NBER WORKING PAPER SERIES
CAPITAL GAINS TAXES AND STOCK REACTIONS TO
QUARTERLY EARNINGS ANNOUNCEMENTS
Jennifer L. Blouin
Jana Smith Raedy
Douglas A. Shackelford
Working Paper 7644
http://www.nber.org/papers/w7644
NATIONAL BUREAU OF ECONOMIC RESEARCH
1050 Massachusetts Avenue
Cambridge, MA 02138
April 2000
We appreciate the helpful comments from two anonymous referees, Jeff Abarbanell, Linda Bamber (editor),
Mary Barth, Merle Erickson, Robert Lipe, Sylvia Madeo (associate editor), Ed Maydew, Kevin Raedy, and
workshop participants at the 1999 Duke/North Carolina Accounting Research Fall Camp and the Duke/North
Carolina public finance workshop. We also acknowledge the contribution of I/B/E/S International Inc. for
providing earnings per share forecast data available through the Institutional Brokers Estimate System.
These data have been provided as part of a broad academic program to encourage earnings expectations.
The views expressed herein are those of the authors and do not necessarily reflect the position of the National
Bureau of Economic Research.
© 2000 by Jennifer L. Blouin, Jana Smith Raedy, and Douglas A. Shackelford. All rights reserved. Short
sections of text, not to exceed two paragraphs, may be quoted without explicit permission provided that full
credit, including © notice, is given to the source.
Capital Gains Taxes and Stock Reactions to Quarterly Earnings Announcements
Jennifer L. Blouin, Jana Smith Raedy, and Douglas A. Shackelford
NBER Working Paper No. 7644
April 2000
JEL No. H24, G12, G14
ABSTRACT
This paper examines the impact of capital gains taxes on equity pricing. Examining three-day
cumulative abnormal returns for quarterly earning announcements from 1983-1997, we present
evidence consistent with shareholders’ capital gains taxes affecting stock price responses. To our
knowledge, this is the first study to link shareholder taxes and share price responses to earnings
releases. The results imply that shares trade at higher (lower) prices when individual investors face
incremental taxes (tax savings) created by selling appreciated (depreciated) shares before they qualify
for long-term treatment. Unlike prior studies that have focused on price reactions in settings where
shareholder taxes are unusually salient (e.g., tax law changes, turn-of-the-year trading, or tax-
sensitive transactions), this study finds the imprint of capital gains taxes in a more general setting.
Jennifer L. Blouin Jana Smith Raedy
Kenan-Flagler Business School Kenan-Flagler Business School
Campus Box 3490, McColl Building Campus Box 3490, McColl Building
University of North Carolina University of North Carolina
Chapel Hill, NC 27599-3490 Chapel Hill, NC 27599-3490
Douglas A. Shackelford
Kenan-Flagler Business School
Campus Box 3490, McColl Building
University of North Carolina
Chapel Hill, NC 27599-3490
and NBER
Capital Gains Taxes and Stock Reactions to Quarterly Earnings Announcements
I. INTRODUCTION
No issue is more fundamental to accounting, finance, and economics than price
formation. Many accounting studies investigate whether taxes are a determinant of prices.
Settings include merger and acquisition premiums (e.g., Hayn 1989; Erickson 1998; Erickson
and Wang 1999; Maydew, Schipper and Vincent 1999; Henning, Shaw and Stock 2000; Henning
and Shaw 2000; Ayers, Lefanowicz and Robinson 2000), non-equity securities (e.g., Shackelford
1991; Guenther, 1994; Engel, Erickson and Maydew 1999), leases (e.g., Stickney, Weil and
Wolfson, 1983), research and development (e.g., Berger 1993), and insurance (e.g., Ke, Petroni
and Shackelford, 2000). A particularly active area in accounting is the impact of investor-level
taxes (dividends and capital gains) on share prices (Dhaliwal and Trezevant 1993; Landsman and
Shackelford 1995; Erickson 1998; Erickson and Maydew 1998; Blouin, Raedy, and Shackelford
1999; Guenther 1999; Guenther and Willenborg 1999; Harris and Kemsley 1999; Collins, Hand
and Shackelford 2000; Collins and Kemsley 2000; Gentry, Kemsley and Mayer 2000; Harris,
Hubbard, and Kemsley 2000; Lang and Shackelford 2000; among others).
This paper extends this literature to analyze the impact of shareholders’ capital gains
taxes on stock price responses to quarterly earnings announcements. This enables us to assess
whether price movements associated with capital gains tax incentives exist in a generalized
setting. Focusing on a public disclosure of primary interest to accountants, quarterly earnings
announcements, we predict that the price-earnings relation varies with measures involving the
spread between long-term and short-term capital gains tax rates, whether the news is good or
bad, and the stock performance during the preceding holding period (currently one year). The
2
wider the spread, the better the news, and the greater the past price appreciation, the more likely
individual capital gains tax incentives apply upward price pressure around the earnings release.
The intuition behind these relations is straightforward. Suppose a public disclosure, such
as an earnings announcement, induces investors to rebalance their portfolio. If sellers are
individuals who have held the stock for less than one year, any gains will be taxed at the federal
short-term capital gains tax rate (currently capped at 39.6 percent). If the individual investors
had intended to hold the stock until it qualified for long-term capital gains tax rates (currently
capped at 20 percent), then investors must trade-off the benefits of rebalancing with the tax costs
of selling (i.e., taxes under short-term treatment versus taxes under long-term treatment).
Under such conditions, good (bad) news disclosures can constrict (expand) the supply of
equity, creating upward (downward) price pressure (see Shackelford and Verrecchia 2000).
Thus, for good news, it may be necessary for buyers to compensate sellers through higher prices
for incremental taxes associated with short-term capital gains taxes. For bad news disclosures,
sellers may accept less compensation to garner favorable short-term capital losses.
Unrealized gains and losses associated with past stock performance further complicate
the sales decision. If the stock has appreciated during the long-term capital gains holding period,
sellers can face incremental short-term capital gains taxes, whether the news is good or bad.
Thus, sellers may demand compensation through higher prices for incremental taxes. Likewise,
if the stock has depreciated, sellers may enjoy favorable short-term capital loss treatment,
whether the news is good or bad.
1
Therefore, sellers may accept lower prices to ensure favorable
1
Another potential price determinant is the “lock-in” effect of the capital gains tax. Similar to the tax incentives to
defer selling until shares qualify for long-term treatment, which this study investigates, the lock-in effect is the
incentive to defer selling appreciated property, thus postponing taxation indefinitely. Unlike the individual short-
term/long-term tradeoffs that are the focus of this study, the lock-in effect applies to all taxable taxpayers, individual
and other, and applies regardless of the holding period. The empirical tests in this study include an explanatory
variable to control for any possible lock-in effects.
3
short-term capital loss treatment.
The evidence in this paper is generally consistent with capital gains tax incentives
affecting share prices. We regress three-day cumulative abnormal returns for 1983-1997
quarterly earnings announcements on unexpected earnings, the spread between short-term and
long-term rates (ranging from zero to 30 percentage points), the change in the firm’s price during
the holding period (ranging from six to 18 months), interactions of these variables, and controls.
The interactions are constructed to estimate the incremental capital gains taxes faced under short-
term treatment, rather than long-term treatment. Consistent with capital gains taxes affecting
share prices, we find that cumulative abnormal returns are increasing in the incremental short-
term capital gains taxes.
To assess the robustness of our finding that capital gains tax incentives affect price-
earnings relations in short windows, we conduct several additional tests. They include
evaluating price responses to another public disclosure (joining the S&P 500), trading volume
around earnings releases, firms’ ownership structure, and post-announcement abnormal returns.
After considering all the evidence, we remain unable to reject the original finding that capital
gains tax incentives affect share responses to quarterly earnings announcements.
To our knowledge, this is the first study to link shareholder taxes and share price
responses to earnings announcements. It differs from most recent documentations of capital
gains taxes affecting share prices because it tests whether capital gains taxes affect equity value
in a generalized setting, rather than a setting where shareholder taxes might be unusually salient.
