Long-Term Return Reversal:Overreaction or Taxes?
Thomas J. George
University of Houston
and
Chuan-Yang Hwang
Hong Kong University of Science and Technology
The Empirical Cornerstones of Behavioral Finance
•Jegadeesh and Titman (1993) show that A self-financing strategy that buys the top 10% and sells the bottom 10% of stocks ranked by returns during the past 6 months, and holds the positions for 6 months, produces profits of 1% per month.
•DeBondt and Thaler (1985) document long-term reversals in stock returns. Stocks that perform poorly in the past perform better over the next 3 to 5 years than stocks that perform well in the past.
Behavior Models
•Barberis, Shleifer and Vishny (1998)
momentum occurs because traders are slow to revise their priors when new information arrive---cognitive bias. Long-term reversals occur because when traders finally do adjust, they over-react. •Daniel, Hirshleifer and Subrahmanyam (1998)
momentum occurs because traders over-react to prior information when new information confirms it---self attribution bias. Long-term reversals occur as the over-reaction is corrected in the long run.
Behavior Models (Cont’d)
•Hong and Stein (1999)
There are two type of traders: fundamental analysts and trend chasers. Information diffuses slowly which results in momentum. Trend chasers push prices beyond the level justified by the fundamentals.
•These models links short term momentum with long term reversal.
•Short run momentum and long term reversal are viewed as the same phenomenon in the literature.
Recent Findings
• Moskowitz and Grinblatt (1999) argue that momentum in individual stock returns is driven by momentum in industry returns.
• Grundy and Martin (2001) show that neither industry effect nor cross-sectional difference in the expected returns are the primary source of momentum profit.
• Cooper, Gutierrez and Hameed (2004)Test Daniel, Hirshleifer and Subrahmanyam and find that momentum profits are larger following an UP market.
• Lee and Swaminathan (2000) propose a “momentum life cycle” hypothesis and show that winners with high volume and losers with low volume have smaller momentum and will reverse sooner.
A Common Conception • Short-term momentum and long-term reversal are
connected.
• They are a sequence of the same phenomenon.
Recent Findings (continued)• George and Hwang (2004)
52-week high measure-- A measure that gauges how close a stock’s current price is near its 52 week high.
• This measure strongly dominates all of the existing measures in predicting momentum.
• Propose adjustment and anchoring bias as the explanation. • The momentum captured by 52-week high measure does not
reverse.• This indicates momentum and reversal in returns are separate
phenomena.
Gorge and Hwang (2004)
Raw Returns Risk Adjusted Returns
Raw Returns Risk Adjusted Returns
Monthly return to (6,6) strategy
Monthly return to (6,6) strategy
Monthly return to (6,12) strategy
Monthly return to (6,12) strategy
Jan. Incl. Jan.Excl. Jan. Incl. Jan.Excl. Jan. Incl. Jan. Excl. Jan. Incl. Jan. Excl. 52–Wk High Momentum
0.65 (4.08)
1.06 (7.64)
0.86 (7.29)
1.13 (11.35)
0.39 (2.63)
0.78 (6.14)
0.60 (5.61)
0.85 (9.73)
JT 6-month Return Momentum
0.38 (3.71)
0.46 (4.39)
0.38 (4.02)
0.46 (5.13)
0.24 (2.74)
0.29 (3.25)
0.27 (3.77)
0.32 (4.65)
MG 6-month Industry Momentum
0.25 (2.83)
0.22 (2.45)
0.25 (2.92)
0.24 (2.72)
0.17 (2.23)
0.15 (1.81)
0.22 (3.11)
0.20 (2.66)
Monthly return to (6,~12,12)strategy
Monthly return to (6,~24,12)strategy
Monthly return to (6,~36,12)strategy
Monthly return to (6,~48,12)strategy
Jan. Incl. Jan. Excl. Jan. Incl. Jan. Excl. Jan. Incl. Jan. Excl. Jan. Incl. Jan. Excl 52–Wk High Momentum
-0.02 (-0.23)
0.16 (1.93)
-0.06 (-0.70)
0.08 (1.00)
-0.07 (-0.82)
0.04 (0.60)
-0.01 (-0.15)
0.07 (1.11)
JT 6-month Return Momentum
-0.13 (-2.65)
-0.12 (-2.66)
-0.06 (-1.24)
-0.07 (-1.62)
-0.05 (-1.29)
-0.08 (-1.85)
-0.10 (-2.20)
-0.14 (-3.16)
MG 6-month Industry Momentum
-0.08 (-1.33)
-0.11 (-1.91)
0.02 (0.45)
0.01 (0.16)
0.04 (0.91)
0.02 (0.39)
0.09 (1.76)
0.08 (1.54)
An Open Question
• If momentum and reversal in returns are separate phenomena and if momentum can indeed be explained by anchoring bias, how do we explain the long term reversal?
What Explain the Long Term Return Reversal
In this paper, we examine two possible
explanations:
1. Overreaction
2. Capital gain lock in effect
Evidences are more consistent with lock in effect.
Overreaction • Stocks which are close to long term low should
rebound– The loser classification based on the nearness
to 60-month low is better in predicting the loser reversal than what is based on the traditional measure such as past 60 month return.
