issue demand and savings

    deposits insured by the Korea Deposit Insurance Corporation (KDIC). The savings bank

    industry of Korea in the early 2000s represents an interesting case for analyzing the

    impact of regulatory actions on depositors’ market discipline. During the period of this

    study (2000-2010), Korea was in the late stage of its banking sector restructuring, which

    began shortly after the financial crisis of 1997. The restructuring of the commercial

    banking sector was coming to an end in 2000, but the restructuring of the savings banks

    did not begin until late 1999. The reasons for such a delay in restructuring savings banks

    are two-fold. The first is that the deteriorated credit of small- and medium-sized

    enterprises and individuals, who were the main customers of savings banks, was

    disclosed later than that of large corporations. Second, the regulatory authority did not

    place a priority on the restructuring of savings banks due to their relatively small scale

    and low systemic risk.

    There has been a dramatic change among savings banks in Korea since the

    restructuring of the savings bank industry. As of the end of 1999, 186 savings banks were

    in operation. Among the 186 savings banks in existence at the end of 1999, 88 savings

    banks were restructured by license revocations, mergers and acquisitions (M&As), or

    purchase and assumptions (P&As) by 2010. During this period, nine banks were newly

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    established, and two of them were restructured. As a result, the number of savings banks

    was reduced to 105 by the end of 2010 (see Table 1). 7

    As shown in Table 1, deposit insurance protects 77.4% of the total amount of

    deposits and 98.2% of the total number of depositors as of the end of 1999. Depositor

    protection for savings banks in Korea can be characterized as follows. First, membership

    is compulsory. Savings banks automatically become a member of the deposit insurance

    system as soon as they become licensed for business, and the membership status is

    maintained until the business license is revoked or until they are liquidated or declared

    bankrupt. Second, all types of deposits are insured, including term deposits, time

    installment savings, mutual installments, and cover notes. Third, the coverage limit is set

    at 50 million won, nearly five times as high as the 2001 per capita GDP of Korea.

    Savings banks that survived the restructuring made efforts to meet the capital

    requirements strengthened by the forward-looking criteria of the FSC. As a result, the

    overall financial condition of savings banks improved: the substandard credit ratio

    decreased substantially from 26.2% to 10.8%, and the BIS capital ratio improved by 2.47

    percentage points. Meanwhile, as is evidenced by the average number of branches per

    savings bank (1.5) as of the end of 1999, the business of a savings bank is conducted

    mostly in the operating region of its head office.

    7 However, despite the decrease in the number of savings banks, the industry’s scale grew approximately

    250% in terms of both assets and deposits during that period. This high growth rate is attributed to the fact

    that the assets and liabilities of insolvent savings banks were transferred to other acquiring savings banks

    and that deposits in the closed savings banks were protected by deposit insurance and absorbed into other

    savings banks.

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    The characteristics of Korean savings banks and the regulatory environment must be

    explained because they should contribute to bringing different empirical results from

    others. First, the asset sizes of individual savings banks are small relative to other

    depository institutions. The possibility of one savings bank’s failure threatening the

    stability of the financial system of the nation is therefore low. This characteristic means

    that the “too big to fail” doctrine is not applied when the regulatory authority makes the

    closure decisions for failing banks.

    Second, in the early 2000s, there were too many financially weak savings banks for

    the regulator to close them all at once. Approximately 30% of the savings banks had a

    negative equity book value, and the regulator may have had to consider the potential

    adverse economic effects of bank closures. In other words, “too many to fail” was a

    major concern for the regulatory authority.

    Third, there is little publicly available and reliable risk information because the

    capital level is low and shareholders are not diversified. In May 2002, the FSC reinforced

    a disclosure policy that made savings banks disclose their management conditions,

    including their BIS capital ratio. However, the large number of savings banks has made it

    difficult for the regulator to conduct frequent on-site examinations, decreasing the

    reliability of risk information. Due to this shortage of reliable information on the risk

    profile of savings banks, depositors are much more likely to depend on regulatory actions

    for their decisions. In addition, historically in Korea, bank failures have mostly been

    triggered by regulatory action, not by bank runs. This finding could be another reason

    why depositors pay more attention to the regulator’s intention than to the bank’s financial

    condition.

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    Fourth, savings banks operate within a small, restricted region because of their low

    level of capital and small number of branches. This characteristic makes savings banks’

    competition and performance specific to the restricted operating region. Under this

    circumstance, depositors have good reason to believe that their bank’s probability of

    failure is closely correlated with that of neighboring banks.

    4. Data and empirical models

    4.1. Measuring regulatory forbearance

    Identifying the existence of regulatory forbearance is not an easy task because many

    factors influence regulatory outcomes. In this study, regulatory forbearance is identified

    by using an explicit announcement of forbearance by the regulatory authority and the

    accounting data disclosed by savings banks.