To maximize power, prior studies typically focus on settings where capital gains tax effects
should be unusually strong, including changes in the tax law (e.g., Amoako-Adu, Rashid, and
Stebbins 1992; Guenther and Willenborg 1999; Blouin, Raedy, and Shackelford 1999; Guenther
4
1999; Lang and Shackelford 2000; Sinai and Gyourko 2000), companies held mostly by
individuals, such as initial public offerings, where individual tax incentives likely are more
influential (e.g., Reese 1998; Guenther and Willenborg 1999; Blouin, Raedy, and Shackelford
1999), periods when tax planning likely is most prevalent, such as year-end, (e.g., Dhaliwal and
Trezevant 1993; Poterba and Weisbenner 1998) and transactions where tax factors are known to
be important, such as mergers and acquisitions (e.g., Hayn 1989; Landsman and Shackelford
1995; Erickson 1998; Erickson and Wang 1999; Henning, Shaw and Stock 2000). Rather than
examine conditions that enhance the probability that capital gains taxes matter, this study
intentionally evaluates an event, quarterly earnings announcements, that should not bias in favor
of finding that taxes matter.
2
The paper develops as follows. The next section reviews salient capital gains tax
provisions. Section III develops testable hypotheses. Sections IV and V detail empirical tests.
Closing remarks follow.
II. CAPITAL GAINS TAXES
All taxable shareholders recognize gain (loss) to the extent a stock sells for more (less)
than the investor’s tax basis. Individuals alone, however, face different tax rates depending on
how long they have owned the property.
3
Under current U.S. law, the maximum personal
2
In this regard, this paper resembles Collins and Kemsley (2000) who report dividend tax and capital gains tax
capitalization from an analysis of 68,283 observations from 1975-1997, using a modification of Ohlson’s (1995)
residual-income valuation model. However, unlike Collins and Kemsley, this paper relies on a capital markets event
study approach to assess whether capital gains taxes affect stock prices.
3
Before 1987, corporations also enjoyed favorable long-term capital gains taxation. For example, from 1979-1986,
the maximum statutory corporate long-term capital gains tax rate was 28 percent while other corporate taxable
income was taxed at a maximum statutory tax rate of 46 percent. Conclusions are insensitive to inclusion of pre-
1987 years in our analysis. Both individuals and corporations face limitations on the immediate deductibility of
capital losses. Currently individuals are limited to an annual $3000 deduction for capital losses in excess of capital
gains. Corporations cannot deduct capital losses in excess of capital gains.
5
statutory tax rate for gains on property held for more than a year (“long-term”) is 20 percent
while the maximum personal statutory tax rate for other gains (“short-term”) is 39.6 percent.
Determining whether the favorable long-term tax rate applies to an individual’s sale is a
complex calculation. Shackelford (2000) shows that the distinction between long-term and
short-term capital gains tax rates only matters if during the taxable year, an individual realizes (i)
no more short-term capital losses than short-term capital gains and (ii) no more long-term capital
losses than long-term capital gains. If both conditions hold, then postponing one dollar of gain
until it qualifies as a long-term capital gain reduces total taxes by 19.6 cents (the short-term
capital gains tax rate of 39.6 percent less the long-term capital gains tax rate of 20 percent), using
current tax rates. Similarly, if both conditions hold, accelerating one dollar of loss so that it
avoids long-term capital loss treatment reduces total taxes by 19.6 cents. If either condition does
not hold (i.e., total short-term capital losses exceed total short-term capital gains or total long-
term capital losses exceed total long-term capital gains), then the same marginal tax rate applies
to a capital gain or loss, no matter whether it is long-term or short-term.
4
Table 1 details the marginal tax rates under various assumptions from 1978 to 1998. The
tests throughout this paper assume that the conditions and rates under column III apply, i.e., an
investor’s long-term capital gains equal or exceed long-term capital losses and short-term capital
gains equal or exceed short-term capital losses. To the extent this assumption is erroneous (and
4
To illustrate, assume (a) long-term capital gains exceed long-term capital losses, (b) short-term capital losses
exceed short-term capital gains, and (c) total (long plus short) capital gains exceed total (long plus short) capital
losses. To compute taxable gain or loss, long-term capital gains are netted against long-term capital losses and
short-term capital gains are netted against short-term capital losses. The resulting net long-term capital gains are
furthered reduced by the net short-term capital losses, leaving a single gain amount that is taxed at the preferential
long-term capital gains rate. Applying current rates, an additional dollar of long-term capital gains increases taxes
by 20 cents because long-term capital gains, after all nettings, have risen by one dollar. However, an additional
dollar of short-term capital gains also increases taxable income by 20 cents. The short-term gain reduces the amount
by which the short-term losses exceed the short-term gains. Since short-term losses (net of short-term gains) offset
long-term gains, an additional dollar of short-term capital gain increases net long-term capital gains by one dollar
and taxes by 20 cents.
6
certainly it is not true for many investors), we bias against rejecting the null hypothesis that taxes
do not matter.
Even if some individuals could benefit from the preferential long-term capital gains tax
rate by postponing (accelerating) the sale of appreciated (depreciated) stock, several additional
conditions must hold for the long-term capital gains tax rate differential to alter share prices.
Shackelford (2000) details the necessary conditions for a change in the capital gains tax rate
differential to affect share prices. With slight modification, the same conditions must hold for
static capital gains tax rates to affect equity values.
Briefly, the necessary conditions include the marginal investor being a compliant
individual who intends to sell in a taxable transaction. His investment horizon must approximate
the long-term holding period, which is currently one year. If his investment horizon is shorter,
then the differential will not affect behavior. All gains and losses will be subject to short-term
rates. If his investment horizon is longer, then the differential will not affect behavior. All gains
and losses will be subject to long-term rates.
The tests in this study are predicated on the marginal investor being an individual who
meets these conditions. To the extent this assumption is not true, we should fail to detect
variation in price-earnings relations across different spreads in long-term and short-term capital
gains tax rate regimes.
III. HYPOTHESIS DEVELOPMENT
This paper is guided by Shackelford and Verrecchia’s (1999) (hereafter, SV) analysis of
the impact of capital gains taxes on share price responses to public disclosures. Briefly, they
construct a three-period model with two investor groups and two assets. The groups are
7
identical, except that in the first period, each awaits a public disclosure, holding different weights
of a taxable risky asset and a riskless, tax-free asset. In the second period the disclosure occurs,
and investors rebalance their portfolio. In the third period the asset is liquidated, and the
investors consume. The short-term capital gains tax rate applies to gains in the second period,
and the tax-favored long-term capital gains tax rate applies to gains in the third period. SV
conclude that the declining tax rates applied to capital gains will induce some investors to
postpone sales from the second period to the third period. This tax-motivated restriction in
equity capital gives the appearance of prices overreacting to the public disclosure.
To understand the intuition behind SV’s analysis, assume a “good news” disclosure, i.e.,
one that causes the price of the risky asset to rise. If tax rates are constant (i.e., long-term capital
gains tax rates equal short-term capital gains tax rates), then risk-averse investors who own the
appreciated taxable risky asset will reduce the risk of an uncertain future by selling shares of the
risky asset. However, if tax rates are declining (i.e., long-term capital gains tax rates are less
than short-term capital gains tax rates), investors must choose between the reduced risk from
selling and the reduced taxes from postponing the sale. As a result, investors unwind less of
their positions at the disclosure than they would if rates were not declining. This equity shortage
causes prices to rise, assuming the demand for the firm is downward sloping. The price
appreciation is increasing in the spread between long-term and short-term capital tax rates.
Alternatively stated, individual investors price shares as though they will face long-term capital
gains tax treatment. To entice investors to sell before long-term qualification, buyers must
compensate sellers for the additional taxes arising from short-term treatment.
