Depression-era bank failures: the great contagion or the great shakeout?
Walter, John R.
Deposit insurance was created, at least in part, to prevent
unfounded bank failures caused by contagion. The legislation that
created the Federal Deposit Insurance Corporation (FDIC) was driven by
the widespread bank failures of the Great Depression. In the years
immediately before the 1934, when the FDIC began insuring bank deposits,
over one-third of all extant banks failed. Many observers argue that
these failures occurred because the banking industry is inherently
fragile since it is subject to contagion-induced runs. Fragility arises
because banks gather a large portion of their funding through the
issuance of liabilities that are redeemable on demand at par, while
investing in illiquid assets. Specifically, loans, which on average
account for 56 percent of bank assets, tend to be made based on
information that is costly to convey to outsiders. As a result, if a
significant segment of bank customers run, that is, quickly require the
repayment of their deposits, the bank is unlikely to be able to sell its
assets except at a steep discount. Bank failure can result.
But do Depression-era bank failures imply the need for
government-provided deposit insurance, or is there another explanation
of the failures other than contagion and inherent fragility? Some
observers question the view that banks are inherently fragile. They
argue instead that the banking industry developed various market-based
means of addressing runs such that the danger of failure was reduced.
They also argue that the banks that failed in response to runs were weak
and likely to fail regardless of runs (Calomiris and Mason 1997; Benston
and Kaufman 1995).
If not fragility, what might explain the widespread failures before
1934? One possible explanation is that the banking industry was
experiencing a shakeout, not unusual in industries that have previously
enjoyed significant growth. The number of banks had grown briskly from
the mid-1880s until 1921. Beginning in 1921, bank failures increased
significantly, such that the number of banks began a precipitous decline
that continued until 1934. There are reasons to think that the industry
had become overbuilt and that macroeconomic shocks, in conjunction with
overbuilding, produced a retrenchment in the industry that lasted for
the next 12 years. Indeed, many authors point to the relationship
between bank failures and weakening economic conditions (1). This
article suggests that overbuilding could have made the banking industry
all the more sensitive to macroeconomic shocks.
A number of other industries provide examples of growth followed by
shakeouts, the most recent of which is the telecom industry. If a large
portion of Depression-era banking failures were the result of a shakeout
rather than contagion, an important argument for deposit insurance is
undercut.
Though the termination of bank failures and the creation of the
FDIC in 1934 occurred simultaneously, implying that contagion must have
been at work, other explanations are just as credible. First, deposit
insurance augmented the profits of risky banks, protecting them from
failure. Second, the creation of deposit insurance undercut a market
process that caused supervisors to close troubled banks quickly.
1. GROWTH IN THE NUMBER OF BANKS
The number of U.S. banks grew rapidly from 1887 until 1921 (Figure
1). Much of the increase coincided with improving economic conditions.
Yet, commentators also claim that a good portion of the increase
resulted from a statutory change that lowered the minimum capital
required to form a new bank as well as careless application of entry
standards by regulators. Many of the new banks were viewed by
commentators as being ill-prepared for the business of banking. In other
words, too many banks were formed without adequate financial or
managerial resources. The banking market was overbanked.
As shown in Figure 1, the number of banks began growing rapidly in
the late 1880s. The initial run-up in the number of banks followed an
economic recovery occurring in 1885 and 1886. The increase in the number
of banks was rapid enough, and the size of new banks small enough, to
drive down the U.S. average bank size fairly significantly. The average
size bank shrank from $1.04 million in 1886 to a low of $660,000 in 1896
and did not return to its 1886 level until 1916. The growth in number of
banks was much faster than the pace of economic growth, so that the
increase in the number of banks is still quite apparent even when the
number of banks is deflated by the level of real GDP (Figure 2).
[FIGURE 1 OMITTED]
Most commentators focus on the increase in the number of banks,
especially of very small banks, after the beginning of the 20th century.
Figure 1 shows that the growth in the number of banks was indeed rapid
from 1900 until 1921. An important explanation for the growth in the
number of banks during these two decades was the reduction in the
minimum capital required to form a bank (Mengle 1990; Wheelock 1993).
Specifically, the Currency Act of 1900 lowered from $50,000 to $25,000
the minimum capital needed from investors to start a national bank. In
turn, over the next ten years, two-thirds of newly formed banks were
quite small, averaging capital of only slightly more than the minimum
$25,000 (Mengle 1990, 6).