    The regulatory authority may enforce a PCA on a savings bank that is under-

    capitalized or that has scored a low grade in the management evaluation. The criteria of

    PCA enforcements are essentially based on both the risk-weighted capital ratio and the

    management status evaluated by the FSC. There are three types of PCAs: “recommend,”

    “demand,” and “order” of management improvement. For instance, a savings bank with a

    BIS ratio under 1%, 3% and 5% is given a PCA of “order”, “demand” and “recommend”,

    respectively. When the authority enforces a PCA, it reveals its decision to the public.

    Although the main purpose of PCAs is to preclude regulatory forbearance, the law allows

    regulators to take discretionary action. The regulator sometimes chooses not to enforce a

    PCA for a particular savings bank for some period when it believes that there are reasons

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    to hold off. Such information is also released to the public. We name this type of

    forbearance “PCA postpone.”

    The three types of PCAs (recommend, demand and order) are meant to indicate the

    strength of the each PCA. For example, PCA measures that are imposed on the savings

    banks are stronger in the case of “PCA order” than in the case of “PCA recommend”.

    However, the discretionary decision on “PCA postpone” is based not on the strength of

    the PCA types but on how plausible and implementable the management improvement

    plan submitted by a savings bank to the regulatory authority is. 8 Therefore, it is not

    always the case that “PCA postpone” is more likely to occur when a savings bank is

    categorized as requiring “PCA recommend” than “PCA order”. In fact, Table 2 shows

    that there were 15 cases of “PCA postpone”, among which 12, 2 and 1 cases were

    categorized as ”PCA order”, “demand” and “recommend”, respectively, according to the

    criteria of financial soundness if PCAs have been executed for these banks. This finding

    suggests that regulatory forbearance was more likely to be given to a savings bank that

    merited a stronger regulatory measure.

    The second type of forbearance is detected using savings banks’ accounting

    information. If a given savings bank approaches failure in default by book value, that is,

    its liabilities exceed its assets, and if no regulatory action is taken against that savings

    bank, we assume that regulatory forbearance occurs. We name this type of forbearance

    “no action.”

    8 According to the Regulation of Supervision of Mutual Savings Bank Business (Article #50) enacted by

    the FSC, the supervisor may postpone a PCA enforcement for a specified period of time under PCA criteria

    when it is recognized that a savings bank is likely to satisfy the standards within a short period of time

    through an increase in capital or the sale of its assets.

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    Table 2 summarizes the supervisory measures taken against savings banks and the

    ultimate status of the savings banks from January 2000 to 2010. As of the end of 1999,

    PCAs were taken for the 49 savings banks in the form of “recommend,” “demand,” or

    “order.” 9

    After tracing the restructuring of savings banks, we find that some savings banks

    were revoked or consolidated without previously being subject to PCAs or developing a

    negative equity book value; these banks are classified as “sudden closure” (31 savings

    banks). Depositors in this type of savings bank would not have been aware of their banks’

    upcoming restructuring because the regulatory authority would have been unable to take

    any measure, due to the banks’ the sound financial structure. Considering that most

    M&As and P&As in the savings bank industry were initiated by the regulator, we classify

    “sudden closure” in the category of the “enforcement” group. The “enforcement” group

    thus consists of 49 PCA-enforced savings banks and 31 savings banks of sudden closure.

    In the category of regulatory forbearance, there are 16 “PCA-postponed” savings

    banks and 32 savings banks subject to a “no action” of any supervisory measure (we refer

    to these 48 savings banks hereafter as the “forbearance” group). The “no action” is

    assumed to have occurred three months after the banks’ equity capital became negative,

    considering that this a sufficient amount of time for the banks to report and for the

    regulators to take action. Finally, 67 savings banks are classified as in a “healthy state”

    because they ran their business without any record of “enforcement” or “forbearance”

    9 Seven savings banks are excluded due to incomplete data on restructuring. Though not specified in Table

    2, there are some savings banks that have been subject to PCAs more than once. In this case, the type of

    PCA is recorded according to the first PCA type.

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    and their equity values remained positive during the entire period of this study.

    After tracing the restructuring of savings banks until the end of 2010, we find that 31

    savings banks, or 63.3% of the 49 PCA-enforced savings banks, were closed. Of the 48

    savings banks in the “forbearance” group, 28 were restructured, accounting for 58.3% of

    the banks in this group, which is a percentage surprisingly similar to that of the PCA-

    enforced savings banks.

    4.2. Empirical models

    It has been well recognized that depositors’ reactions to banks’ financial weakness

    could occur through a decrease in deposits. If bank failures are mainly triggered not by a

    stream of deposit withdrawals but by regulatory action, bank regulators’ intentions would

    become one of the determinants of bank failures. Under the circumstance in which the

    regulator postpones a PCA for a failing bank or does not take any regulatory action,

    depositors may believe that the bank has the ability to recover. Although depositors

    expect that the failing bank will eventually fail, they may believe that there remains

    sufficient time to withdraw funds before the regulator closes the failing bank. We thus

    present the following hypothesis:

    (H1) Regulatory forbearance for failing banks diminishes the effects of depositor risk

    sensitivity on the banks’ deposit growth rates.