Conversely, if the disclosure is “bad” news and tax rates are declining, investors benefit
from accelerating their sales and generating tax-favored short-term capital losses. This results in
8
more selling than would be undertaken if tax rates were constant over time. Equity expands and
prices fall further. The price decline is increasing in the spread between long-term and short-
term capital tax rates. Alternatively stated, investors assume long-term capital loss treatment.
To garner favorable short-term capital loss treatment, sellers are willing to accept a lower sales
price. This leads to the first hypothesis, stated in alternative form:
H
1
: With a good (bad) news disclosure, a firm’s share price increases (decreases) in the
difference between short-term capital gains tax rates and long-term capital gains tax
rates.
In SV’s stylized setting, fair market value equals tax basis before the disclosure. Thus,
the disclosure provides the sole price movement and fully determines the taxable gain or loss. In
reality, the gain or loss when shares are sold following a disclosure depends on the price changes
created by both the disclosure and the stock’s performance since the investor acquired the shares.
If the share price appreciated before the disclosure, then selling at the disclosure triggers capital
gains taxes arising from that appreciation. If the stock has not been held for the requisite long-
term holding period, then the appreciation will be taxed as a disfavored short-term capital gain.
Thus, conditional on the disclosure, the greater the past stock appreciation, the greater the taxes
upon realization, and, assuming short-term capital gains, the greater the predicted stock price
increase at disclosure.
Conversely, if the share price depreciated before the disclosure, then selling at the
disclosure generates capital losses arising from depreciation before the disclosure. If the stock
has not been held for the requisite long-term holding period, then the depreciation will be taxed
as a tax-favored short-term capital loss. Thus, conditional on the disclosure, the greater the past
stock depreciation, the greater the tax savings upon realization, and, assuming short-term capital
9
losses, the greater the predicted stock price decrease at disclosure. Formally, the second
alternative hypothesis can be stated as:
H
2
: When a share is sold at disclosure, its price increases (decreases) in the incremental
taxes (tax savings) generated from the short-term capital gains (losses) on its past
price appreciation (depreciation).
To summarize, the first hypothesis states that tax incentives to defer selling following
good news (and accelerate selling following bad news) affects price responses to disclosures.
The second hypothesis adds that trading following a disclosure will be further impacted by the
firm’s past price performance. That is, selling appreciated (depreciated) stocks will trigger
taxable gains (losses), whether the disclosure is good or bad news.
IV. PRIMARY EMPIRICAL ANALYSIS
Research Equation
SV propose, but do not undertake, a test of their theory using stock price reactions around
the release of quarterly earnings announcements. To undertake such a test, we estimate equation
(1):
CAR UE PAST DRATE UE DRATE PAST DRATE
YEAR UE YEAR
it it it t it t it t
j t j
j
it t
j
it
= + + + + +
+ + +
==
b b b b b b
b b e
0 1 2 3 4 5
6 7
83
96
83
96
1
* *
* ( )
where:
CAR
it
= firm i’s three-day, cumulative, buy-and-hold abnormal return,
beginning on day t-1, where t is the day that earnings are announced;
UE
it
= reported quarterly earnings for firm i on day t less the median IBES
forecast within the 60 days preceding day t, scaled by firm i’s share
price at the end of the quarter including day t;
PAST
it
= the difference between firm i’s stock price at day t-1, adjusted for
stock splits and stock dividends, and its stock price at day t-n when n
is the number of days in the holding period on day t, divided by its
stock price at day t-n;
10
DRATE
t
= the maximum statutory short-term capital gains tax rate less the
maximum statutory long-term capital gains tax rate on day t;
YEAR
t
= categorical variable that equals one if day t is in year j, where j=1983
to 1996.
A positive coefficient on
*
DRATE
is consistent with the first alternative hypothesis, i.e.,
earnings response coefficients vary with the spread between short-term and long-term capital
gains tax rates. A positive coefficient on
PAST
*
DRATE
is consistent with the second
alternative hypothesis, i.e., tax implications associated with the prior price movements affect the
price response when earnings are released.
Sample
All 97,478 firm-quarters from 1983-1997 on CRSP, IBES, and Compustat’s industrial
annual, full coverage, and research files are examined. Firms are deleted from the final sample if
data are missing (1,338),
are zero (7,589), stock prices do not change over the holding
period (5,238), or earnings are negative (11,942).
5
The final sample includes 71,371
observations. Table 2 presents descriptive statistics and Pearson and Spearman correlation
coefficients for the regression variables.
5
By eliminating companies with zero
, we eliminate firms for which no price movement is anticipated. By
eliminating companies with zero
PAST
, we reduce the risk that our sample includes firms that are inefficiently
priced because of thin markets. We drop loss firms because Hayn (1995) documents that earnings response
coefficients are significantly different between profitable and loss firms. Results, however, are qualitatively
unaltered if these screens are ignored.
11
Explanatory variables
and
YEAR
A positive regression coefficient estimate is anticipated on
, consistent with the well-
documented positive correlation between abnormal returns and unexpected earnings.
6
Besides
its interaction with
DRATE
, which provides one of the two variables of interest,
is also
interacted with a yearly indicator variable (
YEAR
). The year interaction is intended to control
for a steady increase in earnings response coefficients during the investigation period, as
documented in McKeown and Raedy (2000).
YEAR
also is separately included in the regression
to control for any other possible sources of variation across years.
PAST
Past price performance is measured as the percentage change in stock prices during the
previous six, 12 or 18 months. The applicable duration depends on the long-term capital gains
holding period at the time of the earnings release. Table 1 shows the holding period during the
investigation period. We assume the holding period is one year for all days, except June 23,
1985 through June 30, 1988, when it is six months, and July 29, 1997 through December 31,
1997, when it is 18 months.
7
6
Extreme values of
are winsorized at the 1 percent and 99 percent levels.
7
Throughout the investigation period, the long-term capital gains holding period is determined by the date of sale
with one exception. The holding period is six months for assets purchased after June 22, 1984 and before January 1,
1988. Therefore, it is unclear whether investments sold from December 24, 1984 through June 22, 1985 face the
new six-month holding period or the prior 12-month holding period. We assume a 12-month holding period;
however, results are qualitatively insensitive to assuming a 6-month holding period. Similarly, sales during the first
half of 1988 may have faced either a six-month holding period or a 12-month holding period. Because no sale
during the first half of 1988 could have qualified for long-term treatment unless it had been purchased before 1988
and thus faced a six-month holding period, we assume a six-month holding period for all sales in the first half of
1988. Note that during the second half of 1988, no investments shifted from short-term to long-term status. Assets
purchased in 1988 faced a 12-month holding period, which could not lapse until 1989. Assets purchased before
1988 had already qualified for long-term treatment by July 1, 1988. This apparent measurement problem is
diminished in this study because the rate differential during 1988 was zero. However, to ensure that this unusual
12
This duration is selected because the difference between long-term and short-term rates is
most relevant for investors who are near long-term qualification at disclosure. Thus,
PAST
is
computed as though the marginal investor is an individual who has held the stock for precisely
one day less than necessary to obtain long-term capital gains tax treatment. Such an individual
would have the greatest incentive to postpone a sale and receive long-term capital gains tax
treatment or to accelerate a sale and receive short-term capital loss tax treatment.
We expect the coefficient on
PAST
will be positive for at least two reasons. First,
Jegadeesh and Titman (1993), Bernard, Thomas and Wahlen (1998) and Raedy (2000), among
others, show that stocks that experience short-term positive (negative) returns will continue to
experience positive (negative) returns for the next few quarters. To the extent such price
momentum exists, a positive relation is expected between price movements in the three-day
window around the earnings announcements and price movements in the preceding holding
period.
Second, to the extent prices have risen during the holding period, tax costs associated
with selling have increased, even for investors unaffected by the long-term/short-term capital
gains tax tradeoffs investigated in this paper. For example, when prices are rising, an individual
who has held shares for more than the long-term holding period faces increasing long-term
capital gains taxes. Thus, he demands additional compensation to cover the additional taxes,
potentially resulting in a seller’s strike and further price increases. Although different from the
tax effect examined here, this price pressure from this “lock-in” effect may induce a positive
coefficient on
PAST
. For these two reasons, we include
PAST
as a separate explanatory
period does not affect our analysis, we reestimate the regression equation, excluding the second half of 1988.
