Accounting for acquisitions and firm value.
Schnusenberg, Oliver ; Sherman, W. Richard
ABSTRACT
The accounting of an acquisition is based on either the pooling or
the purchase method. Pooling (or pooling of interests) treats the
combined companies (acquirer and acquired) as though they had always
operated as one company. The purpose of this study is to investigate the
extent to which the accounting method used affects the value of the
acquiring firm. One argument is that the accounting method used should
not affect this value inasmuch as the accounting method does not
directly affect cash flow. Our sample consists of 146 pooling and 46
purchase announcements from 1981 to 1995. Results indicate that
valuation effects are more favorable for acquisitions using the purchase
method in the eleven-day period surrounding the announcement and for at
least six months following the announcements. These results stand even
after conducting a cross-sectional analysis that controls for the
firms' price/earnings ratio, size, market parameter estimates,
earnings surprises, and leverage. These results suggest that market
participants value the added flexibility and indirect tax benefits that
are provided by the purchase method of accounting as opposed to the
higher reported future earnings associated with the pooling method.
INTRODUCTION
The accounting of an acquisition is based on either the pooling or
the purchase method. Pooling (or pooling of interests) treats the
combined companies (acquirer and acquired) as though they had always
operated as one company. Consequently, the financial statements of the
new company merely reflect the consolidation of statements of the two
previously separate entities. In contrast, purchase accounting revalues
the assets and liabilities of the acquired company at their current fair
market values with the possible difference between the acquisition price
and the market value of the acquired company's net identifiable
asset (i.e. goodwill) being amortized over a period not to exceed 40
years. This amortization creates an expense that reduces reported
earnings of the acquiring firm.
The purpose of this study is to investigate the extent to which the
accounting method used affects the value of the acquiring firm. One
argument is that the accounting method used should not affect this value
inasmuch as the accounting method does not directly affect cash flow.
However, there are other arguments relating to valuation effects from
future cash flows and/or indirect cash flows that provide a rationale
for how and why the choice of accounting method can impact value.
ADVANTAGES OF POOLING
Research by Ball & Brown (1968), Gonedes (1975), Hoskins,
Hughes & Ricks (1986), and others has shown that reported earnings
can partially drive stock prices. To the extent that the accounting
method affects future earnings, the valuation effects may be more
favorable for acquirers using the pooling method.
Earnings for pooling firms are generally higher for a number of
reasons. The first is due to the way in which the acquired firm's
earnings are folded into the new entity's reported earnings. Under
pooling, the net earnings for the entire year of acquisition are carried
into the merged firm's income statement; under purchase accounting,
only the income earned by the acquired firm after the acquisition date
are reported by the acquiring firm. Depending on when during the year
the acquisition takes place, this difference may be more (late in the
year) or less (early in the year) significant in the reported earnings
for the first year.
Pooling would also result in higher earnings reporting for reason
related to the treatment of the acquired firm's assets and
liabilities after acquisition. The tax aspects of mergers and
acquisitions are extraordinarily complex but can be roughly divided
between tax-free reorganizations and taxable acquisitions. In general,
tax-free reorganizations under IRC Section 368 will be accounted for
under the "pooling of interest" method. Taxable acquisitions,
with re-valuation of assets to their fair market value (an election
under IRC Section 338 is available for stock acquisitions), are usually
reported using the "purchase" method of accounting. The
discussion of the reporting aspects of pooling vs. purchase accounting
assumes a parallel to the tax consequences of tax-free reorganizations
vs. taxable acquisitions. It further assumes that market participants
implicitly understand the relevant tax consequences related to the
method of accounting disclosed in the acquisition announcement.
Under pooling, the valuation of these assets and liabilities
remains unchanged from how they appeared on the pre-acquisition balance
sheet of the acquired firm. Under purchase accounting, the assets and
liabilities of the acquired firm are restated at their current market
values. Because there is no re-valuation (i.e., "write-up") of
the acquired firm's assets under pooling, depreciation expenses
after the acquisition are generally lower (with the resultant reported
earnings being generally higher) than the depreciation that would taken
for the same acquisition under purchase accounting.
Related to this non-revaluation of assets is the fact that there is
no possibility for the recognition of "goodwill" (i.e. the
difference between the purchase price and the market value of the
acquired firm's net identifiable assets) from an acquisition under
pooling. Had a firm recognized goodwill upon acquisition (as would have
been the case under purchase accounting), it would be required to
amortize (i.e., expense) this intangible asset, which, in turn, would
negatively impact reported earnings. In fact, under the Exposure Draft
on a proposed Statement, Business Combinations and Intangible Assets,
issued by the FASB in September, 1999, not only would the purchase
method be required for all business combinations but any goodwill that
is recognized as a result of the acquisition would not be subject to
amortization. Instead, goodwill would be reviewed for impairment (i.e.,
its fair value is less than its carrying amount) on a regular basis
(FASB, 1999).
As a final consequence of non-revaluation of assets, pooling firms
will generally report higher gains (or lower losses) upon the disposal
of the assets of the acquired firm due to the lower basis of these
assets. In contrast, because of the revaluation to current market values
at the time of acquisition, the acquired firm's assets lose
whatever pre-acquisition gains which are inherent in them.