• Stocks which are close to long term high should head south
– The winner classification based on the nearness to 60-month high is better in predicting the winner reversal than what is based on the traditional measure such as past 60 month return.
Why Are 60-month High/Low Better Measures Than Past Return?
•When a stock is near it 60-month high/low, it signals the information has just arrived and overreaction may have occurred as implied by the models.
•Flexible length window vs. fixed length window
Why Are 60-month High/Low Better Measures Than Past Return? (Cont’d)
• Example: Stock price was $30 five years ago and was also $30 two years ago, since then a stream of good news have pushed the stock to reach its 60-month high of $70 one year ago (with overreaction of $10.) The current price is $60.
• With fixed window, this stock is still classified as a winner (with past five year return of $100%.) even though the reversal process has been complete.
Why Are 60-month High/Low Better Measures Than Past Return? (Cont’d)
• Another example: Stock price was $30 five years ago fell to $10 two years ago and is now $35 due to overreaction to a series of good information (under the overreaction hypothesis).
• With fixed window, this stock is not classified as a candidate for reversal since the five-year return is “small”
• With flexible window, the current price is near its 60 month high and is correctly identified as the candidate for overreaction
Capital Gain Lock- in Hypothesis
• Klein (1998, 1999, 2001) presents a model in which stocks with higher accrued capital gain will have lower future pre-tax return; this result implies a slowly dissipating return reversal.
– The reservation price for a seller of high accrual capital gain is higher than the “fundamental price” by the amount of the benefit of deferral.
Capital Gain Lock-in Hypothesis (Cont’d)
– The benefit of deferral depends positively on the capital gain, tax rate as well as the expected horizon of holding the stock which is in turn increases with the accrued capital gain.
– The magnitude of the deferral benefit is only part of the accrued gain. Thus, there will still be an accrued capital gain hence benefit of deferral in the stock price next period. This explains why the reversal is slowly dissipating
Capital Gain Lock-in Hypothesis (Cont’d)
• In this paper, we recognize the asymmetric nature of the lock-in effect associated with capital gain and capital loss.
– The lock in effect of capital gain (loss) increases (decreases) the reservation price for the seller. However in the case of capital loss, the “fundamental price” is higher than seller’s reservation price. As long as there are buyers willing to buy the stocks at the “fundamental price”, the lock in effect of the capital loss would be minimal. Out tests of the lock-in effect are built around this observation.
Data and Methodology
• Monthly data for all NYSE, AMEX and NASDAQ firms covered by CRSP from 1962 through 2001.
• HKSE monthly data from 1980 through 2000
Data and Methodology (cont’d)
One innovation in our methodology is to estimate winner and loser portfolio returns via the following regression.
, 0 1 , 1 2 , 1 3 , 4 ,
5 , 6 , 7 , 8 ,
52 52
1 1 2 2
i t jt jt i t jt i t jt i t j jt i t j
jt i t j jt i t j jt i t j jt i t j
R b b R b size b wkhW b wkhL
b M W b M L b M W b M L
According to Fama(1976), these coefficients are the minimum variance portfolio return
0 jtb is the month t return a “neutral” portfolio that was
formed in month t-j and has hedged (zeroed out) the effects
of size, bid-ask bounce and momentum, as well as the effects
of measure 1 and 2 dummies.
b5jt can be viewed as the return in excess of b0jt earned by
taking a long position j months ago in a “pure” measure-1
winner portfolio.
Data and Methodology (Cont’d)
, 0 1 , 1 2 , 1 3 , 4 ,
5 , 6 , 7 , 8 ,
52 52
1 1 2 2
i t jt jt i t jt i t jt i t j jt i t j
jt i t j jt i t j jt i t j jt i t j
R b b R b size b wkhW b wkhL
b M W b M L b M W b M L
A strategy to buy Measure-1 winner portfolio every months and hold on to it for T months will generate the following portfolio return in month t.
5 51
1 T
t jtj
S bT
Unlike traditional approach which uses only winner (losers) stocks to estimate winner (loser) portfolio returns, we use all stocks.
Our methodology allows us to control for other effects.
Data and Methodology (cont’d)
With a 60 month price history Pt-1, Pt-2,…, Pt-60 We construct the
following measures to classify stocks into winners and losers.
1. Traditional Return Measure (TR): Past five-year return:
60
60
t t
t
P PP
plus the return from reinvesting dividends.
2. Five-Year High Measure (FYH): This measures the nearness
of the month-t price to the stock’s five-year high:
60
6011
1FYH t t n
t t nt nnt nn
P Pw
Pw
where wt-n = 1 if Pt-n = max{Pt, Pt-1,…, Pt-60} and wt-n = 0
otherwise.
Data and Methodology (cont’d)
3. Five-year low measure (FYL): This measures
the nearness of the month-t price to the stock’s 5-
year low: 60
6011
1FYL t t n
t t nt nnt nn
P Pw
Pw
where wt-n = 1 if Pt-n = min{Pt, Pt-1,…, Pt-60} and
wt-n = 0 otherwise.