Inferences are qualitatively unaltered.
13
variable, ensuring that these potential effects do not impact the interpretation of the variables of
interest.
8
DRATE
The ideal tax measure would capture the change in capital gains taxes, if any, that
individual shareholders encounter if they sold shares at the disclosure date rather than in the
future when the long-term rate applies. Unfortunately, we cannot observe individual investors’
marginal tax rates, holding periods, or total portfolio of realized gains and losses, all of which are
necessary to compute the ideal tax measure.
Instead we employ a cruder measure, the difference in short-term capital gains tax rates
and the long-term capital gains tax rates at disclosure, assuming long-term capital gains equal or
exceed long-term capital losses and short-term capital gains equal or exceed short-term capital
losses. Using the spreads for this assumption in Table 1, column III,
DRATE
is 30 from 1983-
1987, 10.5 in 1987, 0 from 1988-1990, 3 from 1991-1992, 11.6 from 1993 to May 6, 1997, and
19.6 since then. No prediction is advanced for the coefficient on
DRATE
, when it is included
separately in the regression. The sole purpose for its inclusion is to ensure that any unspecified
variation in
DRATE
does not affect the interpretation of the interaction coefficients.
9
The variables of primary interest in this study are
DRATE
interacted with
and
PAST
. Both interaction coefficients are predicted to be positive.
8
Inferences concerning the sign and overall significance of the variables of interest are unchanged if
PAST
is
excluded from the regression. However, the coefficient on
PAST
*
DRATE
, one of the two variables of
interest, becomes much larger and more significant if
PAST
is dropped.
9
Inferences are unchanged if
DRATE
is excluded from the regression.
14
Results
Table 3, column A presents estimated coefficients from the ordinary least squares
regression using the quarterly earnings announcement sample (year intercepts and their
interaction with unexpected earnings are not tabulated).
10
The findings are consistent with
individual investors’ capital gains taxes affecting share price responses to earnings
announcements. The results suggest that the large body of accounting research that examines
share price reactions to financial reporting disclosures may omit an important price determinant,
shareholders’ capital gains taxes.
As predicted, the coefficients on both interactions are positive, consistent with share
prices increasing in capital gains taxes. Review of the other coefficients reveals that the
coefficients on
and
PAST
are positive, as expected. The coefficient on
DRATE
, for
which no prediction is offered, is not significantly different from zero.
The coefficient on
*
DRATE
is significantly greater than zero at the 0.05 level, using
a one-tailed test. The economic significance implied by the coefficient is non-trivial. A one
standard deviation increase in
*
DRATE
increases three-day cumulative abnormal returns by
0.21 percentage points (18 percent annualized) or a 71 percent increase in returns for the mean
firm.
11
In other words, conditional on the price implications of altering
,
DRATE
or any
10
The empirical results do not appear to suffer from cross-sectional dependence for two reasons. First, by
examining returns from three-day windows, we avoid the cross-sectional dependence problems typically associated
with long windows, such as one quarter or one year (Bernard 1987). Second, cross-sectional dependence problems
typically cluster in intra-industry analysis as opposed to inter-industry analysis (Bernard 1987). The sample in this
study includes 262 three-digit SICs; only six of which represent more than 2% of the sample. Furthermore, when
we exclude firms that announce earnings on the same day as three or more firms in their three-digit SIC, leaving
60,642 observations, results are qualitatively unchanged. On the other hand, multicollinearity, which exists between
DRATE
and the year indicator variables (e.g., multiple variance inflation factors exceed 10 and the condition
index is 24), may be a serious econometric problem, inflating standard errors and biasing against rejecting the null
hypothesis that taxes do not matter. To address the stability of the regression coefficients, we reestimate the model,
dropping
DRATE
. Results are qualitatively unaltered. Finally, we control for nonlinearities in the return-
earnings relation using the approach in Lipe, Bryant and Widener (1998). Again, conclusions are unchanged.
11
0.21 percentage points are the product of
RATE
*
’s standard deviation of 0.00145 and its regression
coefficient estimate of 1.475. 71 percent is the 0.21 percentage points divided by the mean
CAR
of 0.003.
15
other explanatory variable, a one standard deviation increase in the interaction enhances equity
returns by 71 percent.
This finding is consistent with individual investors demanding compensation for the
additional short-term capital gains (or reduced short-term capital losses) created by good news
disclosures. Likewise, it is also consistent with individual investors accepting lower share prices
to garner the additional short-term capital losses (or reduced short-term capital gains) created by
bad news disclosures.
The coefficient on
PAST
*
DRATE
is significantly greater than zero at the 0.001 level.
Using the same computation as above, a one standard deviation increase in
PAST
*
DRATE
increases three-day cumulative abnormal returns by 0.13 percentage points (11 percent
annualized) or a 45 percent increase in returns for the mean firm. This finding is consistent with
buyers compensating individuals for the short-term capital gains that they incur on the
appreciation in their shares before the earnings announcement. It also is consistent with
individuals accepting less compensation because they enjoy favorable short-term capital losses
on the sale of depreciated shares.
Sensitivity Tests
The results are robust to several sensitivity tests. First, to test the robustness of the
PAST
*
DRATE
results, we segregate the sample into three periods based on the spread
between short-term and long-term capital gains tax rates (see Table 1, column III): (a) when the
spread is zero or three (1988-1992), (b) when the spread is greater than 10 and less than 20
(1987, 1993-1997), and (c) when the spread is 30 (1983-1986). The regression is then estimated
separately for each period with only two explanatory variables,
and
PAST
.
16
If price responses vary with past prior performance, we would expect the coefficients on
PAST
to be increasing in the long-term capital gains tax differential. Consistent with this
prediction, we find that the coefficient on
PAST
is largest when the spread is 30. It is double
the smallest coefficient, which occurs when the spread is zero or three. Unfortunately, the
increase in earnings response coefficients over the investigation period prevents repeating this
robustness check for the
*
DRATE
result.
Second, to ensure that the results are not solely driven by the three years when short-term
rates equal long-term rates (1988 to 1990), we reestimated equation (1) without those years.
Conclusions are qualitatively unaltered. Third, during the fourth quarter of 1986, extraordinary
levels of capital gains were realized in anticipation of the 1987 increase in long-term capital
gains tax rates. When earnings releases in the fourth quarter of 1986 are excluded from the
study, inferences are qualitatively unaltered.
Fourth, an individual’s marginal tax rate for capital gains and losses is determined
annually. Thus, tax planning could become more precise as individuals near year-end.
However, we find no such evidence. Inferences are qualitatively unchanged when disclosures in
December are deleted from the study and when disclosures in October, November, and
December are deleted from the study.
V. ADDITIONAL EMPIRICAL ANALYSES
The remainder of the paper extends the analysis of capital gains taxes and equity pricing
in four directions. First, to mitigate any concerns that earnings announcements release
unspecified information that the earlier tests might misconstrue as capital gains tax effects, we
replicate the tests in a different disclosure settingwhen stocks are added to the Standard &
17
Poor’s 500. Second, we test whether capital gains tax effects are detected in trading volume
around earnings announcements. In both extensions, we find capital gains tax effects related to
past price performance, but not the information from the disclosure.
Third, we test whether companies held predominantly by individuals are marked by more
pronounced capital gains tax effects. We find limited evidence that results vary with ownership
structure, however, this test is hampered by an inability to measure individual ownership
precisely. Finally, we test whether prices revert back to their original levels in the days
following the earnings announcement or inclusion in the S&P 500. Some price reversion is
detected.
Standard & Poor’s 500 Additions
One possible explanation for the findings is that earnings announcements release
unspecified information that this study mischaracterizes as capital gains tax effects. To address
this concern, we repeat the analysis with a different public disclosure, the announcement that a
firm will be added to the S&P 500.