Beyond this reduction in minimum capital, regulatory laxity was
also thought to have contributed to the rapid increase in the number of
banks. For example, Federal Reserve analysts concluded that during the
first two decades of the 20th century "insufficient attention was
paid to the qualifications of those to whom charters were granted"
(Federal Reserve Board 1933, 63-65). These observers saw the banking
industry as overbuilt by 1920 (Federal Reserve Board 1933, 67).
[FIGURE 2 OMITTED]
Most of these new small banks were formed in small towns and rural
communities--especially in the corn and cotton belts of the country.
Rising prices of farm commodities along with rising farm real estate
values may have played a significant role in the attractiveness of rural
banking to new investors (Federal Reserve Board 1933, 65). More
generally, economic growth was strong between 1887 and 1920, with the
annual rate of growth of GDP averaging over 6 percent for the period.
GDP growth was especially strong during 1916, and in the two years of
the U.S. participation in World War I, 1917 and 1918.
The formation of state deposit insurance systems in a number of
states may also have contributed to a perception of safety and allowed
the rapid growth of new small banks. Following the banking panic of
1907, eight states adopted such programs for state-chartered banks
(Wheelock 1993, 860). Using regression analysis, Wheelock (1993, 865)
finds that the presence of deposit insurance systems encouraged bank
formation.
[FIGURE 3 OMITTED]
An important trend associated with rapid entry was gradually
declining banking profitability. Contemporary writers blamed declining
returns on increased competition from new banks. For example, a 1933
Federal Reserve study claimed that "the overbanked condition, which
reached its peak shortly after 1920, caused units struggling for
existence to increase services to their clients, thus adding to
expenses. It served to introduce into many banks high risk and marginal
business" (Federal Reserve Board 1933, 67). Net profits relative to
assets for the industry fell fairly consistently from 1900 through 1920,
from about 2.55 percent to about 1.70 percent (Federal Reserve Board
1933, 67). (2) Bank regulators also noted declining loan standards as
rapid entry occurred (Federal Reserve Board 1933, 4).
By several measures the banking industry appears to have become
overbuilt. As noted earlier, the numbers grew faster than did overall
economic growth. Additionally, as shown in Figure 3, the number of banks
increased much more rapidly than did U.S. population. The expansion in
the number of competitors may also have been driving down bank
profitability and loan standards beginning as early as 1900. This
declining profitability implies that even without the agricultural
shocks of the 1920s, and the macroeconomic shocks of the Depression, the
banking industry would have experienced some retrenchment.
[FIGURE 4 OMITTED]
2. 1921-1933 BANKING FAILURES
Banking failures, which began growing in number in the early 1920s,
coincide with regional agricultural problems, and later with broader
economic problems of the Great Depression. Analysts argue that contagion
and branching restrictions account for a significant portion of the
failures.
The number of U.S. banks peaked in 1921 at about 31,000 banks. The
year also produced the beginning of a period of rapid annual rates of
bank failure. In 1921 there were 505 failures. As shown in Figure 4,
during most of the next eight years failures remained between 500 and
1,000 per year. From 1930 through 1933 failure rates were in the
thousands.
The shift in banking failures in 1921 was precipitated by
widespread crop failures of that year. Farm problems were evident in
falling farm real estate values in corn- and cotton-producing regions.
Real estate values fell each year from 1921 through 1930 (White 1984,
126). The bank failures of the 1920s were heaviest in states with the
most rapid growth prior to the 1920s (Wicker 1996, 7). Difficulties
suffered by farmers in the Midwest seem to have driven much of the
failure.
Between 1921 and 1930, half of all small banks in agricultural
regions failed. Larger banks, however, suffered much less. For example,
on average between 1926 and 1930, 74 percent of the smallest banks,
those with assets less than $150,000, had weak profits. Here, weak
profits are defined as return on equity of less than 6 percent. In
contrast, only 21 percent of those banks in the largest size category,
with assets greater than $50 million, produced profit rates averaging
below 6 percent between 1926 and 1930.