    The depositors of neighboring banks find no reason to hurry and withdraw their

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    deposits, despite the weak financial condition of their banks, because they may believe

    that the regulator will apply the same laxity to their banks. In other words, regulatory

    forbearance for some banks may lead neighboring banks’ depositors to expect similar

    treatment in the future. We thus present the following hypothesis:

    (H2) Regulatory forbearance for failing banks diminishes the effects of depositor

    risk sensitivity on neighboring banks’ deposit growth rates.

    Our hypotheses are partly related to the theoretical development of regulatory

    forbearance and market discipline. Alen and Saunders (1993) and Dreyfus et al. (1994)

    introduce regulatory forbearance into their theoretical models valuating deposit insurance.

    In particular, Dreyfus et al. (1994) construct a theoretical model to show that the cost-

    minimizing insured deposit cap is at a higher level in the presence of moral hazard (more

    regulatory forbearance) or an inelastic supply of deposits (less discipline among

    depositors).

    In contrast to the existing literature, Morrison and White (2011) justify regulatory

    forbearance on failing banks. A bank’s failure through the regulator’s decision

    undermines confidence in the regulator’s competence, leading depositors to withdraw

    funds from other banks screened by the same regulator. The optimal regulatory response

    to avoid this contagion effect is to exhibit forbearance privately to a failing bank.

    Nagarajan and Sealey (1995) also show that a state-contingent forbearance policy can be

    an effective tool for alleviating risk-shifting behavior among banks.

    Before testing the effect of forbearance on depositors’ market discipline, we must

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    examine whether depositors’ market discipline exists in Korean savings banks. Because a

    depositor’s response to savings bank risk is reflected in their deposit behavior, we run

    regressions of deposit growth rate (and uninsured deposit ratio) on savings bank risk

    variables as follows.

    Deposit Growth it (or Uninsured Deposit it ) = α0 + α1 NSAit-1 + α2 Capital it-1 + α3 ROAit

    + α4 Sizeit-1 + α5 Liquidity it + α6 Deposit Interest it + α7 Interest Rate t + α8

    GDP t + ∑ j α9j YR j + ε1it (1)

    where Deposit Growth is the change in the log of the total deposits of savings bank i

    during a quarter t and Uninsured Deposit is the ratio of uninsured deposits to total

    deposits . NSA is the non-sound asset ratio. Capital is equity/total assets. ROA is net

    income/total assets. Size is the log of total assets. Liquidity is total deposits/total loans.

    Deposit Interest is interest payment/total deposits. Interest Rate is the average interest

    rate on commercial banks’ time deposit . GDP is the GDP growth rate during the quarter.

    ∑YR are year dummies indicating 2001 through 2010. 10 The variables NSA, Capital , and

    Size are measured by their values at the end of the previous quarter.

    The dependent variables are the total deposit growth rate or the uninsured deposit

    ratio. We believe that deposit insurance is the main driver that weakens market discipline

    and thus that we should consider that depositors who are not covered would have much

    more incentive to care about regulatory forbearance. We therefore use the uninsured part

    10 The non-sound asset ratio ( NSA) is calculated as (substandard loan + non-operating real estate) / (total

    loan + non-operating real estate).

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    of deposits as a dependent variable to pin down the effect of regulatory forbearance on

    the discipline. 11

    We also use the total deposit growth rate as a dependent variable because even

    though their deposit amount is below the coverage limit, depositors have incentives to

    have market discipline. Protected depositors also face risks in the event of their bank

    failure, such as financial losses from possibly low interest payments and economic losses

    from inconvenience in transactions and delay in payment. First, depositors are unable to

    transact with their account in the event of bank failure. Second, they may lose some

    interest because KDIC does not protect interest that exceeds some level KDIC designates

    based on commercial banks’ interest level, which is substantially lower than that of

    savings banks. Third, depositors must wait for several months before receiving their

    deposit claims; the average time to pay claims from the suspension is 5.1 months for

    savings banks failed during 2003-2010, whereas in the U.S., deposit claims are normally

    paid out in the next working day.

    Regarding the explanatory variables, we choose to use the variables that the

    regulator uses in monitoring, as well as those that empirical studies have shown to be

    important explanatory variables in the deposit models.

    After examining the existence of depositors’ market discipline, we test whether

    market discipline is weakened by regulatory forbearance. We expect that depositors’

    11 Goldberg and Hudgins (1996) and Park and Peristiani (1998) also use the uninsured deposit ratio or its

    growth rate, whereas Demirgüc-Kunt and Huizinga (2003) and Ioannidou and de Dreu (2006) use the total

    deposit growth rate as a dependent variable.

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    perception of forbearance makes them less sensitive to proxy variables indicating the

    possibility of failure of a savings bank.