This is a particularly attractive setting for conducting a robustness check for at least three
reasons. First, the announcement provides no information about the taxes of the firm or its
shareholders. In fact, many studies of S&P 500 additions are motivated by an assumed absence
of any information, tax or otherwise (e.g., Harris and Gurel 1986 and Shleifer 1986). Second,
S&P 500 firms should be among the most efficiently priced in the world. They are the largest
U.S. companies, publicly-traded, and closely followed by many analysts. Third, non-individuals
(particularly institutions) have large stockholdings in these firms. The impact of individual
taxation of capital gains and losses should be less for these companies than others.
18
Because S&P 500 index funds commit to investing in such firms, overall demand should
increase when Standard & Poor’s announces that it is adding a firm to the index, consistent with
Harris and Gurel (1986) and Shleifer (1986).
12
An increase in demand should boost share prices,
i.e., joining the index should be good news. If the difference in short-term and long-term capital
gains tax rates affects equity values, then stock price changes should reflect the compensation
that index funds provide individual investors to entice them to sell at the tax-disfavored short-
term capital gains tax rate.
To test whether capital gains tax incentives affect price responses to inclusion in the S&P
500, we reestimate equation (1) with two modifications. First, consistent with Shleifer’s (1986)
S&P 500 study, the dependent variable is firm i’s five-day, cumulative, buy-and-hold abnormal
returns, beginning on day t, where t is the first trading day following the announcement.
Because the S&P announces additions to the index after the market closes, we begin our
computation of cumulative abnormal returns on the following day. Abnormal returns range from
27 percent to 34 percent with a mean and median of 4 percent.
Second, unexpected earnings (
) is replaced with a measure of the demand by index
funds for a firm when it joins the S&P 500.
JOIN
is the percentage of equity mutual fund assets
Money (April 1999, p.102).
13
Consistent with a dramatic increase in the number and holdings of S&P 500 index funds during
the investigation period,
JOIN
increases steadily from 0.2 percent in 1978 to 6.5 percent in
12
In theory, deletions from the S&P 500 should have the opposite effect. However, most deletions concern unusual
transactions, such as mergers, acquisitions, bankruptcy, or other liquidations. Thus, consistent with prior studies, we
restrict the analysis to additions.
13
Results are qualitatively unaltered if alternative measures of price pressure from index funds are used, including
Vanguard’s number of index funds, Vanguard’s percentage of assets in index funds, and natural logarithm of
Vanguard’s index fund assets, all as reported in Bogle (1999).
19
1998. The percentage decreased in only two years, 1983 and 1986.
14
As index funds have
become more active in the equity markets, the price pressure from joining the S&P 500 should
have increased accordingly. Therefore, a positive coefficient is expected on
JOIN
when it is
included as a separate regressor, indicating increased upward price pressure in recent years,
ignoring any tax effects.
All other variables remain unaltered. The variables of interest remain two interactions,
JOIN
*
DRATE
and
PAST
*
DRATE
. Coefficients on both are expected to be positive.
We purchased from Standard & Poor’s a list of the 473 firms added to the S&P 500 from
January 1, 1978 to December 31, 1998. From the Standard & Poor’s list, we delete 62 additions
attributable to restructurings of existing S&P 500 firms and 12 additions for which data are
missing. The final sample includes 399 S&P 500 additions. Four firms are included twice in the
sample. Annual additions range from 6 in 1992 to 33 in 1998. Before 1990, S&P 500
announcement and addition dates were identical. Since 1990, the announcement has preceded
the addition by seven days, on average, but the lapse has been as great as 100 days. Table 4
presents descriptive statistics and Pearson and Spearman correlation coefficients for the
regression variables used in the S&P 500 tests.
Table 3, column B presents the regression coefficient estimates from estimating equation
(1) for the S&P additions. Contrary to expectations, the coefficient on
JOIN
*
DRATE
is
negative, though not significantly different from zero. This finding provides no evidence that
individual investors demand compensation for the additional short-term capital gains created by
14
The steady increase in
JOIN
creates extreme multicollinearity, which we address by dropping the year indicator
variables from the model. Consequently, besides capturing the intended increase in demand from S&P 500 index
funds over time, the coefficient on
JOIN
may capture other unspecified intertemporal changes. The other
intertemporal institutional change that we are aware is that before 1990 announcements coincided with additions to
the index. Now announcements precede additions by several days.
20
the price increase from joining the index.
Consistent with predictions, the coefficient on
PAST
*
DRATE
is positive and
significant at the 0.01 level. A one standard deviation increase in
PAST
*
DRATE
boosts five-
day cumulative abnormal returns by 1.2 percentage points (60 percent annualized) or a 27
percent increase in returns for the mean firm. This finding is consistent with buyers
compensating individuals for the short-term capital gains that they incur on the appreciation in
their shares before the disclosure. It also is consistent with individuals accepting less
compensation because they enjoy favorable short-term capital losses on the sale of depreciated
shares. In either case, the results imply that individual investors’ capital gains taxes affect prices
when firms join the S&P 500 index.
15
Review of the other coefficients reveals that the intercept is positive, indicating a general
price increase when a firm enters the S&P 500. As predicted, the coefficient on
JOIN
also is
positive, consistent with the price pressure increasing as index funds have grown. Contrary to
expectations, the coefficient on
PAST
is negative.
16
The coefficient on
RATE
, for which no
prediction is offered, is not significantly different from zero. Results are uniformly robust to
sensitivity tests similar to those conducted for the earnings announcements tests.
15
One possible reason why the results for the past price performance are stronger than the results for the response to
joining the index is that past price movements are larger and more important from a tax perspective than the price
movements at announcement. Theoretically, if capital gains tax rate differentials affect stock prices, then price
movements created from both the announcement and the past should affect share responses. However, except under
the most unusual conditions, a single disclosure will not move prices as much as the cumulative effect of the
previous six to eighteen months of trading. Thus, the tax effect from the past appreciation or depreciation likely
dominates the tax effects from the immediate disclosure.
16
One reason why the coefficient on
PAST
could be negative is leakage associated with S&P additions in the
earlier years of the investigation period. As discussed above, before 1990, the S&P added firms on the day of the
announcement. Reportedly, investors speculated about future additions to the index (New York Times, May 21,
1986). If so, the
PAST
measurement period may include price increases attributable to speculation about a firm
joining the index. Consistent with this explanation,
PAST
is not significantly different from zero if the
PAST
measurement period concludes one month preceding the S&P 500 announcement or if years before 1990
are excluded from the study. Of more relevance to this study, inferences on the interactive variables of interest hold
under these alternative specifications.
21
This S&P 500 extension confirms that the price determinant captured in the
PAST
*
DRATE
coefficient is not unique to earnings releases. The results show that share
prices are increasing (decreasing) around both earnings announcements and S&P 500 additions
in years when the spread between long-term and short-term rates is greatest for firms with the
most appreciation (depreciation) during the previous six to 18 months. Unable to identify any
other reason for this relation, we conclude that this determinant is the impact of the long-term
capital gains tax differential.
Trading Volume around Earnings Announcements
The next extension shifts from stock return analysis to trading volume analysis. SV
predict that differential capital gains tax rates cause trading volume to move inversely with
prices. That is, individual shareholders respond to good news by withdrawing from the equity
markets to await long-term treatment, causing prices to rise. Thus, trading volume decreases
create price increases. Likewise, bad news creates incentives to sell and realize short-term
capital losses. Thus, trading volume increases create price decreases.
Suppose tax-exempt organizations, tax-deferred pension plans, individuals’ whose shares
already qualify for long-term capital gains treatment, foreign investors, and others unaffected by
long-term capital gains differentials can fully supply the shares to meet demand when earnings
are released. Then sellers will not face incremental short-term capital gains, and the above
results apparently relate to some other unspecified price determinant. Conversely, if sellers do
face incremental short-term capital gains taxes (i.e., long-term capital gains tax differentials
matter to the marginal investor), then trading volume should vary as SV predict. In other words,
22
trading volume is another venue for testing whether spreads in long-term and short-term capital
gains taxes affect the equity markets.