A regulatory shift may also account for the disappearance of some
small banks. In the early 1920s the Comptroller of the Currency, the
agency that regulates national banks, dropped its branching prohibitions
(Mengle 1990, 6). In turn, the number of bank branches grew from 1,400
to 3,500 between 1921 and 1930 (Calomiris and White 2000, 170). These
new branches would have brought fresh competition to banking markets,
and since branch banks probably had advantages in diversity and scale
over small unit banks, unit banks would have been imperiled. Therefore,
this liberalization of branching restrictions acted as a shock to small
bank profitability, occurring in the 1920s.
Some contemporary commentators claim that improving transportation
technology accounts for the decline of small banks, which were once
protected from competition by the costs their customers faced to travel
to other towns and cities to conduct banking business. These small banks
were suddenly faced with new competition once customers' travel
costs fell. The growing availability of the car opened the opportunity
to purchase services, including banking services, in central cities
(Wheelock 1993).
While the number of banking failures (and therefore the decline in
the number of banks) grew rapidly in the 1920s, it grew even more
rapidly after the onset of the Depression. Between 1930 and 1932, the
number of failures per year averaged 1,700. In 1933, slightly more than
4,000 banks failed.
Contagion is often cited to explain the rapid pace of failures
between 1930 and 1933. Contagion could work as follows. A prominent bank
fails, and because there is no federal deposit insurance protection,
depositors of the failed bank suffer losses. (3) Customers of other
banks learn of the failure, believe that their bank might suffer the
same fate, and run their banks--i.e., demand cash repayment of their
deposits. Since bank assets are typically tied up in loans and
securities, to meet these demands for cash, banks must liquidate these
assets. If many banks attempt to sell their securities, prices will
fall, and banks will suffer losses on the sales. Further, because
outsiders have difficulty determining the worth of bank loans, they will
sell at a steep discount, i.e., at firesale prices. Therefore runs of
otherwise healthy banks could cause such banks to suffer losses large
enough that they would be unable to meet all depositor demands, creating
failures of the banks experiencing the runs. The process would become a
cycle, spreading widely.
Friedman and Schwartz (1963) identify three banking crises during
the Depression involving widespread runs. During these crises, they,
along with others, argue that waves of widespread runs created by a
"contagion of fear" produced bank illiquidity and the failure
of otherwise healthy banks. They hold that much of the bank failure was
the result of such contagion and that healthy banks failed as a result.
Branching restrictions are also viewed as an important explanation
of bank failures (Mengle 1990, 7-8). While in the 1920s branching
restrictions were liberalized for national banks, most states placed
severe restrictions on branching, or banned it altogether. As of 1929,
22 states prohibited branching and another ten states restricted it
somewhat (Mengle 1990, 6). Branching restrictions prevented banks from
diversifying their lending, forcing them to concentrate their lending in
one geographic area. The lack of diversity made banks more susceptible
to failure caused by localized economic weaknesses. Therefore, oddly
enough, both branching restrictions and the branching liberalization,
discussed earlier, could have contributed to bank failures.
3. CONTAGION IS AN INCOMPLETE EXPLANATION OF FAILURES
Contagion is an incomplete explanation of banking failures for two
reasons. First, contagion was not a factor in the failures that occurred
in the 1920s. The bank failures of the 1920s were not caused by and did
not create banking panics, that is, banking runs or heavy withdrawals of
currency. There was no increase in currency in circulation during the
period (Wicker 1996, 1). If factors other than contagion were important
in the 1920s, it seems likely that these same factors would also be at
work in the 1930s as well. Therefore, contagion is unlikely to account
for at least some of the failures in the Depression years of the 1930s.
Second, in their influential work on U.S. banking and monetary
history, Friedman and Schwartz (1963) maintain that the bank failures of
the 1930s were contagion-induced. Later reviews, however, cast doubt on
the contagion explanation. Using regression analysis to identify factors
that accounted for individual bank failures during the 1930 crisis,
which occurred in November and December of that year, White (1984) finds
that these failures were no different from those occurring in the 1920s.
In other words, he finds no evidence that these failures were driven by
contagion-sparked illiquidity. Instead, these failures were the result
of bad loans. Friedman and Schwartz (1963) give special emphasis to the
failure of the Bank of the United States in December 1930 as a cause of
contagion-induced bank failures. Wicker (1996, 36-38) questions this
view, concluding that the bank's failure did not lead to major
deposit withdrawals and could not have accounted for the failures of
other banks.