    Studies of the effect of a regulatory action typically employ three different means of

    analysis: (1) regressions using a dummy variable indicating a regulatory action, (2)

    regressions for subsamples of pre- and post-action and (3) a simple comparison of

    variables of interest for sample and control groups. First, Athavale (2000) uses an event

    dummy variable representing “too-big-too-fail” policy in an ordinary least square (OLS)

    regression to analyze the effect of the policy on a depositor’s behavior. He finds that

    markets perceive uninsured bank deposits to be safer because of the regulatory

    forbearance – the commitment to the TBTF policy. Aggarwal and Jacques (1998) also

    use dummy variables to signify the degree of regulatory pressure in their OLS regressions.

    Second, Barajas et al. (1999) and Hall et al. (2004) run regressions for the subsample of

    before and after the banking liberalization and the Federal Deposit Insurance Corporation

    Improvement Act of 1991 (FDICIA), respectively. Third, Gilbert and Vaughan (2001)

    simply compare deposit growth rates before and after the announcements at the sample

    banks and a control group. Goldberg and Hudgins (2002) also measure depositors’

    reactions to the announcements of enforcement actions.

    We use the first approach using a dummy variable indicating periods of regulatory

    forbearance for each savings bank. We use a dummy variable D1 or D2 to introduce

    regulatory forbearance into the regression model as follows.

    Deposit Growth it (or Uninsured Deposit it ) = β 0 + β 1 D1 (or D2)+ β 2 NSAit + β 3 D1

    (or D2)*NSA it + β 4 Capital it + β 5 D1 (or D2)*Capital it + β 6 ROAit + β 7 Sizeit

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    + β 8 Liquidity it + β 9 Deposit Interest it + β 10 Interest Rate t + β 11GDP t + ∑ j

    α12jYR j + ε2it (2)

    The dummy variable indicating regulatory forbearance is defined differently when

    we test the two hypotheses. In testing (H1), D1 in regression model (2) is one if the

    regulatory actions is “PCA postpone” or “no action” and zero otherwise. We consider a

    three-quarter time window centered on the quarter when regulatory forbearance occurs to

    allow information leakage and a slow adjustment of depositors. In other words, D1 is one

    for t = -1, t = 0, and t = 1, where t = 0 represents the quarter when the regulatory

    forbearance occurs.

    We define a business region as a whole whether it is a forborne or enforced region.

    We use the number of cases of two types of regulatory responses when banks are failing.

    Therefore, D2 is one if the number of cases of forborne (“PCA postpone” and “no

    action”) banks exceeds that of enforced (“PCA enforcement” and “sudden closure”)

    banks within the operating region of each savings bank and zero otherwise. For instance,

    there were one “enforcement” and three “forbearance” cases in the region of Pusan in the

    fourth quarter of 2000 (“PCA postpone”). In this case, the number of enforcement cases

    (3) is greater than the number of forbearance cases (1). We thus state that there was

    forbearance in the Pusan region for that quarter and set the dummy variable to one for all

    healthy banks located in Pusan for the fourth quarter of 2000.

    In testing whether regulatory forbearance for a particular savings bank impacts the

    neighboring savings banks’ depositors (H2), we run the regression only for the subsample

    of “healthy” savings banks. Savings banks that ran their business with no record of

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    forbearance or restructuring during this research period are classified as being in a

    “healthy state” to measure the influence of risks of “unhealthy” savings banks in the same

    business area. 12

    We conduct pooled regressions of all the observations. We are concerned about the

    sudden increase in deposits simply from acquiring deposits from failed savings banks.

    Therefore, we check whether there was a sudden increase in deposits for an acquiring

    savings bank from M&As or P&As during the sample period. We identify nine cases of

    sudden increase in deposits from M&A and eight cases from P&A. We exclude these 17

    savings banks in our analyses to remove the effect of consolidation on the deposit growth

    (see page 17).

    5. Empirical evidence

    5.1. Data and summary statistics

    The non-sound asset ratio and capital ratio are drawn from the balance sheet and

    income statement data of individual savings banks. The other sources of data consist of

    Quarterly Business Reports and Monthly Deposit Reports filed with the KDIC. These

    reports publish ROA, size of assets, loans and deposits, uninsured part of deposits, and

    interest payment . Data are collected during the period from January 2000 to December

    12 The fifteen operating regions are based on the administrative regions of the nation as follows: Seoul,

    Pusan, Incheon, Taegu, Daecheon, Kwangju, Kyeongki, Kangwon, Chungbuk, Chungnam, Cheonbuk,

    Cheonnam, Kyeongbuk, Kyeongnam, and Jeju.

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    2010, which is characterized by a series of exits of savings banks resulting from the

    restructuring plan of the Korean regulatory authority.

    Table 3 presents summary statistics of major variables of interest during the period

    from 2000 to 2010. The deposit growth rates ( Deposit Growth ) of both “enforcement”

    (panel A) and “forbearance” (panel B) groups are negative, and the difference of the two

    groups in not statistically significant. The uninsured deposit ratio ( Uninsured Deposit ) of

    “enforcement” is 22.5%, whereas that of “forbearance” is 17.9%, and the difference is

    statistically significant. Judging by capital ratio, the “enforcement” group is found to

    have a higher capital ratio than the “forbearance” group around the announcements of

    supervisory decisions. This statistically significant ( t =5.15) result suggests that market

    participants, who have limited access to the risk information of individual savings banks,

    are at risk of misjudgment in evaluating their banks’ safety when using supervisory

    measures rather than financial ratios.