To test whether capital gains tax incentives affect trading volume when earnings are
announced, we reestimate equation (1) substituting abnormal volume (
AV
it
) as the dependent
variable. Abnormal volume is the firm i’s average volume over days t-1, t, and t+1 less the
median volume for the 100 days preceding day t-1, where volume is trading volume divided by
shares outstanding. Mean (median) abnormal volume is 0.004 (0.001) with a standard deviation
of 0.011 (Table 2, panel A).
17
The variables of interest remain the interactions with the long-
term differential rate,
*
DRATE
and
PAST
*
DRATE
. However, these coefficients are
now predicted to be negative.
Table 3, column C presents estimated coefficients from the trading volume regression.
18
As in the S&P 500 extension, the coefficient on
*
DRATE
has the wrong sign, though not
significantly different from zero. This result provides no evidence to support capital gains taxes
affecting trading volume.
On the other hand, as predicted, the coefficient on
PAST
*
DRATE
is negative and
significantly less than zero at the 0.001 level. This finding is consistent with individual holders
of appreciated (depreciated) stock restricting (expanding) the supply of equity more in years with
larger long-term capital gains tax differentials. Economic significance, however, is modest. A
one standard deviation increase in
PAST
*
DRATE
increases three-day cumulative abnormal
volume by 8 percent for the mean firm. Results are robust to the sensitivity tests conducted
using returns.
17
Conclusions are unchanged if abnormal volume is winsorized at the 1 percent and 99 percent levels.
18
To test whether asymmetric volume responses to price increases versus price decreases (Karpoff, 1987, Bamber
and Cheon, 1995) affect the conclusions in this paper, a categorical variable indicating the sign of the three-day raw
return surrounding the earnings announcement is added as an explanatory variable. Inferences are unaltered.
23
The capital gains tax incentives examined in this paper should not affect trading volume
around S&P 500 additions because index funds must acquire shares and will bid up the price
until shares trade. Thus, we predict that S&P 500 additions increase trading volume, but that
volume does not vary for tax reasons. Consistent with this prediction, when we reestimate the
trading volume equation using S&P 500 additions, trading volume increases with the growth of
index funds (the coefficient on
JOIN
is positive and significant with a t-statistic of 2.4), but the
coefficients on the interactions are not significantly different from zero. Table 3, column C
shows the coefficient on
*
DRATE
is 0.005 (t -statistic of 1.15). The coefficient on
PAST
*
DRATE
is 0.002 (t-statistic of 0.26).
Individual Ownership
The third extension evaluates another SV prediction. SV show that the tax-motivated
response to disclosures should be greatest among companies held by individual investors subject
to differential capital gains tax rates. Unfortunately, determining the extent to which individuals
hold taxable shares is problematic. The capital gains and losses on individuals’ tax returns are
affected by many investments, including personal holdings, street-name holdings, trusts, mutual
funds, partnerships, S corporations, limited liability corporations, and other entities that pass-
through taxable gains and losses. Individuals also hold shares through many accounts that are
unaffected by the long-term rate differential, such as closely-held C corporations, individual
retirement accounts, 401(k) retirement accounts, and other defined contribution plans.
Because publicly available data lack sufficient detail for us to identify taxable individual
shareholdings with precision, we resort to a categorical variable from Spectrum.
IND
equals
one if 75 percent of firm i’s shares on day t are owned by non-institutions and zero otherwise.
24
IND
is interacted with all of the other explanatory variables, except the year indicator variables.
Including
IND
and its interactions modifies the original regression equation as follows:
CAR UE PAST DRATE UE DRATE PAST DRATE
YEAR UE YEAR IND IND UE
IND PAST IND DRATE IND UE DRATE
IND PAST DRATE
it it it t it t it t
j t j
j
it t
j
it it it
it it it t it it t
it it t it
= + + + + +
+ + + +
+ + +
+ +
==
b b b b b b
b b b b
b b b
b e
0 1 2 3 4 5
6 7
83
96
83
96
8 9
9 10 11
12
2
* *
* *
* * * *
* * ( )
Positive coefficients on
b
11
and
b
12
will be interpreted as evidence that capital gain taxes affect
prices more in companies held mostly by individuals.
Table 5 reports selected regression coefficients from estimating equation (2). When the
dependent variable is cumulative abnormal returns around earnings announcements,
b
11
, the
coefficient on
IND
UE
DRATE
*
*
is positive and weakly significant (t-statistic of 1.7). This is
consistent with the cumulative abnormal returns around earnings releases increasing more in
unexpected earnings when the long-term capital gains tax differential is largest and the firm is
mostly owned by individuals. Conversely,
b
12
, the coefficient on
IND
PAST
DRATE
*
*
, is
negative, providing no evidence that this relation holds for past stock performance.
When the abnormal returns around S&P 500 additions are examined,
b
11
is again
positive and significant (t-statistic of 2.0), further evidence that the tax-induced response to the
disclosure is greatest in companies controlled by individuals.
b
12
is positive, but not
significantly different from zero.
When the dependent variable is abnormal volume, the pattern reverses. The sign of
b
11
,
the coefficient on
IND
UE
DRATE
*
*
, is now contrary to expectations. Conversely,
b
12
, the
coefficient on
IND
PAST
DRATE
*
*
, is now significant (t-statistic of -2.0) in the predicted
25
direction (negative). The
b
12
result is consistent with trading volume around earnings releases
increasing more in the incremental taxes from past performance for firms held mostly by
individuals.
In summary, we find mixed support for individual ownership affecting the capital gains
tax influence on price and volume around public disclosures. Measurement error likely weakens
the power of these tests. For instance, Spectrum classifies taxable individual mutual fund
accounts as institutional holdings. Thus, in an attempt to identify a more precise measure, we
conducted additional tests using a Spectrum’s indicator variable equaling one when individuals
and mutual funds combined control at least 75 percent of the shares. Results remain murky.
Likewise, we used a firm’s dividend yield, which should be inversely related to taxable
individual ownership. It also produces conflicting results.
Price Reversion
SV are silent on whether the price changes at the time of public disclosure are permanent
or temporary. However, if prices move because capital gains taxes create a temporary shortage
(or excess) of sellers, then prices should revert back to original levels at some point. The
problem in constructing a test of price reversion is determining when reversion should be
expected. Because we are unable to specify how quickly investors unaffected by long-term
capital gains rate differentials can reestablish prices at their original level, we assert no
hypothesis about price reversion and are cautious to infer price reversions from the data.
Nevertheless, an examination of post-disclosure abnormal returns produces regression coefficient
estimates consistent with at least some price reversion in the days following the disclosure.
26
Table 6 reports results for the price reversion tests. For earnings releases, we reestimate
equation (1), substituting three-day cumulative abnormal returns for the days immediately
following the period examined above, i.e., days t+2 through t+4. All other variables are retained
and measured identically. If price reversion occurs, we would expect the coefficients on the
interactions (
*
DRATE
and
PAST
*
DRATE
) to be of opposite sign from the original
regression, i.e., negative.
Consistent with a rebound, column A’s coefficient on
*
DRATE
is negative and
significant at 0.01. The regression coefficient estimate is slightly larger than the coefficient from
the original model, implying that price fully rebounds from this effect in three days. However,
by the sixth post-announcement date, cumulative abnormal returns associated with the
coefficient on
*
DRATE
are no longer significantly less than zero at the 10 percent level.
They remain insignificant at the end of the first ten post-announcement period trading days
(column B). In other words, it appears that prices fully rebound within three days from the
*
DRATE
price effect and then stabilize.