As a result of these accounting differences, a company using
pooling would be expected to report higher earnings after the
acquisition than a company using the purchase method. (Also see Herz
& Abahoonie (1990) for a more detailed discussion of earnings
differentials between the purchase and pooling methods.)
If market participants do indeed use reported earnings in assessing
a firm's value, one would expect abnormal returns associated with
the pooling method to be larger than those associated with the purchase
method of accounting for acquisitions. This leads to the following null
hypothesis:
[H.sub.O]: Abnormal returns surrounding the announcement of a pooling
acquisition are larger than those associated with a purchase
acquisition.
ADVANTAGES OF THE PURCHASE METHOD
While its use will generally result in lower reported earnings, the
purchase method of accounting does offer some advantages over pooling.
As shown in Appendix A, firms must meet twelve criteria in order to be
allowed to report an acquisition under the pooling method. (APB Opinion 16) A firm may, therefore, be restricted from restructuring in order to
meet these criteria. For example, because a company utilizing the
pooling method must agree not to enter into other financial arrangements
for the benefit of the former stockholders of a combining company, an
exchange of equity securities would be prohibited. Furthermore, the
company also must agree not to dispose of a significant part of the
assets of the combining companies. To the extent that the twelve
criteria (none of which apply to the purchase method of accounting) can
be perceived as restricting a firm's future financing or operating
flexibility, market participants may penalize firms using the pooling
method. Therefore, acquisitions reported under the purchase method may
result in more favorable valuation effects than those reported under
pooling.
The choice of accounting for an acquisition may also affect future
indirect cash flows of a firm. As was discussed in the previous section,
purchase accounting requires the revaluation of the acquired firm's
assets to their market values as of the date of acquisition. This
results in higher expenses being reported for the depreciation of the
assets and for the amortization of the goodwill that may result from the
acquisition. However, as Bittker & Eustice (1994) note, "as is
often the case, an acquirer's desires to increase book income
generally are at odds with its desires to reduce tax income".
Inasmuch as both depreciation (Internal Revenue Code Sections 167 &
168) and amortization of goodwill (Internal Revenue Code Section 197)
are tax deductible, the purchase method may be preferable over pooling
because it reduces future cash tax outflows resulting from relatively
high future earnings.
Another tax-related indirect cash flow relates to the method of
payment. Due to the fact that pooling requires stock-for-stock
acquisitions, no recognition of gain or loss is possible for tax
purposes. No such restriction applies to purchase accounting.
These potential advantages of the purchase method form the basis
for the alternative hypothesis (relative to HO) that acquisitions using
the purchase method of accounting should result in more favorable
valuation effects.
[H.sub.A]: Abnormal returns surrounding the announcement of a purchase
acquisition are larger than those associated with a purchase
acquisition.
LITERATURE REVIEW
Studies investigating the stock returns associated with purchase
and pooling acquisition announcements are relatively few. Two studies
measured the abnormal stock price movements over a long window
surrounding acquisition announcements and compared the movements of the
sub-sample that was identified as using purchase accounting to the
sub-sample using pooling. Hong, Kaplan & Mandelker (1978) examined
138 pooling and 62 purchase method mergers from 1954-1964. The
accounting method associated with these mergers was identified using
proxy statements issued in connection with the mergers. The authors
found no reaction associated with pooling announcements but did find
significant cumulative abnormal returns during the twelve months
preceding the announcement of a purchase and that these abnormal returns
were maintained for eight subsequent months. The authors conclude that
the pooling of interests method does not lead to abnormal stock price
behavior for acquiring firms but offer no explanation for the large
abnormal returns associated with the purchase method of accounting for
acquisitions.
A related study by Davis (1990) examined 108 pooling and 69
purchase acquisitions over the period of 1971-1982. The accounting
method associated with these acquisitions was identified in Mergers
& Acquisitions. Davis' findings were similar to those reported
by Hong et al. Purchase acquisitions exhibited positive and
statistically significant abnormal returns while pooling acquisitions
exhibited largely positive but statistically insignificant returns over
a period from 26 weeks before the announcement to 26 weeks after the
effective date of the acquisition.
Other empirical studies have addressed the reasons for choosing one
method over the other. Nathan & Dunne (1991) studied 30 purchase and
291 pooling acquisitions that occurred between 1963 and 1985. Using the
firms' proxy statements to identify the accounting method used,
they found that the purchase/pooling choice was influenced by goodwill,
acquirer leverage, and the issuance of APB Opinion No. 16.
Using the Wall Street Journal to identify the type of accounting
used, Robinson & Shane (1990) investigated 59 pooling and 36
purchase acquisitions taking place 1972-1982. They found that bid
premiums are generally larger for firms using the pooling method. The
authors conclude that since the costs associated with structuring an
acquisition to qualify for pooling are greater than those for the
purchase method, acquirers will only structure an acquisition as a
pooling of interests if the perceived benefits are greater than those
that would be achieved under purchase accounting.
Finally, Haw, Jung, & Ruland (1994) found that analysts'
forecast accuracy decreased greatly after mergers in general but even
more so for firms who used the purchase method due to the fact that
purchase accounting interrupts the past time series of earnings.
SAMPLE SELECTION
Both Hong et al. (1978) and Davis (1990) investigated the extent to
which abnormal returns were associated with the "announcement"
of the method by which the acquisitions would be accounted - pooling or
purchase. Yet both studies identified this accounting method by sources
not directly associated with the announcement date (i.e. by proxy
statement or by information published in Mergers & Acquisitions).