4. Equal-Weighted Gain and Loss Measure
(EWGL): This measures the average embedded
percentage capital gain net of capital losses,
60
1
1EWGL
60t t n
tt nn
P P
P
Data and Methodology (cont’d)
5. Equal-Weighted Gain Only measure (EWGO):
60
6011
1EWGO t t n
t t nt nnt nn
P Pw
Pw
where wt-n = 1 if Pt > Pt-n and wt-n = 0 otherwise.
This measure employed specifically recognizes the
asymmetry between capital gain and loss, i.e., that
that capital losses do not generate negative deferral
benefits.
Implications of Overreaction Hypothesis
• FYH dominates TR in predicting winner reversal
• FYL dominates TR in predicting loser reversal
Implications of Capital Lock-in Hypothesis
• EWGO dominates TR and FYH in predicting winner reversal.
• FYL dominates TR and FYH in predicting winner reversal.
• EWGO and FYL don’t predict loser reversal.
• No loser reversal except in January due to tax loss selling hypothesis.
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return (1,60)
Jan. excluded
2.47 0.72 2.02 0.10 2.50 0.47 2.65 0.60 2.66 0.77 Intercept (4.03) (1.34) (3.14) (0.18) (3.79) (0.85) (4.00) (1.10) (4.13) (1.42) -6.82 -5.83 -6.81 -5.65 -6.82 -5.62 -6.73 -5.51 -6.62 -5.43 Ri,t-1
(-15.04) (-14.47) (-13.83) (-13.04) (-13.50) (-12.68) (-13.20) (-12.28) (-12.94) (-12.21) -0.10 0.02 -0.06 0.07 -0.09 0.05 -0.10 0.04 -0.10 0.02 Size
(-2.48) (0.42) (-1.41) (1.86) (-2.05) (1.24) (-2.26) (0.97) (-2.39) (0.60) 0.32 0.43 -0.14 -0.05 -0.08 -0.02 -0.09 -0.06 -0.01 0.05 52-Wk High
Winner (4.76) (6.52) (-2.87) (-1.10) (-1.75) (-0.37) (-2.11) (-1.48) (-0.28) (2.01) -0.40 -0.96 0.19 -0.21 -0.01 -0.28 0.09 -0.16 0.02 -0.34 52-Wk High
Loser (-2.02) (-6.09) (1.21) (-1.64) (-0.04) (-2.03) (0.60) (-1.13) (0.12) (-2.78) -0.33 -0.27 -0.39 -0.42 -0.29 -0.37 -0.17 -0.28 -0.26 -0.32 Five-Year
Return Winner (-2.61) (-2.09) (-3.62) (-3.77) (-2.84) (-3.61) (-1.57) (-2.66) (-2.58) (-3.11) 0.66 0.19 0.43 0.15 0.13 -0.06 0.13 0.02 0.30 0.06 Five-Year
Return Loser (3.99) (1.37) (2.97) (1.13) (1.05) (-0.49) (1.20) (0.19) (2.61) (0.60)
Long Term Reversal with Traditional Measure (10%)
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 3.00 1.05 2.78 0.79 2.56 0.56 2.36 0.27 2.63 0.58 Intercept
(4.54) (1.82) (4.17) (1.37) (3.82) (0.98) (3.44) (0.46) (3.88) (1.02) -6.78 -5.79 -6.62 -5.55 -6.73 -5.62 -6.78 -5.58 -6.84 -5.69 Ri,t-1
(-15.35) (-15.16) (-14.32) (-13.91) (-14.06) (-13.49) (-13.57) (-12.80) (-14.00) (-13.56) -0.15 -0.01 -0.12 0.02 -0.10 0.04 -0.09 0.06 -0.11 0.03 Size
(-3.24) (-0.33) (-2.64) (0.46) (-2.23) (0.93) (-1.87) (1.44) (-2.28) (0.87) 0.35 0.46 -0.11 -0.02 -0.08 -0.01 -0.11 -0.07 0.00 0.06 52-Wk High
Winner (5.63) (7.63) (-2.39) (-0.46) (-1.66) (-0.15) (-2.47) (-1.63) (-0.08) (2.20) -0.26 -0.88 0.30 -0.11 0.04 -0.21 0.12 -0.14 0.07 -0.30 52-Wk High
Loser (-1.19) (-5.21) (1.80) (-0.76) (0.27) (-1.43) (0.73) (-0.94) (0.44) (-2.14) -0.42 -0.41 -0.55 -0.60 -0.39 -0.50 -0.25 -0.37 -0.33 -0.43 Five-Year Low
Winner (-2.89) (-2.75) (-4.47) (-4.87) (-3.36) (-4.37) (-2.09) (-3.20) (-2.77) (-3.56) 0.04 -0.13 0.12 0.00 0.09 0.03 0.02 0.03 0.04 -0.01 Five-Year Low