Conversely, column A’s coefficient on
PAST
*
DRATE
is positive after three post-
disclosure trading days. This is not consistent with an immediate price rebound. However, an
analysis of daily, noncumulative returns reveals that for five of the next seven days, the
coefficient is negative. In fact, the coefficient on
PAST
*
DRATE
for days t+5 through t+7 is
significantly less than zero, consistent with a delayed price reversion. Column B shows that the
coefficient on
PAST
*
DRATE
for the 10 days following the disclosure period is negative
(-0.008), though not significant at conventional levels (t-statistic of 1.1). Thus, it appears that
price reversion from the
PAST
*
DRATE
effect is limited and lags the reversion from the
*
DRATE
effect.
27
For S&P 500 additions, we substitute five-day cumulative abnormal returns for the days
immediately following the period examined above, i.e., days t+5 through t+9. All other variables
are retained and measured identically. If price reversion occurs, we would expect the coefficient
on
PAST
*
DRATE
to be of the opposite sign from the original regression, i.e., negative.
19
Column C shows that the coefficient on
PAST
*
DRATE
is negative, as predicted, and
significant at the 0.05 level using a one-tailed test. The coefficient estimate is roughly half its
value in the original regression, suggesting that prices revert after five days to about half the
original level. Additional analysis of days t+10 through t+14 reveals no further price reversion
associated with
PAST
*
DRATE
. Column D adds that the coefficient on
PAST
*
DRATE
for
the ten trading days following the post-announcement period is not significantly different from
zero.
VI. CLOSING REMARKS
This paper produces evidence consistent with the difference between long-term and
short-term capital gains tax rates affecting stock prices around public disclosures. Specifically,
we find that price responses to quarterly earnings releases are increasing in the additional taxes
that investors would pay under short-term capital gains tax treatment. Similar findings related to
the firm’s past price performance are detected for returns around a firm’s addition to the S&P
500 and for trading volume around earnings announcements.
The strongest results throughout the analysis generally come from the interaction
PAST
*
DRATE
. We conclude that the results are generally consistent with individual
investors demanding compensation for the incremental taxes created by selling appreciated
19
No price reversion is expected for the coefficient on
JOIN
*
DRATE
because this interaction is not significant
during the disclosure period.
28
shares before they qualify for long-term treatment. The findings also are consistent with
individuals accepting reduced prices on depreciated shares because they trigger favorable short-
term capital losses.
The primary contribution of this study is its documentation that capital gains taxes affect
share prices around earnings announcements. Unlike prior studies that have focused on price
reactions in settings where shareholder taxes might be unusually salient (e.g., tax law changes,
turn-of-the-year trading, or tax-sensitive transactions), this study finds the imprint of capital
gains taxes in more generalized settings. This paper documents a pervasiveness to the
capitalization of capital gains taxes that previous studies could not infer.
The findings in this study should interest scholars and practitioners interested in both firm
valuation and taxation. In addition, the findings should contribute to ongoing policy debates
about capital gains tax policy, one of the least stable and most controversial aspects of the tax
law. For example, the results are suggestive about the lock-in effect. Among other implications,
the lock-in effect gives investors an incentive to avoid long-term capital gains by holding stocks
until death. The results in this paper would suggest that some investors may demand
compensation for long-term capital gains taxes as enticement to sell shares before death.
Two directions for future research seem promising. First, this study’s inability to find
less ambiguous tax responses for companies held by individuals is troubling. Although
measurement error most likely accounts for the failure to reject the null hypothesis, finding
variation by shareholder-types would greatly strengthen our confidence in the conclusions drawn
from this study.
Second, this study shows that capital gains taxes affect trading even when disclosures are
not about taxes. A next step is to extend this study to investigate trading in settings where no
29
firm-specific information is being disclosed. Individuals face capital gains or losses with every
trade. Each day a steady flow of shares qualifies for favorable long-term capital gains tax
treatment at every firm. Learning whether capital gains tax effects can be detected in normal
daily trading would be an important extension to the emerging literature linking equity prices and
shareholder taxes.
Finally, this paper contributes to the growing documentation that investor-level taxes
affect stock prices (Guenther and Willenborg 1999; Collins and Kemsley 2000; Lang and
Shackelford 2000; among others). These findings are important, partly because they are
inconsistent with an assumption underpinning the prominent valuation models in accounting
research (e.g., Edwards-Bell-Ohlson’s residual income valuation, discounted cash flows or
dividends, capital asset pricing models, arbitrage pricing models). Typically these theoretical
models and the empirical tests that rely on them ignore shareholder taxes. The recent findings, to
which this paper contributes, suggest that shareholder taxes may be an important factor in equity
valuation. Similarly, these findings may imply that accounting courses, such as financial
statement analysis, and popular valuation texts (e.g., Palepu, Bernard and Healy, 1996) should
consider incorporating investor-level taxes in their analyzes.
30
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34
Table 1
Change in Marginal Tax Rate for an Individual Investor in Highest Statutory Tax Rate when Stock Qualifies for Long-term Treatment
(adapted from Shackelford, 2000)
I II III IV V
Date of Sale
Holding
Period
Statutory tax
rate
Short-term
Gain (STG) or
Loss (STL)
(A)
Statutory tax
rate
Long-term
Gain (LTG)
(B)
Effective tax
rate
Long-term
Loss (LTL)
a
(C)
Change in
marginal tax rate
when stock goes
long-term if
LTG$LTL &
STG$STL
(A)(B)
Change in
marginal tax rate
when stock goes
long-term if
LTG#LTL &
STG#STL
b
(A)(C)
Change in
marginal tax rate
when stock goes
long-term for all
other combos of
LTG, LTL,
STG, & STL
1/1/7810/31/78 12 70 35 35 35 35 0
11/1/7812/31/81 12 70 28 35 42 35 0
1/1/8212/23/84 12 50 20 25 30 25 0
12/24/846/22/85 6 or 12
c
50 20 25 30 25 0
6/23/8512/31/86 6 50 20 25 30 25 0
1987 6 38.5 28 38.5 10.5 0 0
1/1/881/1/89 6 or 12
d
28 28 28 0 0 0
1/2/8912/31/90 12 28 28 28 0 0 0
19911992 12 31 28 31 3 0 0
1/1/935/6/97 12 39.6 28 39.6 11.6 0 0
5/7/977/28/97 12 39.6 20 39.6 19.6 0 0
7-29-9712-31-97 18 39.6 20
e
39.6 19.6 0 0
1998 12 39.6 20 39.6 19.6 0 0
a
The effective rate for long-term losses is the statutory rate in all years except before 1987, when only half of net long-term capital losses could be deducted.
Thus, in those years, the effective rate is half of the statutory rate.
b
The maximum annual capital loss deduction for individuals is $3000 in all years. Additional capital losses are carried forward indefinitely. Thus, if total capital
losses less total capital gains exceed the annual limit, the marginal rate is reduced, depending on the carryforward utilization period and altered depending on
the applicable rate in the year of utilization.
c
The holding period shifted from 12 to 6 months, effective for assets purchased after June 22, 1984. Thus, the holding period for property sold during this time
period varied depending on the acquisition date.
d
The holding period shifted from 6 to 12 months, effective for assets purchased after December 31, 1987. Thus, the holding period for property sold during this
time period varied depending on the acquisition date.
e
The long-term tax rate on property held mo re than 12 months, but less than 18 months, was 28 percent.