Further, of the bank failures that took place between 1930 and
1932, more than 60 percent occurred outside of panic months (Wicker
1996, 1). While some of these failures might have been the residual
effect of runs, it seems likely that most of the failed banks had
financial problems unrelated to runs. If an otherwise healthy bank
survived a panic, it would have survived the aftermath. Last, Calomiris
and Mason (1997) examined the financial condition of Chicago banks
during the 1932 banking panic in that city. They found that "while
depositors did confuse panic survivors with panic failures, the failure
of solvent banks did not result from that confusion." Calomiris and
Mason note that the Chicago situation may have been special since
Chicago banks met the panic by joining forces to protect banks the group
viewed as solvent. Such combined efforts would have been more difficult
for the many far-flung banks outside of major cities. Nevertheless,
through correspondent relationships, support of banks could have
transpired even in a sprawling banking system.
Still, one might wonder: if contagion was not the cause of bank
failures, then why did bank failures largely come to a halt with the
creation of federal deposit insurance in 1934 (as seen in Figure 4)? If,
as I argue, a portion of the bank failures of the 1920s and 1930s were
the result of a typical shakeout, there is no reason to expect the
shakeout to have ended with the creation of the FDIC. One would only
expect failures to be ended by the FDIC's creation if they were
caused by contagion, a problem overcome by the creation of federal
deposit insurance.
Part of the reason for the cessation of failures, and one that is
not dependent on the existence of contagion, is the shifting economic
backdrop. Those inherently low-profit banks that were created during the
rapid growth of the banking industry would have been the first to be
driven to insolvency by the extreme macroeconomic problems of the early
1930s. In other words, economic difficulties concentrated the shakeout
in the early 1930s. As a result, low-profit banks created during the
growth of the industry--banks which might have continued to fail over a
number of years after 1933--were quickly expunged by the severe economic
times. The severity of the macroeconomic problems is shown by the
declines in economic output, which fell by 8.61 percent in 1930, and by
6.42 percent, 13.00 percent, and 1.27 percent in 1931, 1932, and 1933,
respectively. But then in 1934 economic output began growing rapidly,
increasing by 10.81 percent, and averaged 7.08 percent from 1934 through
1939 so that banks were strong enough to weather the early 1930s the
following years.
An additional reason exists--not dependent on contagion--as to why
failures ended at the same time the FDIC was formed: Prior to the
FDIC's creation, depositors had strong incentive to monitor their
banks' health and, in the case of signs of weakness, withdraw
deposits. When depositors withdrew funds, government supervisors were
forced to review the state of the bank and either close it or allow it
to reopen if shown healthy. Once deposits gained FDIC protection, this
disciplining mechanism was removed. Without the mechanism, the
opportunity for supervisors to forbear arose. Certainly, in the years
immediately after the widespread bank failures of the 1920s and early
1930s, it seems that supervisors would tend to err on the side of
stability and be reticent to close banks unless the evidence of a
bank's problems was quite strong. Consequently, that failures
largely ceased at the same time the FDIC was created is not necessarily
evidence that contagion was the cause of most bank failures.
Further, FDIC insurance provided a significant profit-boosting
subsidy to the riskiest banks. With the government backing their
deposits, in 1934 all banks could suddenly gather deposits at the
risk-free interest rate. Those banks that might have failed in the near
future--the riskiest banks--benefited most. Unless depositors were
completely oblivious to their bank's health, in the absence of
deposit insurance, such banks would have had to pay depositors high
interest rates. Had the FDIC charged risk-adjusted deposit insurance
premia, the riskiest banks would have enjoyed no benefit. But premia
were calculated as a simple percentage of deposits. Therefore, troubled
banks enjoyed a sudden boost in their profits due to the introduction of
FDIC insurance. Failures would naturally be minimized, not because
contagion was halted, but instead because FDIC insurance provided a
subsidy to those banks most likely to fail.
4. SHAKEOUTS IN OTHER INDUSTRIES
Rapid increase in the number of producers followed by an equally
rapid decline is a pattern not only evident in banking, but also in a
number of industries. Examples include automobiles, tires, televisions,
penicillin, and most recently, telecommunications. While the banking
industry failures are blamed on heavy reliance on liabilities that are
redeemable upon demand, other factors must have been at work to produce
rapid failures in these other industries since they are not reliant upon
demand liabilities. Perhaps many of the failures in banking were simply
the result of a typical shakeout, driven by factors other than
contagion, as in these other industries.