While these sources identify the accounting method accurately,
information of the method used is not necessarily available to market
participants at the time that the merger is announced. Thus, these two
studies implicitly assume that the market participants could, at the
time of the merger announcement, properly guess whether pooling or
purchase accounting would be used. However, Hong, et al., and Davis were
investigating mergers that occurred in 1954-1964 and 1971-1982,
respectively. The method of accounting was rarely disclosed at the time
of that the merger was announced until the 1990s.
To avoid this flaw in the previous studies and ensure that the
accounting method was known by market participants, the sample of this
study was created by identifying all acquisitions in which the method of
accounting was stated at the time of the acquisition announcement. The
Wall Street Journal Index and the Lexis/Nexis database were used to
search for acquisitions during 1981-1985 for which there were
corresponding announcements of the method being used to account for the
merger. (Huang & Walking (1987) investigated acquisition attempts
that were resisted and not resisted, using a sample based on
announcements in the Wall Street Journal. As we do in our study, they
argue that sample selection bias is avoided because only information
known at the time of the acquisition announcement is used.) This
resulted in an initial sample of 229 acquisitions (173 pooling and 56
purchase). This sample was screened by removing any companies for which
the stock price data were not consistently reported over a period of 240
days before the acquisition announcement and 5 days after the
announcement. Thirty-seven companies were removed for this reason,
leaving a total of 192 acquisitions (146 pooling; 46 purchase) that
could be assessed.
The sample is segmented by year in Table 1. While 76% of the
acquisition reflected the use of pooling, purchase accounting was
announced more frequently in the early 1980s and was more evenly
distributed throughout the period studies than is the case for pooling.
Furthermore, as was noted previously, the choice of accounting method in
the acquisition announcement was not generally disclosed until the
1990s. 92% of all the relevant announcements (i.e., those which
disclosed the method that was being used to account for the merger) were
in the 1990-1995 period, with most of these announcements occurring in
1994 and 1995.
As shown by the descriptive statistics provided in Table 2, firms
undertaking pooling acquisitions are, on average, larger than those
firms using the purchase method of accounting. Pooling firms also
experienced a higher growth rate, a higher return on assets (ROA), and
also paid higher taxes as a percentage of before-tax income than those
using purchase accounting. However, those firms using the purchase
method showed higher returns on equity (ROE) than those using pooling.
METHODOLOGY
Valuations effects are measured for all firms contained in the
sample. The abnormal return of each acquirer is estimated with
prediction errors using the procedure of Mikkelson & Patch (1988).
The alpha and beta of each acquirer are derived over an estimation
period of from t = -240 to t = -20 by applying the market model to
returns of the University of Chicago's Center for Research in
Security Prices (CRSP). CRSP calculates the raw return as:
[R.sub.it] = ([P.sub.t] + [D.sub.t])/[P.sub.t-1] - 1,
where [R.sub.it] = the rate of return on security i for event day
t,
[P.sub.t] = last sale price or closing bid/ask average on day t
[D.sub.t] = cash adjustment for day t, and
[P.sub.t-1] = last sale price or closing bid/ask average at time of
last available price less than t, and
The intercept and beta resulting from application of the market
model are then used long with the actual market movement over an
examination period to derive an expected return. The prediction error
(PE) for each acquirer is measured as:
[PE.sub.it] = [R.sub.it] - ([a.sub.i] - [b.sub.i][R.sub.mt]), (1)
where [R.sub.mt] = the rate of return on the S&P 500 index on
event day t, and [a.sub.i], [b.sub.i] = ordinary-least-squares estimates
of the intercept and slope of the market model regression from the
estimation period.
The mean of prediction errors for all acquirers that announced the
use of pooling is derived for each day within the examination period.
The same process is used to derive the mean prediction errors for
acquirers that announced the use of the purchase method. The primary
focus of the examination window is on the two-day window (t-1, t), in
which day t serves as the announcement date. Because wire services may
have reported the news of the acquisition before stock trading closed on
the day prior to the announcement, day t-1 is also assessed in order to
determine if the market response (if any) could have occurred on this
day.
Test for significance are based on Mikkelson and Partch's
(1988) Z-statistic, which for each day is calculated as:
[Z.sub.t] = [summation][SPE.sub.it]/[N.sup.1/2] (2)
where [SPE.sub.it] = [AR.sub.it]/[S.sub.it], and [S.sub.it] is
calculated according to Mikkelson and Partch (1988).
Two day-interval prediction errors are tested for significance
using the following Z-statistic:
[Z.sub.t] = 1/[N.sup.1/2] [summation] [ASCAR.sub.i], (3)
where [ASCAR.sub.i] is the standardized cumulative abnormal return defined by Mikkelson and Partch (1988). The denominator required for
this calculation is the variance of the cumulative prediction error of
firm i.
RESULTS
Stock Price Reaction in the Announcement Period
Results for various intervals are presented in Table 3. As
mentioned above, the two-day (t = -1, 0) prediction errors are of
primary interest. The mean two-day PE for acquisitions in which pooling
was announced is -0.49% (Z = -7.54). The mean PE for purchase
acquisitions is 0.31% (Z = 1.27). A Z-test was applied to test for a
significant difference in the two sub-samples for the cumulative
abnormal returns over the [-1, 0] interval. The difference of 0.80% is
significant with a Z-statistic of 3.39 (p = 0.00069). The results
support HA and suggest that the market responds more favorably to
acquisition announcements involving the purchase method of accounting.