Loser (0.48) (-1.64) (1.59) (-0.01) (1.24) (0.43) (0.26) (0.48) (0.84) (-0.09)
Long Term Reversal with FYL Measure (10%)
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return (1,60)
Jan. excluded
2.79 1.20 1.99 0.25 2.45 0.55 2.65 0.69 2.69 0.93 Intercept (4.99) (2.43) (3.38) (0.50) (3.97) (1.06) (4.23) (1.36) (4.52) (1.86) -6.93 -5.93 -6.89 -5.71 -6.91 -5.70 -6.80 -5.57 -6.70 -5.49 Ri,t-1
(-15.42) (-14.94) (-13.97) (-13.25) (-13.69) (-12.94) (-13.44) (-12.58) (-13.12) (-12.45) -0.13 -0.02 -0.06 0.06 -0.09 0.04 -0.10 0.03 -0.11 0.01 Size
(-3.25) (-0.52) (-1.47) (1.67) (-2.07) (1.15) (-2.36) (0.86) (-2.59) (0.32) 0.25 0.31 -0.07 -0.01 -0.02 0.02 -0.03 -0.02 0.02 0.06 52-Wk High
Winner (4.58) (5.75) (-1.86) (-0.37) (-0.62) (0.53) (-0.72) (-0.47) (0.90) (2.29) -0.41 -0.74 0.07 -0.20 0.00 -0.20 0.02 -0.15 -0.05 -0.28 52-Wk High
Loser (-3.43) (-7.31) (0.70) (-2.21) (0.01) (-2.06) (0.18) (-1.51) (-0.51) (-3.12) -0.17 -0.13 -0.19 -0.21 -0.13 -0.18 -0.10 -0.17 -0.12 -0.16 Five-Year
Return Winner (-2.19) (-1.66) (-2.74) (-2.99) (-1.92) (-2.71) (-1.49) (-2.55) (-1.97) (-2.54) 0.31 0.07 0.21 0.06 0.12 0.04 0.10 0.06 0.18 0.06 Five-Year
Return Loser (3.32) (0.82) (2.64) (0.83) (1.81) (0.57) (1.75) (0.90) (3.05) (1.14)
Long Term Reversal with Traditional Measure (10%)
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 3.38 1.54 2.83 0.97 2.57 0.69 2.38 0.37 2.74 0.79 Intercept
(5.40) (2.82) (4.49) (1.77) (4.06) (1.26) (3.64) (0.68) (4.26) (1.47) -6.94 -5.93 -6.72 -5.64 -6.82 -5.71 -6.87 -5.67 -6.94 -5.79 Ri,t-1
(-15.95) (-15.92) (-14.63) (-14.31) (-14.40) (-13.92) (-13.91) (-13.22) (-14.38) (-14.04) -0.17 -0.05 -0.12 0.01 -0.10 0.03 -0.09 0.05 -0.11 0.02 Size
(-3.95) (-1.19) (-2.77) (0.23) (-2.33) (0.77) (-1.98) (1.32) (-2.51) (0.57) 0.26 0.33 -0.04 0.02 -0.02 0.03 -0.04 -0.02 0.02 0.06 52-Wk High
Winner (4.79) (6.41) (-1.12) (0.51) (-0.49) (0.75) (-0.97) (-0.40) (0.63) (2.10) -0.36 -0.72 0.11 -0.17 0.03 -0.17 0.04 -0.13 -0.03 -0.27 52-Wk High
Loser (-2.74) (-6.51) (1.00) (-1.63) (0.25) (-1.58) (0.39) (1.21) (-0.27) (-2.67) -0.23 -0.22 -0.32 -0.35 -0.21 -0.27 -0.15 -0.23 -0.20 -0.25 Five-year Low
Winner (-2.50) (-2.32) (-4.08) (-4.38) (-3.01) (-3.90) (-2.08) (-3.05) (-2.63) (-3.31) 0.00 -0.06 0.03 -0.01 0.04 0.03 0.04 0.07 0.02 0.01 Five-year Low
Loser (0.03) (-1.02) (0.60) (-0.21) (0.70) (0.47) (0.86) (1.31) (0.32) (0.19)
Long Term Reversal with FYL Measure (30%)
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return (1,60)
Jan. excluded
2.80 1.35 2.02 0.37 2.45 0.61 2.62 0.70 2.68 0.99 Intercept (5.34) (2.88) (3.58) (0.77) (4.13) (1.23) (4.29) (1.41) (4.70) (2.08) -7.04 -6.05 -6.98 -5.80 -6.99 -5.78 -6.86 -5.63 -6.77 -5.57 Ri,t-1
(-15.83) (-15.39) (-14.32) (-13.64) (-14.00) (-13.31) (-13.64) (-12.80) (-13.40) (-12.78) -0.13 -0.03 -0.06 0.05 -0.09 0.04 -0.10 0.03 -0.11 0.01 Size
(3.50) (-0.96) (-1.59) (1.42) (-2.11) (1.09) (-2.33) (0.90) (-2.67) (0.19) -0.19 -0.18 -0.18 -0.21 -0.10 -0.16 -0.09 -0.16 -0.12 -0.16 Five-Year