The growth pattern in banking--a significant increase in the number
of banks, followed by a rapid decline--is similar to the growth and
shakeout that a number of industries experienced, industries for which
there are no claims of inherent fragility or contagion-driven runs.
Klepper (2002, 37) notes that "After their commercial introduction,
the number of producers of automobiles, tires, televisions, and
penicillin initially grew and then experienced a sharp decline or
shakeout." For example, Figure 5 shows the pattern of growth and
decline for automobiles.
[FIGURE 5 OMITTED]
More recently, the same pattern was displayed in the
telecommunications sector. (4) In the mid-1990s, three factors together
implied great opportunities for growth in the industry. First, rapidly
growing use of the Internet generated an expanded demand for data
transmission services over phone, cable, and long-haul fiber networks.
Observers claimed that Internet use was doubling every year, or even
several times a year.
Second, an important regulatory change was brought to the
telecommunications industry by the Telecommunications Act of 1996. The
goal of the Act was to introduce new competition to local telephone
service, which was largely monopolized by the regional Bells. It opened
local telephone service to competition, for example, by requiring
incumbent local service providers to sell entrants access to the
networks that reach homes and businesses. It was thought that entrants
would provide local phone service and that selling access would avoid
duplication of existing telephone lines to individual homes and
businesses. The entrants, known as competitive local exchange carriers
(CLECs), rapidly increased in number and earnings. From 30 CLECs in
1996, their number had grown to 711 in 2000. At the same time, revenues
of the CLECs rose from $5 billion to $43 billion (Couper et al., 15).
Third, advances in fiber optic technology were occurring rapidly in
the mid-1990s, lowering the cost of providing data and voice services to
households and businesses. Existing firms, as well as founders of new
firms, expected these factors to open huge new markets and responded by
rapidly increasing investment in telecommunications equipment and
communications lines.
However, as it turned out, by 2000 the promise of the 1996 Act had
not been borne out, long-haul fiber communications lines were
significantly over-built, and the overall economy began to slow. The Act
did not lead to nearly as much growth for competitors in local service.
The Act's pricing ambiguities meant that rules that would allow
entrants to buy access into homes and businesses were slow to be
developed by regulatory agencies and were held up by lawsuits.
Overcapacity in fiber lines was the result of rapid improvement in the
technology for transmitting data over these lines, meaning that fewer
were needed than expected. Further, the growth in demand for data
communications, while rapid, was not as rapid as expected (Couper et
al., 13 and 19). Beginning in mid-2000, the telecom industry began a
rapid retrenchment that involved huge numbers of failures of new firms
that had only recently appeared to have bright futures. For example, the
number of CLECs declined by about 80 percent from 1999 to 2001 (Grossi,
4).
5. EXPLANATION OF THE BANKING SHAKEOUT
Several important industries displayed a pattern of rapid growth
followed by widespread failure, similar to that in the banking industry.
Yet failures in these industries cannot be blamed on contagion resulting
from a reliance on demandable liabilities, implying that something else
may also have been at work during the similar boom and bust in banking.
Still, these industries differed from banking: Automobiles, tires,
televisions, and penicillin were all new industries, and the
telecommunications industry was experiencing rapid technological change.
Therefore a good bit of instability can be expected as the efficient
industrial structure evolved. In contrast, the banking industry of the
late 19th and early 20th centuries was not new.
While not new, the banking industry was undergoing rapid change.
The industry was a primary source of capital to a nation undergoing
rapid technological and industrial change. The expansion of railroads
drove down transportation costs. The spread of electronic communication,
the telegraph and telephone, rapidly lowered communications costs. As
noted earlier, the popularity of the automobile meant that communities
were less isolated from one another, and commerce was better able to
flow across local communities. Also, the growth of the corporation as a
business structure and the issue of debt by corporations radically
changed the financial structure of the business world. Further,
branching and capital regulations in banking were being significantly
modified.
In an environment of wide-ranging industrial, technological, and
regulatory change, it should not be surprising that the banking industry
would struggle in ways similar to a new industry. Bank organizers
perceived profit opportunities in the changing setting and rapidly
formed banks to take advantage of such opportunities. In doing so, they
drove down bank size and profitability, as noted earlier. Ultimately
they caused the industry to become overbuilt, and failures ensued.