The results are attributed to the greater restructuring flexibility and
the indirect tax benefits afforded by purchase accounting.
Long-Term Effects
Valuation effects are also measured over an extended period in
order to estimate long-term performance following acquisitions.
Unfortunately, in order to retain a relatively large sample, the initial
sample was screened to retain only those firms with returns data
available for up to five days following the acquisition announcement.
Consequently, investigation of long-term valuation effects results in
additional sample attrition due to missing returns data. As shown in
Table 3, 108 pooling firms and 37 purchase firms had available data for
intervals [0, 180]. This number drops to 37 pooling and 27 purchase
firms with available data for intervals [0, 360].
The results summarized in Table 3 show that regardless of whether
pooling or purchase accounting is used, acquirers suffer large negative
returns in the year following the acquisitions. Pooling firms experience
significant negative abnormal returns of 35.81% over the 360-day period
after the merger (t = -1.82; p < 0.0005); firms announcing the use of
purchase accounting experience significant abnormal returns of 17.26%
over the same time period (t = -1.82; p = 0.0808). The difference
(18.55%) in these negative returns is marginally significant (t = 1.62;
p = 0.1114). Thus, even when assessing extended periods, acquisitions
using the purchase method are associated with relatively more favorable
valuation effects than those acquirers using pooling.
Hong et al. (1978) found that purchase firms maintained their
positive cumulative abnormal returns for a period of eight months
following the announcement. While the negative abnormal returns of
-2.42% experienced by purchase firms in our study are not significant (t
= -0.40; p = 0.6894), the returns of pooling firms (-15.97%) are highly
significant (t m= -5.09; p < 0.00005), with the 13.55% difference in
returns between the two sub-samples being significant at the 5% level (t
= 2.12; p = 0.0361).
Cross-Sectional Analysis
Since the two sub-samples may have distinct characteristics, a
complimentary cross-sectional analysis is conducted to control for these
while testing whether valuation effects are related to the type of
accounting method announced. Previous research has identified the
following variables for which the accounting method may be proxying:
Price: Earnings (P/E) ratio, size, market model parameter estimates,
earnings surprise, and leverage. (See, among others, Basu (1983); Banz
(1981); Beaver, Clark & Wright (1979); Bernard (1979); Elgers &
Clark (1979); Hagerman & Shah (1984); and Reinganum (1981).) Each of
these variables is discussed below.
Price/Earnings Ratio
In an efficient capital market, all available information is
rapidly reflected in security prices. However, previous studies have
found that the efficient market hypothesis may be violated in certain
circumstances. For example, Basu (1977; 1983) found that low P/E ratios
may be an indicator of future stock price performance. Low P/E ratios
may lead to exaggerated investor optimism regarding future growth in
earnings and dividends, thereby leading to higher future returns for low
P/E stocks. Because the two sub-samples in our study may exhibit
different P/E ratios, this ratio was included as a control variable.
Size
In addition to proxying for a firm's P/E ratio, the abnormal
negative returns found in our study may be attributable to firm size
rather than to the accounting method used. Prior research indicates that
there may be a 'size effect'--i.e., small firms' stocks
experience, on average, higher risk-adjusted returns than large
firms' stocks. (For a more detailed discussion, see Banz (1981) and
Reinganum (1981).) This finding may be due to the higher risk associated
with small firms, which, in turn, may be a result of the limited
information available about small firms. A size variable was included in
our cross-sectional analysis to control for a potential 'size
effect'.
Size may also be proxying for an income-reducing policy. For
example, Watts & Zimmerman (1978) believe that larger firms tend to
lobby for accounting standards that reduce reported income.
Consequently, the size variable included here may be proxying for an
income deflating policy rather than for the accounting method itself. It
follows that since the purchase firms in our sub-sample are, on average,
smaller than those in the pooling sub-sample, the pooling firms would be
expected to pursue an income reducing policy to a greater extent than
the purchase firms. Therefore, choosing the pooling method of
acquisition accounting may have negative valuation consequences for
these firms inasmuch as pooling will result in higher future earnings
relative to purchase accounting.
Market Model Parameter Estimates
Elgers & Clark (1980) found important differences in risk
effects across merger types. More specifically, conglomerate (as opposed
to smaller) mergers are often undertaken due to a risk motive. This
difference is somewhat puzzling in light of the capital asset pricing
model (CAPM). Unless investors are constrained from achieving the same
risk diversification effects by revising their own portfolios, there
should be no economic reward from mergers undertaken to create risk
shifts. In order to control for risk differences as well as for a
disproportionate ratio of conglomerates in one of our samples, the beta
of the estimation period is included in the cross-sectional analysis.
Furthermore, Blume (1971; 1975; 1979) suggests that market model
parameter estimates may be non-stationary over time, viz. that the
market model parameter are mean-reverting over time. In other words, any
abnormal returns calculated using the market model parameter estimates
of an estimation period could be attributable to the parameter estimates
themselves if the parameters are non-constant. (For example,
non-constant parameters could occur if the target's risk level is
different from the acquirer's risk level inasmuch s the
acquirer's operations include the target's operations
following the acquisition.) To control for this possibility, our
estimated alpha parameter is also included in the cross-sectional
analysis.