Return Winner (-2.44) (-2.17) (-2.52) (-2.92) (-1.45) (-2.20) (-1.27) (-2.22) (-1.75) (-2.37) 0.27 0.15 0.15 0.10 0.06 0.05 0.10 0.09 0.14 0.10 Five-Year
Return Loser (4.35) (2.58) (2.70) (1.85) (1.12) (0.90) (1.87) (1.64) (3.78) (2.69) 0.18 0.21 -0.12 -0.09 -0.03 -0.01 -0.03 -0.02 0.00 0.02 52-Wk High
Winner (3.89) (4.34) (-3.53) (-2.61) (-1.13) (-0.36) (-0.89) (-0.72) (-0.05) (0.87) -0.41 -0.63 0.07 -0.11 0.00 -0.14 0.01 -0.13 -0.06 -0.23 52-Wk High
Loser (-4.51) (-8.51) (1.07) (-1.89) (-0.02) (-1.98) (0.10) (-1.67) (-0.91) (-3.96) 0.16 0.22 0.07 0.11 -0.03 -0.02 -0.01 -0.02 0.04 0.06 Five-Year
High Winner (2.88) (3.95) (1.42) (1.99) (-0.61) (-0.28) (-0.12) (-0.34) (0.87) (1.23) 0.09 -0.20 0.07 -0.17 0.05 -0.12 0.04 -0.07 0.07 -0.11 Five-Year
High Loser (0.79) (-1.90) (0.59) (-1.60) (0.53) (-1.26) (0.50) (-0.75) (0.78) (-1.17)
Test of Overreaction Hypothesis :TR vs. FYH
Test of Overreaction Hypothesis :TR vs. FYL
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 2.83 1.24 2.08 0.35 2.50 0.61 2.68 0.75 2.73 0.98 Intercept
(5.14) (2.57) (3.59) (0.70) (4.13) (1.22) (4.34) (1.48) (4.65) (2.00) -7.00 -6.01 -6.99 -5.81 -7.01 -5.81 -6.89 -5.66 -6.78 -5.58 Ri,t-1
(-15.91) (-15.57) (-14.45) (-13.83) (-14.08) (-13.42) (-13.76) (-12.95) (-13.49) (-12.90) -0.13 -0.02 -0.07 0.06 -0.09 0.04 -0.10 0.03 -0.11 0.01 Size
(-3.32) (-0.57) (-1.60) (1.56) (-2.16) (1.09) (-2.41) (0.79) (-2.65) (0.26) -0.08 -0.02 0.00 0.02 -0.01 -0.01 -0.04 -0.03 -0.04 -0.02 Five-Year
Return Winner (-1.71) (-0.49) (-0.01) (0.50) (-0.28) (-0.14) (-0.86) (-0.64) (-1.03) (-0.44) 0.32 0.09 0.19 0.05 0.08 -0.01 0.06 -0.01 0.16 0.03 Five-Year
Return Loser (3.34) (1.00) (2.28) (0.62) (1.08) (-0.16) (1.01) (-0.12) (2.26) (0.42) 0.26 0.33 -0.05 0.01 -0.01 0.03 -0.03 -0.01 0.03 0.07 52-Wk High
Winner (4.91) (6.21) (-1.28) (0.31) (-0.33) (0.83) (-0.75) (-0.35) (0.91) (2.24) -0.40 -0.73 0.07 -0.20 0.00 -0.20 0.02 -0.15 -0.05 -0.27 52-Wk High
Loser (-3.32) (-7.07) (0.64) (-2.16) (-0.02) (-2.03) (0.24) (-1.47) (-0.44) (-2.96) -0.17 -0.19 -0.29 -0.35 -0.17 -0.25 -0.09 -0.18 -0.14 -0.21 Five-Year Low
Winner (-1.69) (-1.88) (-3.25) (-3.86) (-2.10) (-3.06) (-1.01) (-2.11) (-1.67) (-2.51) -0.05 -0.06 -0.01 -0.02 0.01 0.01 -0.01 0.04 -0.02 0.00 Five-Year Low
Loser (-0.77) (-0.82) (-0.21) (-0.34) (0.14) (0.21) (-0.11) (0.67) (-0.38) (0.01)
Test of Capital Gain Lock-in Hypothesis TR vs. FYL
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 2.83 1.24 2.08 0.35 2.50 0.61 2.68 0.75 2.73 0.98 Intercept
(5.14) (2.57) (3.59) (0.70) (4.13) (1.22) (4.34) (1.48) (4.65) (2.00) -7.00 -6.01 -6.99 -5.81 -7.01 -5.81 -6.89 -5.66 -6.78 -5.58 Ri,t-1
(-15.91) (-15.57) (-14.45) (-13.83) (-14.08) (-13.42) (-13.76) (-12.95) (-13.49) (-12.90) -0.13 -0.02 -0.07 0.06 -0.09 0.04 -0.10 0.03 -0.11 0.01 Size
(-3.32) (-0.57) (-1.60) (1.56) (-2.16) (1.09) (-2.41) (0.79) (-2.65) (0.26) -0.08 -0.02 0.00 0.02 -0.01 -0.01 -0.04 -0.03 -0.04 -0.02 Five-Year