    The mean value of deposit growth rates of “healthy” savings banks (panel C) is 3.3%,

    whereas those of savings banks subject to “forbearance” and “enforcement” (panel A plus

    B) are -0.6% and -0.7%, respectively. The t-statistics on the mean differences between

    “healthy” and “unhealthy” (“enforcement” and “forbearance” together) are 6.28,

    suggesting that the difference is statistically significant. The mean difference in the

    uninsured deposit ratio of “healthy” and “unhealthy” banks is also statistically significant

    (t =5.44). We also find that the asset quality, capital adequacy, and profitability of

    “healthy” savings banks are superior to those of “unhealthy” savings banks. These results

    are consistent with the conjecture that market discipline is properly functioning. With

    regard to deposit interest rates ( Interest ), this difference is not statistically significant.

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    In Table 4, the deposit growth rates and the soundness indicators of the

    “enforcement” and “forbearance” groups are summarized during the previous quarter ( t =

    -1) and the quarter ( t = 0) when regulatory actions or forbearance occurred and the

    following quarter ( t = 1). The difference in the capital ratio of the two groups is

    statistically significant at the end of a quarter ahead of the supervisory actions. It is

    surprising that the supervisory authority tends to forbear more for a savings bank with a

    lower (in fact negative) capital ratio. It is noteworthy that during the three quarters, the

    total deposit growth rate is negative and the uninsured deposit ratio continues to rise in

    the “enforcement” group. This finding suggests that depositors of enforced savings banks

    withdraw large shares of the insured portion of their deposits. However, the uninsured

    portion of deposits does not change substantially in the case of forborne savings banks.

    5.2. Regression results and discussions

    Table 5 presents the results of regressions for equation (1), which test whether

    market discipline is present in savings banks in Korea. Market discipline can be

    determined by the sensitivity of deposit growth rates to the risk variables of savings

    banks. In this study, the non-sound asset ratio ( NSA) is selected as the major risk variable.

    This result shows that the estimated coefficient of NSA ( -0.072) for the OLS regression of

    Deposit Growth is statistically significant. A low ratio of NSA indicates that the financial

    soundness is good, increasing depositors’ trust level in savings banks. This result remains

    the same in the regression of uninsured deposit ratio ( Uninsured Deposit). The

    statistically significant, positive coefficients of capital ratio (0.036) and ROA (0.043) in

    the regression also indicate that a savings bank with more sound financial variables has a

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    higher deposit growth rate.

    In addressing the possible endogeneity problem between the deposit growth rate and

    the deposit interest payment, we conduct a 2SLS model that measures Deposit Interest in

    the predicted term. In other words, in the first stage, Deposit Interest is regressed against

    a lagged Deposit Growth and contemporaneous Interest Rate, and the predicted Deposit

    Interest is used in the second stage of regression. The results remain qualitatively the

    same and statistically significant. 13

    In particular, the coefficient is larger for the regression of uninsured deposits than

    for total deposits. This result is related to that of Park and Peristiani (1998), who report

    the presence of market discipline in fully insured deposits, although statistical

    significance is substantially lower than in uninsured deposits. 14 Overall, we find empirical

    evidence supporting the existence of depositors’ market discipline in the savings bank

    industry in Korea.

    Most prior work contains only one data point. 15 In the U.S., the cost of collecting

    and analyzing information on bank conditions has been low, but the benefit from doing so,

    13 Maechler and McDill (2006) model an endogenous process of the price and quantity response of

    uninsured deposits in the face of deteriorating fundamentals. They find that good banks can raise uninsured

    deposits by raising their price, whereas weak banks cannot, suggesting that depositor discipline not only

    increases the cost of choosing a higher level of risk but also may constrain bank managers’ behavior.14 Goldberg and Hudgins (2002) find that failed institutions exhibit declining proportions of uninsured

    deposit ratio prior to failure, suggesting that uninsured deposits will be governed by market discipline.

    15 This data point is characterized by a country in which mergers, failures, and Basel I produced an industry

    with historically robust capital protection, in which strong macroeconomic performance generated high

    rates of profitability and low rates of failure and in which FIRREA and Sarbanes-Oxley strengthened an

    already sound disclosure regime.

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    given the strong banking and macroeconomic conditions during the period, may have

    been even lower, perhaps accounting for weaker-than-expected market discipline.

    Table 6 shows the results for equation (2) of how regulatory forbearance affects the

    sensitivity of deposit growth rates to savings bank risks. The major risk variable NSA is

    interacted with D, a dummy variable for the savings banks subject to regulatory

    forbearance. For our hypothesis that forbearance weakens the market discipline to be

    supported, the sign of the estimated coefficient of NSA should be negative, whereas that

    of NSA interacted with D should be positive.