Earnings Surprise
As noted previously, accounting research indicates that positive
earnings forecast errors are associated with positive stock returns and,
conversely, for negative earnings forecast errors. To the extent that
the announced method of acquisition accounting (or the acquisition
itself) was anticipated, future earnings may substantially differ from
forecasted earnings. Therefore, in order to test whether the abnormal
returns associated with the announcement of purchase and pooling methods
as opposed to other variables for which the accounting method may be
proxying, it is also necessary to control for earnings surprises in a
cross-sectional analysis. It is important to note that this variable
directly accomplishes the purpose of testing the null hypothesis
([H.sub.0]) as the relatively low future earnings of firms using the
purchase method are the primary reason for expecting higher abnormal
returns for firms using the pooling method. Thus, if this variable is
insignificant in explaining the abnormal returns, H0 is rejected.
Leverage
Davis (1990) found that purchase firms have significantly higher
leverage than pooling firms. This finding may be explained by Crawford
(1986), who finds that firms using the purchase method are more likely
than pooling firms to have debt covenants based on assets or intangible
assets rather than on earnings. In this context, the higher abnormal
returns experienced by purchase firms may be attributable to the higher
leverage of these firms rather than to the accounting method itself. To
control for this, leverage is included as a control variable in this
cross-sectional analysis.
Accounting Method
To directly test whether the abnormal returns are significantly
related to the accounting method employed as opposed to any of the
control variables described above, the cross-sectional analysis employs
an indicator variable to identify the accounting method used. If the
coefficient of this variable is significant after controlling for the
other variables, then it is likely that the higher abnormal returns of
purchase method firms are due to the higher organizational flexibility
and indirect tax cash flows which the purchase method offers.
Cross-Sectional Model
The resulting cross-sectional model was applied to both the
purchase and pooling sub-samples and is stated below:
[ASCAR.sub.i] = [a.sub.0] + [a.sub.1] [ALPHA.sub.i] + [a.sub.2]
[BETA.sub.i] + [a.sub.3] [EARSUR.sub.i] + [a.sub.4] [LEV.sub.i] +
[a.sub.5] [PE.sub.i] + [a.sub.6] [SIZE.sub.i] + [a.sub.7] [POOL.sub.i] +
[e.sub.i], (4)
where [ASCAR.sub.i] = the cumulative standardized [-1,0] prediction
error for firm i,
[ALPHA.sub.i], [BETA.sub.i] = the market model parameter estimates
for firm i,
[EARSUR.sub.i] = earnings surprise for firm i, defined as the
change in EPS in the announcement year divided by share price at the
beginning of the announcement year; thus, the surprise represents the
abnormal earnings based on a naive random walk earnings forecast model,
[LEV.sub.i] = leverage of firm i, defined as the ratio of total
liabilities to total assets,
[PE.sub.i] = the price/earnings ratio of firm i, defined at the end
of the year prior to the announcement year,
[SIZE.sub.i] = firm i's total assets,
[POOL.sub.i] = a dummy variable equal to unity if firm i uses the
pooling method and zero otherwise, and
[e.sub.i] = error term.
Correlations of Variables Used in the Cross-Sectional Model
The correlation coefficients for all pairs of independent variables
are disclosed in Table 4. The ALPHA, BETA, LEV, and SIZE exhibit some
degree of correlation. Consequently, the significance tests for these
variables may be biased. However, the maximum variance inflation factor (VIF) of the full model is only 1.4, which, according to Neter, Kutner,
Nachtsheim & Wasserman (1996) does not present a serious
multi-collinearity problem. Variance inflation factors for the
individual variables measure how much the variances of the estimated
regression coefficients are inflated as compared to when the predictor
variables are not linearly related. However, in order to account for
potential multi-collinearity effects, our original model is supplemented
with three reduced models.
Cross-Sectional Results
Results from the cross-sectional analysis are summarized in Table
5. The first row presents the results of the full model. Model 2
excluded the PE variable due to its extreme insignificance (p = 0.9693).
Models 3 and 4 additionally exclude variables BETA and SIZE to
counteract any potential multi-collinearity problems. Once a variable
was omitted, it did not re-enter the cross-sectional model.
The POOL variable is of primary importance in this analysis. If
this variable exhibits a significant coefficient, the accounting method
itself explains a portion of the distribution of abnormal returns
associated with the acquisition announcement. As shown in Table 5, the
POOL variable is significant in all models examined, with a maximum
p-value of 0.0314. Note that the size of the coefficient of this
variable is very close to the difference over the [-1, 0] interval found
in stock price reaction summarized in Table 3. (While the Z-statistic
used in our original analysis was computed using standardized values (in
accordance with Mikkelson & Partch (1988)), the 0.08% difference
shown in Table 3 was computed using the raw cumulative abnormal returns.
Consequently, it is possible for the coefficient in the cross-sectional
model to be larger than this difference because the standardized
cumulative abnormal returns are used as the dependent variable in this
cross-sectional analysis.) These findings lend support to the results in
the previous section. Apparently, in addition to any indirect tax
benefits that may accrue under purchase accounting, market participants
highly value that purchase method firms are not constrained by the same
requirements set out in APB Opinion No. 16 for pools.