Return Winner (-1.71) (-0.49) (-0.01) (0.50) (-0.28) (-0.14) (-0.86) (-0.64) (-1.03) (-0.44) 0.32 0.09 0.19 0.05 0.08 -0.01 0.06 -0.01 0.16 0.03 Five-Year
Return Loser (3.34) (1.00) (2.28) (0.62) (1.08) (-0.16) (1.01) (-0.12) (2.26) (0.42) 0.26 0.33 -0.05 0.01 -0.01 0.03 -0.03 -0.01 0.03 0.07 52-Wk High
Winner (4.91) (6.21) (-1.28) (0.31) (-0.33) (0.83) (-0.75) (-0.35) (0.91) (2.24) -0.40 -0.73 0.07 -0.20 0.00 -0.20 0.02 -0.15 -0.05 -0.27 52-Wk High
Loser (-3.32) (-7.07) (0.64) (-2.16) (-0.02) (-2.03) (0.24) (-1.47) (-0.44) (-2.96) -0.17 -0.19 -0.29 -0.35 -0.17 -0.25 -0.09 -0.18 -0.14 -0.21 Five-Year Low
Winner (-1.69) (-1.88) (-3.25) (-3.86) (-2.10) (-3.06) (-1.01) (-2.11) (-1.67) (-2.51) -0.05 -0.06 -0.01 -0.02 0.01 0.01 -0.01 0.04 -0.02 0.00 Five-Year Low
Loser (-0.77) (-0.82) (-0.21) (-0.34) (0.14) (0.21) (-0.11) (0.67) (-0.38) (0.01)
Test of Capital Gain Lock-in Hypothesis TR vs. EWGO
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 2.81 1.22 2.08 0.34 2.50 0.61 2.68 0.74 2.73 0.97 Intercept
(5.08) (2.50) (3.57) (0.68) (4.12) (1.21) (4.32) (1.46) (4.61) (1.96) -7.00 -6.00 -6.98 -5.80 -7.01 -5.80 -6.88 -5.65 -6.78 -5.57 Ri,t-1
(-15.86) (-15.50) (-14.38) (-13.74) (-14.04) (-13.36) (-13.73) (-12.91) (-13.45) (-12.85) -0.13 -0.02 -0.06 0.06 -0.09 0.04 -0.10 0.03 -0.11 0.01 Size
(-3.28) (-0.51) (-1.59) (1.59) (-2.17) (1.08) (-2.39) (0.81) (-2.63) (0.29) -0.11 -0.06 -0.02 -0.01 -0.04 -0.04 -0.05 -0.05 -0.06 -0.04 Five-Year Return
Winner (-2.44) (-1.33) (-0.49) (-0.14) (-0.76) (-0.85) (-1.03) (-1.03) (-1.66) (-1.29) 0.33 0.10 0.21 0.07 0.08 -0.01 0.06 -0.01 0.16 0.04 Five-Year Return
Loser (3.45) (1.13) (2.51) (0.84) (1.08) (-0.15) (0.99) (-0.13) (2.38) (0.54) 0.26 0.33 -0.05 0.01 -0.02 0.03 -0.03 -0.02 0.03 0.07 52-Wk High
Winner (4.94) (6.23) (-1.29) (0.28) (-0.38) (0.81) (-0.87) (-0.43) (0.91) (2.27) -0.41 -0.73 0.07 -0.19 0.00 -0.20 0.03 -0.14 -0.04 -0.27 52-Wk High
Loser (-3.37) (-7.19) (0.70) (-2.13) (0.02) (-2.01) (0.27) (-1.43) (-0.44) (-2.99) -0.13 -0.14 -0.28 -0.32 -0.15 -0.22 -0.08 -0.16 -0.12 -0.18 Equal-Weighted
Gain Winner (-1.39) (-1.46) (-3.56) (-4.09) (-2.11) (-3.05) (-1.06) (-2.19) (-1.74) (-2.55) -0.06 -0.06 -0.05 -0.05 0.01 0.02 -0.01 0.03 -0.03 -0.01 Equal-Weighted
Gain Loser (-0.93) (-0.87) (-0.74) (-0.79) (0.21) (0.29) (-0.22) (0.53) (-0.60) (-0.17)
Test of Capital Gain Lock-in Hypothesis EWGL vs. EWGO
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 3.18 1.51 2.72 0.95 2.46 0.62 2.33 0.35 2.72 0.85 Intercept
(5.47) (2.93) (4.52) (1.81) (4.01) (1.17) (3.65) (0.66) (4.45) (1.68) -7.01 -6.01 -6.79 -5.71 -6.88 -5.78 -6.95 -5.75 -7.03 -5.88 Ri,t-1
(-16.18) (-16.13) (-14.80) (-14.50) (-14.56) (-14.07) (-14.11) (-13.46) (-14.60) (-14.29) -0.16 -0.05 -0.11 0.01 -0.10 0.03 -0.09 0.05 -0.11 0.02 Size
(-3.89) (-1.24) (-2.68) (0.30) (-2.21) (0.93) (-1.92) (1.40) (-2.52) (0.54) 0.06 0.18 -0.06 0.00 -0.06 -0.05 -0.05 -0.05 -0.02 0.02 Equal-Weighted
Gain/Loss Winner (1.05) (3.21) (-0.98) (0.02) (-1.25) (-0.98) (-1.14) (-1.10) (-0.52) (0.48) 0.27 -0.01 0.18 -0.02 0.07 -0.05 0.08 0.01 0.15 -0.01 Equal-Weighted