Were bank organizers acting irrationally? Not according to theories
economists have advanced to explain the fairly common phenomenon of
industry shakeout. Such theories argue that firms can often be expected
to expand new investment too far. One such theoretical explanation
argues that shakeouts are a result of investments in research and
development (R & D) (Klepper 2002, 38). (5) Under this explanation,
firms invest in R & D to lower their costs, but the cost advantage
grows with size, such that large firms benefit more from R & D.
Further, some firms are better at R & D than others.
Firms enter and make R & D investments to acquire the high
margins that are expected to accrue from such actions. Instead, rapid
entry drives down profit margins. Eventually entry stops, and smaller
firms, which have higher per-unit R & D costs, fail. Firms that make
less productive use of R & D expenditures also fail, since their
costs will be relatively high. In this environment, entry seems to
progress too far, since many of the firms that were initially profitable
fail when profit margins are driven down. Unanticipated increases in
costs or decreases in earnings can also cause failure.
More broadly, overinvestment works as follows. A technological or
business process innovation occurs, and firms make investments to take
advantage of the new technology. Firms are uncertain concerning how much
their output might increase as they implement the new technology but
must invest before knowing. Alternatively, firms are uncertain of the
extent of demand for their new product, but must invest before knowing.
Ultimately firms often overshoot, profits decline, and the least
efficient firms fail.
Was such overshooting likely in banking in the late 19th and early
20th centuries? Evolving telecommunications and transportation
technology as well as shifting financial arrangements were influencing
both the technology of banking and of the firms to which banks make
loans. In this environment, existing banks and potential investors in
new banks faced a great deal of uncertainty about the proper scale of
the industry, and entry was rapid, relative to GDP growth and population
growth. Average profits were driven down in the banking industry, and
after 1921, while larger banks remained strong, small bank profits fell
significantly. Clearly the demand shocks of the 1920s and the Depression
played a major role in the shakeout in banks, but over building appears
to have been of significant importance.
6. SUMMARY
As the U.S. economy grew and evolved in the late 19th and early
20th centuries, the banking industry grew even more rapidly, especially
in raw numbers of banks, as well as in assets relative to GDP and
numbers relative to population. Contemporary analysts maintained that
the growth produced an overbuilt industry. Ultimately, failures shrank
the number of banks. Failures first became significant in the early
1920s, continued throughout the 1920s, and became even more numerous
during the Depression. They largely ended in 1934, at the time of the
formation of the FDIC.
A long-held explanation for bank failures during the Depression is
contagion, whereby the initial failure of one bank leads to widespread
runs on other banks and their failure. According to this explanation,
many of the Depression-era failures were inappropriate, meaning that the
failed banks were solvent and would have survived without
contagion-induced runs. The solution to contagion was deposit insurance
provided by the federal government, which put a stop to failures.
Still, given that the cycle of failures began in the early 1920s,
long before contagion was evident, one must question contagion as the
overriding cause. Instead the banking industry appears to have been
experiencing a shakeout, exacerbated by weakened economic conditions
during the Depression. While at first blush, the fact that failures
stopped virtually simultaneously with the formation of the FDIC implies
that contagion must have been at work, other explanations for this
simultaneity are just as credible. For example, risky bank profits were
certainly boosted by the provision of deposit insurance at premiums that
did not reflect bank risk, protecting these banks from failure. Further,
the process that drove supervisors to quickly close troubled banks was
undercut once deposit insurance was established.
The author benefited greatly from comments from Tom Humphrey, Ned
Prescott, John Weinberg, and Alex Wolman. Able research assistance was
provided by Fan Ding. The views expressed herein are not necessarily
those of the Federal Reserve Bank of Richmond or the Federal Reserve
System.
(1) Temin (1976, 83-95) discusses banking failures that resulted
from macroeconomic weakness during the Depression.
(2) Earnings figures are for national banks only. Until the
formation of the Federal Deposit Insurance Corporation, figures on state
bank earnings were not collected in any uniform manner.
(3) Between 1907 and 1917, eight states created deposit insurance
systems (White 1983, 207-18). By 1928, all of these state systems had
failed.
(4) See Couper, Hejkal, and Wolman (2003) for a thorough review of
the telecommunications industry's growth in the 1990s and shakeout
that began in 2000.
(5) Alternative explanations of boom and shakeouts are offered by
Jovanovic and MacDonald (1994) and Barbarino and Jovanovic (2004).
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