    As shown in Table 6, in the regression of deposit growth rate, the weakened market

    discipline is not evident. However, in the regression of the uninsured deposit ratio, the

    coefficients of NSA and D*NSA are -0.079 and 0.161, respectively, and are statistically

    significant. This result implies that the sensitivity of uninsured deposits to the non-sound

    asset ratio is significantly low for the savings banks subject to forbearance, which is a

    result consistent with regulatory forbearance as a weakening force on market discipline.

    This result is also consistent with our expectation that the deteriorating effect of

    forbearance on market discipline should be more evident in the uninsured portion of

    deposits than in total deposits.

    With regard to the effect of regulatory forbearance on market discipline, which is

    closely related to this study, previous studies do not show consistent conclusions.

    Nagarajan and Sealey (1995) argue that the rational forbearance policy can induce banks

    to improve the ex ante quality of assets, whereas some recent empirical studies (Hosono

    et al., 2004; Covitz et al., 2004) show that stricter regulation may diminish market

    discipline. These studies examine the effect of different forbearance levels resulting from

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    the different regulatory regimes across the country (Hosono et al., 2004) or over time

    (Covitz et al., 2004). This paper differs from these two studies in that it identifies

    forbearance in the regulatory action enforced for a specific bank and not in the overall

    regulatory regime of a nation.

    This paper is also related to Brown and Dinc (2011) documenting the too-many-to-

    fail channel of regulatory forbearance in that our sample period is characterized by a

    series of exits of savings banks resulting from the restructuring plan of the Korean

    regulatory authority. They study bank failures in 21emerging market countries in the

    1990s to show that a government is less likely to take over or close a failing bank if the

    banking system is weak, which implies the existence of too-many-to-fail policy.

    Table 7 shows the existence of a forbearance effect on the healthy banks neighboring

    forborne or enforced banks. If more savings banks are subject to “forbearance” measures

    than to “enforcement,” we consider the business area to be a forborne area. The purpose

    is to verify the impact of forbearance on the market discipline of depositors in the vicinity.

    The coefficient of NSA is -0.156, and that of D2*NSA is 0.101 for the regression of the

    uninsured deposit ratio, implying that regulatory forbearance hurts not only the market

    discipline of depositors of savings banks subject to forbearance but also that of the

    depositors of the neighboring healthy savings banks. This finding supports our hypothesis

    (H2). To the best of our knowledge, this is the first paper to show explicitly the contagion

    effect of regulatory forbearance on other banks not subject to regulatory actions.

    6. Conclusion

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    Using data on savings banks in Korea from 2000 to 2010, this paper examines

    whether regulatory forbearance practices affect the market discipline of bank depositors.

    Regulatory forbearance is assumed to exist when the bank regulator postpones a PCA or

    does not take any explicit action on savings banks whose book value of equity is negative.

    We measure the strength of depositors’ market discipline by the sensitivity of the deposit

    growth rate and uninsured deposit ratio to savings banks’ non-sound asset ratio. The

    results show that depositors’ sensitivity to the savings banks’ non-sound asset ratio

    decreases when there is a regulatory forbearance for failing savings banks. This

    forbearance effect is also observed in the behavior of the depositors of healthy savings

    banks in the same business area as the forborne banks.

    This study suggests a desirable relationship between market participants and bank

    regulators from the perspective of enhancing market discipline. Based on the findings, we

    suggest that savings banks’ risk information be more accurately disclosed, especially

    through the regulator’s supervisory measures. Regulatory actions may mislead bank

    depositors’ perception of bank risks and thus should be modified to act as trustworthy

    state signals of savings banks’ risks. This finding leads us to conclude that regulators

    should take extra caution when they forebear appropriate actions for failing savings banks,

    as such forbearance may cause an increase in the expected costs of bank failure through

    depositors’ insensitivity to bank risks.

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    Table 1. Savings banks in Korea

    end-1999(A)

    end-2010(B)

    (B/A)-1(%)B-A(%p)

    Number of savings banks 186 105 -43.5 Number of branches 277 373 34.7 Number of employees 4,574 8,863 93.8

    Total asset (bil. Korean won) 25,704 86,821 237.8Total deposit (bil. Korean won) 21,327 76.792 260.1

    Insurance-covered deposit/Eligible deposit (%) a 77.4 91.0 13.6

    #Covered depositors / #Total depositors (%) 98.2 96.8 -1.4Savings banks deposit /

    Commercial banks deposit (%) 4.1 7.8 3.7Substandard credit ratio (%) 26.2 10.8 -15.4BIS capital ratio (%) 6.57 9.04 2.47Return on asset (%) -1.71 -22.89 -21.18#Number of Savings banks with negative equity/

    #Number of total savings banks (%) 29.5 8.6 -20.9

    Note:a Deposits from the government and other insured financial institutions are not eligible for deposit

    insurance.