Gain/Loss Loser (2.68) (-0.06) (1.92) (-0.21) (0.92) (-0.61) (1.23) (0.12) (1.94) (-0.13) 0.29 0.33 -0.02 0.02 -0.01 0.03 -0.03 -0.01 0.04 0.07 52-Wk High
Winner (5.99) (6.77) (-0.55) (0.62) (-0.22) (0.91) (-0.79) (-0.29) (1.49) (2.58) -0.44 -0.72 0.06 -0.16 0.00 -0.17 0.01 -0.14 -0.07 -0.27 52-Wk High
Loser (-4.13) (-7.89) (0.69) (-1.98) (-0.03) (-1.85) (0.13) (-1.47) (-0.80) (-3.26) -0.25 -0.34 -0.28 -0.37 -0.17 -0.25 -0.10 -0.18 -0.16 -0.25 Equal-Weighted
Gain Winner (-2.91) (-3.93) (-3.39) (-4.40) (-2.30) (-3.40) (-1.36) (-2.42) (-2.12) (-3.29) -0.07 -0.01 -0.05 -0.01 0.02 0.07 0.02 0.08 -0.04 0.02 Equal-Weighted
Gain Loser (-0.95) (-0.16) (-0.68) (-0.13) (0.34) (0.92) (0.33) (1.16) (-0.61) (0.25)
Test of Capital Gain Lock-in Hypothesis EWGL vs. FYL
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 3.20 1.54 2.72 0.96 2.46 0.62 2.34 0.37 2.73 0.87 Intercept
(5.54) (3.01) (4.56) (1.85) (4.04) (1.20) (3.69) (0.70) (4.50) (1.73) -7.03 -6.02 -6.81 -5.73 -6.90 -5.79 -6.96 -5.76 -7.04 -5.89 Ri,t-1
(-16.28) (-16.25) (-14.91) (-14.63) (-14.62) (-14.15) (-14.15) (-13.51) (-14.67) (-14.38) -0.16 -0.05 -0.11 0.01 -0.09 0.03 -0.09 0.05 -0.11 0.02 Size
(-3.92) (-1.28) (-2.70) (0.27) (-2.21) (0.93) (-1.95) (1.37) (-2.54) (0.51) 0.01 0.12 -0.10 -0.05 -0.10 -0.10 -0.07 -0.08 -0.05 -0.02 Equal-Wtd
Gain/Loss Winner (0.15) (2.16) (-1.84) (-0.88) (-2.11) (-1.97) (-1.57) (-1.82) (-1.42) (-0.59) 0.27 -0.01 0.16 -0.04 0.07 -0.06 0.08 0.00 0.14 -0.02 Equal-Wtd
Gain/Loss Loser (2.58) (-0.12) (1.62) (-0.48) (0.87) (-0.68) (1.11) (-0.02) (1.71) (-0.32) 0.29 0.33 -0.02 0.02 -0.01 0.03 -0.03 -0.01 0.04 0.07 52-Wk High
Winner (6.00) (6.81) (-0.54) (0.70) (-0.17) (0.95) (-0.73) (-0.24) (1.50) (2.60) -0.44 -0.72 0.06 -0.16 -0.01 -0.17 0.01 -0.14 -0.07 -0.27 52-Wk High
Loser (-4.11) (-7.84) (0.66) (-2.00) (-0.06) (-1.87) (0.10) (-1.51) (-0.80) (-3.25) -0.21 -0.31 -0.24 -0.33 -0.14 -0.22 -0.09 -0.16 -0.13 -0.22 Five-Year Low
Winner (-2.25) (-3.23) (-2.64) (-3.59) (-1.71) (-2.68) (-1.10) (-1.99) (-1.62) (-2.71) -0.07 -0.02 -0.02 0.01 0.01 0.06 0.03 0.09 -0.03 0.03 Five-Year Low
Loser (-0.98) (-0.25) (-0.33) (0.17) (0.20) (0.83) (0.39) (1.24) (-0.47) (0.39)
Monthly
return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 3.58 3.37 3.76 3.32 3.82 2.65 3.48 2.95 4.07 3.29 Intercept
(2.73) (2.73) (2.56) (2.35) (2.07) (1.96) (2.12) (1.90) (2.19) (2.05) 2.86 3.26 2.35 2.68 2.57 3.02 1.39 1.57 2.59 3.06 Ri,t-1
(1.44) (1.54) (1.31) (1.43) (1.36) (1.52) (0.64) (0.68) (1.24) (1.38) -0.30 -0.27 -0.36 -0.30 -0.37 -0.18 -0.39 -0.28 -0.47 -0.33 Size
(-1.97) (-1.85) (-2.27) (-1.94) (-1.56) (-1.10) (-1.96) (-1.52) (-2.13) (-1.72) -0.28 -0.16 0.09 0.14 0.70 0.28 0.68 0.69 0.51 0.42 Five-Year Return
Winner (-1.39) (-0.79) (0.41) (0.62) (1.47) (1.29) (2.40) (2.28) (2.01) (1.91) 0.40 0.38 0.30 0.29 -0.13 -0.06 0.71 0.36 0.44 0.22 Five-Year Return
Loser (1.50) (1.67) (1.09) (1.31) (-0.50) (-0.23) (1.28) (1.05) (1.16) (0.98) 0.05 0.06 -0.05 0.02 0.10 -0.06 -0.06 -0.31 0.07 -0.04 52-Wk High