Three other variables--the market model parameter (ALPHA), the
firm's leverage (LEV), and firm size (SIZE)--are significantly
related to the [-1, 0] standardized cumulative abnormal returns. The
significance of ALPHA suggests that the market model parameters may be
non-constant over time as discussed by Blume (1979). The significance of
leverage is similar to the findings by Davis (1990). In other words,
purchase firms tend to exhibit higher leverage than pooling firms,
lending further support to Crawford's (1986) notion that firms
using the purchase method may have debt covenants based on net assets or
intangibles rather than on income. (The coefficient of this variable is
highly positive. When this variable is examined separately for the two
sub-samples, it is significant for the purchase group but not for the
pooling firms. The difference (see Model 4) is highly significant (t =
2.39; p = 0.0183).) Consequently, even though their future income is
expected to be relatively low relative to that reported by pooling
firms, purchase firms are more likely to employ debt in their capital
structure.
The last significant variable in the cross-sectional analysis is
firm size as measured by total assets. There are two possible
explanations for the negative coefficient of this variable. First,
larger firms seem to experience lower abnormal returns than smaller
firms, lending support to the size effect (i.e., smaller firms exhibit
higher returns than larger firms regardless of the time period examined)
documented in the previous literature. Consequently, the large returns
for relatively small acquirers may be driven by the size anomaly.
On the other hand, since pooling firms are larger than purchase
firms, previous literature suggests that they would pursue an income
reducing policy. However, as we have seen, the pooling method will
generally result in the reporting of higher earnings than would be the
case under purchase accounting causing market participants to interpret
the use of pooling as suboptimal. Given the contradictory results, it is
reassuring that the difference in size between the two sub-samples is
not significant (t = 0.61; p = 0.5446). (Model 3 was used to test for
this difference because the SIZE variable is omitted in Model 4.) Thus,
it appears that the significance of the SIZE variable is attributable to
a general size effect rather than to pooling firms not pursuing an
income reducing policy.
SUMMARY AND CONCLUSION
The purchase method of accounting can reduce future reported
earnings as a consequence of increased expenses for amortization of
goodwill and depreciation of tangible assets. However, as a trade-off,
this method of accounting for acquisitions allows more restructuring
flexibility than does the pooling method and can also provide greater
indirect tax benefits. Given these conflicting advantages of the two
methods, the objective of this study is to determine whether and how the
valuation effects of acquisition announcements are conditioned on the
type of accounting method employed. The sample used is pure inasmuch as
it focuses solely on acquisitions in which the method of accounting was
disclosed at the same time as the acquisition announcement, eliminating
the need to assume that market participants have other information
except what was contained in the acquisition announcement itself.
Valuation effects are found to be more favorable for acquisitions
using the purchase method in the eleven-day period surrounding the
announcement and for at least six months following the announcements.
These results stand even after conducting a cross-sectional analysis
that controls for the firms' price/earnings ratio, size, market
parameter estimates, earnings surprises, and leverage. These results
suggest that market participants value the added flexibility and
indirect tax benefits that are provided by the purchase method of
accounting as opposed to the higher reported future earnings associated
with the pooling method.
APPENDIX A: TWELVE CONDITIONS FOR USE OF POOLING (AS PER APB
OPINION NO. 16)
1) Each of the combining companies is autonomous and has not been a
subsidiary or division of another corporation within two years before
the combination is initiated.
2) Each of the combining companies is independent of other
combining companies. While joint ventures are permissible, independence
is generally interpreted as 10% or less ownership of voting stock at any
time between the initiation and consummation date of the combination.
3) The combination is effected in a single transaction or is
completed in accordance with a specific plan within one year after the
plan is initiated.
4) The acquiring company offers and issues only common stock with
rights identical to those of the majority of its outstanding common
stock in exchange for substantially all of the voting stock of the
acquired company. "Substantially all" means at least 90% of
the shares outstanding and is measured as of the date of consummation.
5) Within the period beginning two years before the plan's
initiation and ending at the date of consummation, none of the combining
companies change the equity interest of voting common stock in
contemplation of effecting the combination.
6) Each of the combining companies reacquires voting common stock
only for purposes other than business combinations and no company
reacquires more than a normal number of shares between the plan's
initiation and combination.
7) The proportionate share of ownership of each shareholder remains
the same after the combination as it was before the combination.
8) The voting rights to which the common stock ownership interests
in the resulting corporation are not restricted.
9) The combination is resolved at the date of the plan's
consummation and no provisions of the plan relating to the issuance of
securities or other compensation are pending.
10) The combined company does not agree to retire or reacquire,
directly or indirectly, all or part of the common stock issued to effect
the combination.
11) The combined company does not enter into other financial
arrangements for the benefits of former stockholders of the combining
company (e.g. guaranty of loan secured by the stock of the combined
company) which in effect negates the exchange of equity securities.
12) The combined company does not intend or plan to dispose of a
significant part of its assets within two years after the combination.
Disposals in the ordinary course of business and to eliminate duplicate
facilities or excess capacity are permissible.
REFERENCES
APB Opinion No. 16, Business Combinations.
Ball, R. & P. Brown (1968). An Empirical Evaluation of
Accounting Income Numbers. Journal of Accounting Research, Autumn,
159-178.