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    Table 2. Regulatory actions and the status of savings banks

    Regulatory Actions

    No. ofSavings banks

    Closed(during 2000-2010) Survived

    (tillend-2010)end-1999

    Establishedsince 2000 Revoked P&A M&A

    Enforcement 78 2 25 22 15 18(PCA Recommend) 19 - 1 8 - 10(PCA Demand) 9 - 2 2 - 5(PCA Order) 21 - 11 7 - 3(Sudden Closure) a 29 2 11 5 15 -

    Forbearance 46 2 21 6 1 20(PCA Postpone) b 16 - 7 1 - 8

    (No Action)c

    30 2 14 5 1 12Sub-total 124 4 46 28 16 38Healthy State d 62 5 67Total 186 9 46 28 16 105 Notes:a “Sudden Closure” refers to a case where a savings bank was restructured without being subject to any

    regulatory action or financial default prior to the restructuring. b “PCA Postpone” refers to a case where the regulator announced the postponement of PCA.c “No Action” refers to a case where there was no regulatory action such as PCAs or restructuring but a

    savings bank has financially defaulted.d “Healthy State” refers to a surviving bank as of the end of 2010 that was not subject to any regulatory

    action or financial default during the period 2000-2010.

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    Table 3. Summary statistics

    Mean Std.dev. Min Max Median t-test c Total (n=195) a

    Deposit Growth 0.030 0.111 -1.46 2.44 0.023Uninsured Deposit 0.246 0.149 0.01 0.92 0.218

    NSA 0.186 0.147 0.00 0.96 0.140Capital 0.082 0.087 -0.67 0.91 0.072

    ROA -0.006 0.170 -2.75 2.22 0.009 Deposit Interest 0.051 0.736 -52.06 1.38 0.056Size 12.249 1.079 9.48 15.56 12.117

    Liquidity 1.202 0.339 0.04 5.48 1.133A. Enforcement b (n=80)

    Deposit Growth -0.007 0.080 -0.29 0.42 -0.008 -1.07Uninsured Deposit 0.225 0.178 0.16 0.74 0.173 2.33**

    NSA 0.321 0.169 0.03 0.76 0.286 -0.81Capital 0.045 0.086 -0.45 0.37 0.040 5.15***

    ROA -0.077 0.347 -1.62 0.77 0.007 -0.20 Deposit Interest 0.064 0.043 -0.06 0.23 0.059 -0.11Size 11.813 1.066 9.48 14.49 11.727 -4.78***

    Liquidity 1.272 0.355 0.64 3.14 1.180 0.22B. Forbearance b (n=48)

    Deposit Growth -0.006 0.129 -0.72 0.67 -0.004Uninsured Deposit 0.179 1.144 0.01 0.79 0.159

    NSA 0.336 0.177 0.03 0.90 0.311Capital -0.009 0.107 -0.65 0.25 0.008

    ROA -0.070 0.280 -1.99 0.72 -0.024 Deposit Interest 0.065 0.043 -0.08 0.28 0.054Size 12.356 0.962 9.93 14.38 12.375

    Liquidity 1.263 0.422 0.26 4.08 1.209C. Healthy state (n=67)

    Deposit Growth 0.033 0.110 -1.46 2.44 0.025 6.28***Uninsured Deposit 0.249 0.148 0.01 0.92 0.221 5.44***

    NSA 0.175 0.139 0.00 0.96 0.132 -19.23***Capital 0.087 0.084 -0.67 0.91 0.074 15.18***

    ROA -0.002 0.154 -2.75 2.22 0.010 7.51*** Deposit Interest 0.050 0.762 -52.06 1.38 0.056 -1.24Size 12.258 1.081 9.73 15.56 12.125 2.20**

    Liquidity 1.198 0.335 0.04 5.48 1.129 -3.59*** Notes:a The number of savings banks (n) include the savings banks established since 2000.

    b Enforcement (panel A) consists of PCA “recommend,” “order,” “demand,” and “sudden closure,” andForbearance (panel B) consists of “PCA postpone” and “no action.”

    c The test statistic on the mean difference between “Enforcement” and “Forbearance” is reported in thelast column of Panel A. The test statistic on the mean difference between “Healthy state” andunhealthy (a combination of “Enforcement” and “Forbearance”) banks is reported in the last columnof Panel C.

    e ***, **, and * denote the significance levels of 1%, 5%, and 10%, respectively.

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    Table 4. Comparison between the “enforcement” and “forbearance” groups around of supervisorydecisions

    DepositGrowth

    Uninsured Deposit NSA-1 Capital -1

    t = -1

    Enforcement .0032 .2054 .2891 .0598Forbearance -.0008 .1884 .3250 -.0040t-test c .734 .523 -1.228 3.750***

    t = 0

    Enforcement -.0132 .2261 .3326 .0406Forbearance -.0113 .1739 .3598 -.0463t-test c -.097 1.599 -.881 4.427***

    t = 1

    Enforcement -.0123 .2565 .3472 .0312Forbearance .0053 .1745 .3193 .0334t-test c -.643 1.964* .658 -.133

    Notes:a The test statistic on the mean differences between “Enforcement” and “Forbearance”

    b ***, **, and * denote the significance levels of 1%, 5%, and 10%, respectively

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    Table 5. Depositors’ risk sensitivity