35
TABLE 2
Quarterly Earnings Announcements
n=71,371; 1983-1997
Panel A: Descriptive Statistics
Mean std dev 1% 25% median 75% 99%
CAR
0.003 0.060 -0.168 -0.024 0.001 0.029 0.181
AV
0.004 0.011 -0.003 0.000 0.001 0.004 0.045
0.001 0.009 -0.028 -0.002 0.000 0.002 0.045
PAST
0.18 0.52 -0.59 -0.09 0.10 0.33 2.07
DRATE
0.11 0.10 0 0.03 0.12 0.12 0.30
*
DRATE
0.00007 0.00145 -0.00377 -0.00008 0 0.00015 0.00523
PAST
*
DRATE
0.017 0.061 -0.097 -0.003 0.001 0.029 0.237
Panel B: Pearson (Spearman) Correlation Coefficients above (below) diagonal
CAR
AV
PAST
DRATE
*
DRATE
PAST
*
DRATE
CAR
-0.02 0.17 0.12 -0.02 0.09 0.10
AV
0.09 0.02 0.15 -0.01 0.01 0.12
0.24 0.07 0.09 0.02 0.70 0.07
PAST
0.12 0.12 0.19 -0.04 0.04 0.79
DRATE
-0.01 0.03 0.01 0.02 0.05 0.14
*
DRATE
0.21 0.07 0.83 0.18 0.08 0.07
PAST
*
DRATE
0.10 0.09 0.16 0.84 0.19 0.21
CAR
it
is firm i’s three-day, cumulative, buy-and-hold abnormal return, beginning on day t-1, where t is the day earnings are announced;
AV
it
is firm i’s
average volume over days t-1, t, and t+1 less the median volume for the 100 days preceding day t-1;
UE
it
is the announced quarterly earnings for firm i on day t
less the median IBES forecast within the 60 days before the earnings announcement, scaled by the share price at the end of the quarter for which earnings are
released;
PAST
it
is the difference between firm i’s stock price at day t-1, adjusted for stock splits and stock dividends, and its stock price at day t-n when n is
the number of days in the holding period on day t, divided by its stock price at day t-n;
DRATE
t
is the maximum statutory short-term capital gains tax rate less
the maximum statutory long-term capital gains tax rate on day t.
36
TABLE 3
Price and volume responses to public disclosures
Ordinary least squares regression coefficient estimates (t-statistics)
Dependent Variable
Abnormal Returns Abnormal Volume
A B C D
Explanatory
Variables
prediction
Earnings
Announcement
S&P 500
Addition
prediction
Earnings
Announcement
prediction
S&P 500
Addition
Intercept
-0.002
(-1.0)
0.034
(2.6)
0.005
(15.4)
0.003
(1.4)
2.518
(9.8)
0.097
(2.1)
JOIN
0.010
(1.7)
0.002
(2.4)
PAST
0.009
(12.0)
-0.020
(-1.9)
0.003
(25.4)
0.002
(1.2)
DRATE
0.001
(0.1)
-0.024
(-0.6)
-0.001
(-0.4)
-0.005
(-0.8)
*
DRATE
(+)
1.475
(1.7)
(-)
0.195
(1.3)
JOIN
*
DRATE
(+)
-0.022
(-0.8)
(?)
0.005
(1.2)
PAST
*
DRATE
(+)
0.022
(3.4)
0.100
(2.5)
(-)
-0.005
(-4.3)
(?)
-0.002
(-0.3)
adj. R
2
0.05 0.06
0.03
0.04
n
71,371 399
71,371
399
For earnings announcement tests, the dependent variable is
CAR
it
, firm i’s three-day, cumulative, buy-and-hold abnormal
return, beginning on day t-1, where t is the day earnings are announced; for S&P 500 addition tests, the dependent variable is
CAR
it
, firm i’s five-day, cumulative, buy-and-hold abnormal return, beginning on day t, where t is the first trading day
following the announcement; for abnormal volume tests, the dependent variable is
AV
it
, firm i’s average volume over days t-1,
t, and t+1 less the median volume for the 100 days preceding day t-1;
JOIN
t
is the percentage of equity mutual fund assets held
in index funds during the year that includes day t. See Table 2 for other variable definitions.
37
TABLE 4
Standard & Poor’s 500 Additions
n=399; 1978-1998
Panel A: Descriptive Statistics
mean std dev 1% 25% median 75% 99%
CAR
0.044 0.054 -0.065 0.013 0.042 0.073 0.195
JOIN
2.2 2.2 0.2 0.4 1.3 4.2 6.5
PAST
0.30 0.47 -0.37 0.02 0.19 0.48 2.17
DRATE
0.20 0.14 0 0.12 0.20 0.30 0.42
JOIN
*
DRATE
0.32 0.41 0 0.08 0.12 0.50 1.30
PAST
*
DRATE
0.06 0.12 -0.15 0 0.02 0.09 0.61
Panel B: Pearson (Spearman) Correlation Coefficients above (below) diagonal
CAR
JOIN
PAST
DRATE
JOIN
*
DRATE
PAST
*
DRATE
CAR
0.25 0.06 -0.16 0.19 0.05
JOIN
0.24 0.20 -0.45 0.89 -0.01
PAST
0.03 0.16 0.03 0.21 0.79
DRATE
-0.21 -0.67 0.01 -0.06 0.34
JOIN
*
DRATE
0.10 0.60 0.16 0.07 0.12
PAST
*
DRATE
0.00 -0.02 0.85 0.32 0.25
See Tables 2 and 3 for variable definitions.
38
TABLE 5
Taxable individual ownership
Ordinary least squares regression coefficient estimates (t-statistics)
Abnormal Returns Abnormal Volume
Earnings S&P 500 Earnings
Releases Additions Releases
Explanatory variables pred Coef Coef Pred Coef
Intercept -0.002
(-1.4)
0.031
(2.4)
0.005
(15.8)
3.437
(10.0)
0.121
(2.0)
JOIN
0.010
(1.8)
PAST
0.008
(8.9)
-0.018
(-1.9)
0.003
(21.2)
DRATE
0.001
(0.1)
-0.030
(-0.7)
-0.001
(-0.6)
*
DRATE
0.385
(0.4)
-0.107
(-0.6)
JOIN
*
DRATE
-0.018
(-0.6)
PAST
*
DRATE
0.032
(4.0)
0.118
(2.8)
-0.003
(-2.4)
IND
0.001
(1.2)
0.062
(1.5)
-0.001
(-6.6)
IND
*
-2.127
(-4.1)
-0.063
(-0.7)
IND
*
JOIN
-0.039
(2.1)
IND
*
PAST
0.002
(1.3)
-0.033
(-0.6)
-0.003
(1.2)
IND
*
DRATE
-0.003
(-0.6)
-0.185
(-1.3)
0.001
(1.2)
IND
*
*
DRATE
(+) 2.942
(1.7)
(-) 0.700
(2.3)
IND
*
JOIN
*
DRATE
(+) 0.185
(2.0)
IND
*
PAST
*
DRATE
(+) -0.028
(-2.2)
0.098
(0.5)
(-) -0.005
(-2.0)
adj. R
2
0.05 0.10 0.04
n 71,371 344 71,371
IND
it
is one if 75 percent of firm i’s shares are owned by non-institutions, zero otherwise. See Tables 2 and 3 for
other variable definitions.
39
TABLE 6
Price responses following the disclosure period
Ordinary least squares regression coefficient estimates (t-statistics)
A B C D
Earnings Announcement S&P 500 Additions
Explanatory
Variables
prediction
3-day 10-day 5-day 10-day
Intercept
-0.002
(-1.6)
0.006
(2.9)
0.005
(0.5)
0.003
(0.2)
-0.089
(-0.5)
0.557
(1.8)
JOIN
-0.006
(-1.4)
-0.001
(-0.1)
PAST
-0.004
(-7.5)
-0.003
(-2.8)
0.010
(1.2)
-0.008
(-0.7)
DRATE
-0.006
(-0.9)
-0.020
(-1.9)
-0.011
(-0.3)
-0.012
(-0.2)
*
DRATE
(-)
-1.558
(-2.6)
-0.694
(-0.7)
JOIN
*
DRATE
(?)
0.026
(1.3)
-0.015
(-0.5)
PAST
*
DRATE
(-)
0.011
(2.3)
-0.008
(-1.1)
-0.051
(-1.7)
-0.008
(-0.2)
adj. R
2
0.00 0.00 0.00 0.01
n
71,308 71,308 397 397
For quarterly earnings announcements
CAR
it
is firm i’s cumulative, buy-and-hold abnormal return,
beginning on day t+2, where t is the day earnings are announced; For S&P 500 additions,
CAR
it
is
firm i’s cumulative, buy-and-hold abnormal return, beginning on day t+5, where t is the first trading
day following the announcement. See Tables 2 and 3 for other variable definitions.