Banz, R. W. (1981). The Relationship Between Return and Market
Value of Common Stocks. Journal of Financial Economics, March, 3-18.
Basu, S. (1977). Investment Performance of Common Stocks in
Relation to their Price-Earnings Ratios: A Test for Market Efficiency.
Journal of Finance, June, 663-682.
Basu, S. (1983). The Relationship Between Earnings Yield, Market
Value and Return for NYSE Common Stocks. Journal of Financial Economics,
June, 129-156.
Beaver, W. H., R. Clarke & W. F. Wright (1979). The Association
Between Unsystematic Security Returns and the Magnitude of Earnings
Forecast Errors. Journal of Accounting Research, Autumn, 316-321.
Bernard, V. L. (1986). Unanticipated Inflation and the Value of the
Firm. Journal of Financial Economics, March, 285321.
Bittker, B. I. & J. S. Eustice (1994). Federal Taxation of
Corporations and Shareholders, 6th Edition. Boston: Federal Tax Press.
Blume, M. E. (1971). On the Assessment of Risk. Journal of Finance,
March, 1-11.
Blume, M. E. (1975). Betas and Their Regression Tendencies. Journal
of Finance, June, 785-795.
Blume, M. E. (1979). Betas and Their Regression Tendencies: Some
Further Evidence. Journal of Finance, March, 265267.
Davis, M. L. (1990). Differential Market Reaction to Pooling and
Purchase Methods. The Accounting Review, July, 696709.
Davis, M. L. (1991). APB 16: Time to Reconsider. Journal of
Accountancy, October, 99-107.
Elgers, P. T. & J. J. Clark (1980). Merger Types and
Shareholder Returns: Additional Evidence. Financial Management, Summer,
66-72.
FASB (1999). Exposure Draft of Statement of Financial Accounting
Standard: Business Combinations. Stamford, CT: FASB.
Gonedes, N. J. (1975). Risk, Information and the Effects of Special
Accounting Items on Capital Market Equilibrium. Journal of Accounting
Research, Autumn, 220-256.
Hagerman, R. L. & P. Shah (1984). The Association Between the
Magnitude of Quarterly Earnings Forecast Errors and Risk-Adjusted Stock
Returns. Journal of Accounting Research, Autumn, 526-540.
Hagerman, R. L. & M. E. Zmijewski (1979). Some Economic
Determinants of Accounting Policy Choice. Journal of Accounting and
Economics, August, 141-161.
Haw, I. M., K. Jung & W. Ruland (1994). The Accuracy of
Financial Analysts' Forecasts After Mergers. Journal of Accounting,
Auditing, and Finance, Summer, 465-486.
Herring, C. B. & F. Norris (1990), Merger Mania. The National
Public Accountant, June, 38-42.
Herz, R. H. & E. J. Abahoonie (1990). Innovations to Minimize
Acquisition Goodwill. Mergers & Acquisitions, March/April, 35-40.
Hong, H, R. S. Kaplan & G. Mandelker (1978). Pooling vs.
Purchase: The Effects of Accounting for Mergers on Stock Prices. The
Accounting Review, January, 31-47.
Hoskin, R. E., J. Hughes & W. Ricks (1986). Evidence on the
Incremental Information Content of Additional Firm Disclosures Made
Concurrently With Earnings. Journal of Accounting Research, Supplement,
1-32.
Huang, Y. & R. A. Walking (1987). Target Abnormal Returns
Associated With Acquisition Announcements: Payment, Acquisition Form,
and Managerial Resistance. Journal of Financial Economics, December,
329-349.
Mikkelson, W. H. & M. M. Partch (1986). Valuation Effects of
Security Offerings and the Issuance Process. Journal of Financial
Economics, January/February, 31-60.
Mikkelson, W. H. & M. M. Partch (1988). Withdrawn Security
Offerings. Journal of Financial and Quantitative Analysis, June,
119-133.
Nathan, K. & K. M. Dunne (1991). The Purchase-Pooling Choice:
Some Explanatory Variables. Journal of Accounting and Public Policy,
Winter, 309-323.
Neter, J., M. H. Kutner, C. J. Nachtsheim & W. Wasserman
(1996). Applied Linear Statistical Models, 4th Edition. Chicago: Richard
D. Irwin, Inc.
Reinganum, M. R. (1981). Misspecification of Capital Asset Pricing:
Empirical Anomalies Based on Earnings' Yields and Market Values.
Journal of Financial Economics, March, 19-46.
Robinson, J. R. & P. B. Shane (1990). Acquisition Accounting
Method and Bid Premia for Target Firms. The Accounting Review, January,
25-48.
Watts, R. L. & J. L. Zimmerman (1978). Towards a Positive
Theory of the Determination of Accounting Standards. The Accounting
Review, January, 112-134.
Zmijewski, M. E. & R. L. Hagerman (1981). An Income Strategy
Approach to the Positive Theory of Accounting Standard Setting/Choice.
Journal of Accounting and Economics, August, 129-149.