    Deposit Growth Uninsured DepositOLS 2SLS OLS 2SLS

    Constant -0.028(-7.751)***

    -0.044(-1.132)

    0.461(13.166)***

    0.655(3.958)***

    NSA-1 -0.072( -6.149)***

    -0.127(-6.438)***

    -0.072(-4.359)***

    -0.272(-2.356)**

    Capital -1 0.036(1.954)*

    0.026(0.861)

    0.617(25.605)

    0.654(6.242)***

    ROA 0.043(4.755)***

    0.049(3.183)***

    0.087(5.367)***

    0.039(0.535)

    Size 0.012(6.974)***

    0.007(2.523)**

    -0.018(-8.438)***

    -0.027(-2.796)***

    Liquidity 0.033(7.248)***

    0.037(4.690)***

    -0.036(-6.115)***

    -0.029(-1.126)

    Deposit Interest

    0.002(0.946)

    -0.183(-7.585)***

    0.000(0.063)

    -0.691(-2.141)**

    Interest Rate

    0.010(2.707)***

    -0.005(-1.732)*

    0.002(0.493)

    -0.004(-0.351)

    GDP 0.001(0.806)

    0.002(1.123)

    0.000(0.198)

    -0.001(-0.070)

    DepositGrowth

    -0.028(-1.544)

    0.024(0.267)

    n 5,085 4,920 5,085 4,920Adj. R 2 0.077 0.029 0.195 0.012F 24.400*** 18.998*** 60.445*** 6.884***

    Notes:a The year dummy variables are included as regressors, although their estimates are not

    reported. b The number in parentheses is the t-statistic computed using heteroskedasticity-robust

    standard errors.c ***, **, and * denote the significance levels of 1%, 5%, and 10%, respectively.

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    Table 6. The estimated effects of regulatory forbearance on depositor’s risk sensitivity

    Deposit Growth c Uninsured Deposit c

    Constant -0.244 (-7.611)*** 0.457 (13.029)***

    D1 b -0.011 (-0.928) -0.033 (-2.018)**

    NSA-1 -0.062 (-5.118)*** -0.079 (-4.611)***

    D1*NSA -1 -0.025 (-0.609) 0.161 (2.492)**

    Capital -1 0.016 (0.851) 0.626 (24.956)***

    D1*Capital -1 0.138 (1.557) -0.053 (-0.307)

    ROA 0.042 (4.597)*** 0.083 (5.091)***Size 0.011 (5.856)*** -0.018 (-8.341)***

    Liquidity 0.032 (6.829)*** -0.033 (-6.051)***

    Deposit Interest 0.002 (0.983) 0.000 (0.042)

    Interest Rate 0.010 (2.678)*** 0.003 (0.628)

    GDP 0.001 (0.818) 0.000 (0.064)

    Deposit Growth -0.026 (-1.428)

    n 5,085 4,920Adj. R 2 0.078 0.196

    F 21.389*** 52.285*** Notes:a The existence of regulatory forbearance ( D1) is one for the three quarters around the supervisory

    measures if the regulatory action is “forbearance” and zero otherwise. b The year dummy variables are included as regressors, although their estimates are not reported.c The number in parentheses is the t-statistic computed using heteroskedasticity-robust standard errors.d ***, **, and * denote the significance levels of 1%, 5%, and 10%, respectively.

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    Table 7. The estimated effects of regulatory forbearance on depositors’ risk sensitivity ofneighboring healthy banks

    Deposit Growth b Uninsured Deposit c

    Constant -0.344 (-5.233)*** 0.443 (5.497)***

    D2 0.021 (1.783)* -0.056 (-3.202)***

    NSA-1 -0.010 (-0.316) -0.156 (-2.193)**

    D2*NSA -1 -0.038 (0.995) 0.101 (1.752)*

    Capital -1 0.202 (3.180)*** 0.551 (5.886)***

    D2*Capital -1 -0.148 (-1.954)* -0.055 (-0.496)

    ROA 0.040 (2.491)** 0.080 (2.560)**

    Size 0.012 (3.754)*** -0.014 (3.162)*** Liquidity 0.001 (0.099) -0.039 (-2.552)**

    Deposit Interest -0.033 (-0.401) -0.319 (-1.802)*

    Interest Rate 0.024 (2.962)*** 0.012 (0.963)

    GDP 0.010 (0.099) 0.005 (0.960)

    Deposit Growth -0.044 (-1.201)

    n 2,838 2,838Adj. R 2 0.129 0.160F 12.147*** 12.071***

    Notes:a The sample consists of healthy banks whose neighbor banks are subject to regulatory enforcement

    or forbearance. The existence of regulatory forbearance ( D2) is one if the number of forborne banks exceeds that of enforced banks within the same business region of each healthy bank andzero otherwise.

    b The year dummy variables are included as regressors, although their estimates are not reported.c The number in parentheses is the t-statistic computed using heteroskedasticity-robust standard errors.d ***, **, and * denote the significance levels of 1%, 5%, and 10%, respectively.