Oliver Schnusenberg, St. Joseph's University
W. Richard Sherman, St. Joseph's University
Table 1: Distribution of Pooling and
Purchase Acquisitions Over Time
Acquisitions Acquisitions
Involving the Involving the Total Acquisitions
Pooling Method Purchase Method
1981 1 0 1
1982 0 0 0
1983 0 1 1
1984 0 2 2
1985 2 1 3
1986 2 3 5
1987 0 3 3
1988 0 2 2
1989 6 2 8
1990 7 0 7
1991 12 3 15
1992 25 2 27
1993 17 6 23
1994 32 11 43
1995 42 10 52
Total 146 46 192
Table 2: Summary Information for Pooling and Purchase Acquisitions
Pooling Purchase Total
Sample Sample Sample
Mean Asset Size of Acquirer ($million) 8,758 6,053 8,053
Mean Taxes Paid as A % of EBT in Year
Before Acquisition 34.86% 32.58% 34.26%
Three-Year Growth Rate of Acquirer
(Sales) 20.15% 19.18% 19.90%
Mean ROA of Acquirer 3.18% 4.24% 3.45%
Mean ROE of Acquirer 10.40% 10.12% 10.33%
Table 3: Summary of CARs Over Various Intervals for Pooling vs.
Purchase Methods of Accounting for an Acquisition (Test-Statistic
in Parentheses)
Interval CAR of CAR of Test for
Acquisitions Acquisitions Difference
Using the Pooling Using the
Method (a) Purchase
Method (b)
[-5,+5] -1.57% 3.31% 4.88%
(-3.60) *** (2.34) ** (1.15)
[-3,0] -0.62% 2.24% 2.86%
(-4.19) *** (2.82) *** (2.26) **
[-1,0] -0.49% 0.31% 0.80%
(-7.54) *** (1.27) (3.39) ***
[0,180] -15.97% -2.42% 13.55%
(-5.09) *** (-0.40) (2.12) **
[0,360] -35.81% -17.26% 18.55%
(-5.60) *** (-1.82) * (1.62) *
* Significant at the 10% level
** Significant at the 5% level
*** Significant at the 1% level
(a) The number of pooling firms utilized over the five
intervals are 146, 146, 146, 108, and 87, respectively.
(b) The number of purchase firms utilized over the five
intervals are 46, 46, 46, 37, and 27, respectively.
Table 4: Correlation Coefficients of Independent Variables (a)
ALPHA BETA EARSUR POOL LEV PE
BETA 0.4448
EARSUR 0.1471 -0.0201
POOL 0.1527 0.1839 -0.0889
LEV -0.2034 -0.3084 0.1733 0.0544
PE 0.0539 -0.0506 -0.0573 0.1409 0.02
SIZE -0.1863 0.017 0.0178 0.0772 0.3133 0.0032
(a) [ALPHA.sub.i], [BETA.sub.i] = the market model parameter
estimates for firm i,
[EARSUR.sub.i] = earnings surprise for firm i, defined as the
change in EPS in the announcement year divided by share price at
the beginning of the announcement year.
[POOL.sub.i] = a dummy variable equal to unity if firm i uses the
pooling method and zero otherwise.
[LEV.sub.i] = leverage of firm i, defined as the ratio of total
liabilities to total assets,
[PE.sub.i] = the price/earnings ratio of firm i, defined at the
end of the year prior to the announcement year,
[SIZE.sub.i] = firm i's total assets
Table 5
Cross-Sectional Analysis for Valuation Effects of Pooling
and Purchase Acquisitions (t-Statistic Parentheses) (a)
Model Intercept ALPHA BETA
Full Model -0.836 409.94 -0.537
(N = 119) (-0.93) (2.23) ** (-1.27)
Model 2 -0.834 409.34 -0.535
(N = 119) (-0.93) (2.25) ** (-1.27)
Model 3 -1.402 314.30 --
(N = 119) (-1.81) * (1.89) *
Model 4 -1.243 365.382 --
(N = 119) (-1.58) (2.18) **
Model EARSUR LEV PE
Full Model -4.179 2.904 -0.000091
(N = 119) (-1.48) (2.06) ** (-0.04)
Model 2 -4.172 2.904 --
(N = 119) (-1.49) (2.07) **
Model 3 -4.079 3.429 --
(N = 119) (-1.45) (2.55) **
Model 4 -4.064 2.631 --
(N = 119) (-1.42) (2.00) **
Adj.
Model SIZE INDIC [R.sup.2] F
Full Model -0.000096 -0.893 7.40% 2.35 **
(N = 119) (-1.89) * (-1.68) *
Model 2 -0.000096 -0.896 8.22% 2.76 **
(N = 119) (-1.90) * (-1.71) *
Model 3 -0.000108 -0.989 7.72% 2.97 **
(N = 119) (-2.17) ** (-1.90) *
Model 4 -- -1.087 4.71% 2.46 **
(N = 119) (-2.06) **
* Significant at the 10% level
** Significant at the 5% level
(a) [ALPHA.sub.i], [BETA.sub.i] = the market model parameter
estimates for firm i,
[EARSUR.sub.i] = earnings surprise for firm i, defined as the
change in EPS in the announcement year divided by share price at
the beginning of the announcement year.
[POOL.sub.i] = a dummy variable equal to unity if firm i uses the
pooling method and zero otherwise.
[LEV.sub.i] = leverage of firm i, defined as the ratio of total
liabilities to total assets,
[PE.sub.i] = the price/earnings ratio of firm i, defined at the end
of the year prior to the announcement year,
[SIZE.sub.i] = firm i's total assets