Winner (0.29) (0.34) (-0.29) (0.10) (0.45) (-0.34) (-0.25) (-1.59) (0.51) (-0.32) 0.14 0.18 0.10 0.05 0.08 0.17 0.34 0.41 0.32 0.28 52-Wk High
Loser (0.62) (0.71) (0.31) (0.16) (0.34) (0.68) (1.16) (1.35) (1.40) (1.20) 0.18 0.22 -0.04 0.05 0.06 -0.01 0.42 0.38 0.27 0.23 Five-Year High
Winner (0.92) (1.08) (-0.18) (0.22) (0.30) (-0.05) (2.01) (1.78) (1.50) (1.26) -0.19 -0.07 0.02 0.21 0.23 0.08 0.14 -0.46 0.21 0.07 Five-Year High
Loser (-0.65) (-0.27) (0.05) (0.74) (0.60) (0.25) (0.23) (-1.43) (0.67) (0.26)
Test with Data from a Regime Without Taxes TR vs. FYH
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 3.49 3.28 3.95 3.61 4.15 2.96 3.70 2.76 3.77 2.80 Intercept
(2.58) (2.56) (2.52) (2.34) (2.02) (1.93) (1.84) (1.61) (1.73) (1.54) 3.09 3.56 3.10 3.58 1.77 2.19 2.25 2.76 0.15 0.39 Ri,t-1
(1.60) (1.73) (1.66) (1.83) (0.92) (1.09) (0.98) (1.13) (0.09) (0.23) -0.27 -0.24 -0.38 -0.32 -0.42 -0.23 -0.46 -0.32 -0.50 -0.33 Size
(-1.73) (-1.60) (-2.25) (-1.97) (-1.66) (-1.30) (-1.99) (-1.57) (-2.00) (-1.61) -0.16 -0.04 0.11 0.12 0.56 0.15 0.36 0.34 0.29 0.12 Five-Year Return
Winner (-0.73) (-0.18) (0.39) (0.38) (1.32) (0.64) (1.34) (1.21) (1.23) (0.54) 0.34 0.38 0.20 0.26 0.16 0.10 1.18 0.31 0.72 0.31 Five-Year Return
Loser (1.24) (1.39) (0.62) (0.84) (0.45) (0.31) (1.12) (0.79) (1.13) (0.98) 0.04 0.08 -0.11 0.00 0.18 0.01 0.05 -0.13 0.18 0.11 52-Wk High
Winner (0.21) (0.41) (-0.54) (0.01) (0.79) (0.07) (0.22) (-0.59) (1.17) (0.70) 0.14 0.20 0.17 0.19 0.12 0.26 0.61 0.38 0.36 0.23 52-Wk High
Loser (0.55) (0.73) (0.53) (0.54) (0.43) (0.93) (1.35) (1.06) (1.10) (0.79) -0.18 -0.15 -0.10 -0.11 0.18 0.07 0.51 0.66 0.41 0.51 Five-Year Low
Winner (-0.63) (-0.54) (-0.32) (-0.35) (0.51) (0.23) (1.34) (1.67) (1.34) (1.68) -0.12 -0.04 -0.06 -0.18 -0.34 -0.28 -0.41 0.09 -0.24 -0.01 Five-Year Low
Loser (-0.42) (-0.15) (-0.24) (-0.78) (-1.09) (-0.85) (-0.68) (0.25) (-0.77) (-0.03)
Test with Data from a Regime Without Taxes TR vs. FYL
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 3.55 3.36 3.73 3.43 3.90 2.79 3.47 2.67 4.17 3.33 Intercept
(2.68) (2.66) (2.52) (2.35) (2.07) (1.97) (1.92) (1.67) (2.12) (1.98) 2.93 3.34 2.40 2.69 2.60 3.12 1.50 1.79 2.64 3.12 Ri,t-1
(1.47) (1.57) (1.36) (1.46) (1.35) (1.54) (0.67) (0.75) (1.26) (1.40) -0.29 -0.27 -0.37 -0.31 -0.36 -0.19 -0.37 -0.24 -0.47 -0.33 Size
(-1.95) (-1.84) (-2.31) (-2.02) (-1.57) (-1.16) (-1.78) (-1.31) (-2.09) (-1.70) -0.16 -0.09 0.01 0.00 0.51 0.09 0.43 0.44 0.30 0.20 Five-Year Return
Winner (-0.77) (-0.42) (0.05) (0.01) (1.28) (0.39) (1.61) (1.53) (1.34) (0.93) 0.36 0.39 0.24 0.31 0.14 0.09 0.98 0.26 0.63 0.28 Five-Year Return
Loser (1.39) (1.51) (0.83) (1.13) (0.43) (0.30) (1.08) (0.73) (1.16) (1.02) 0.09 0.13 -0.10 -0.01 0.11 -0.04 0.05 -0.13 0.13 0.06 52-Wk High
Winner (0.46) (0.66) (-0.56) (-0.03) (0.51) (-0.21) (0.22) (-0.62) (0.95) (0.41) 0.15 0.21 0.11 0.12 0.10 0.20 0.43 0.27 0.41 0.33 52-Wk High Loser
(0.60) (0.77) (0.35) (0.37) (0.41) (0.79) (1.08) (0.83) (1.40) (1.18) -0.13 -0.06 0.18 0.20 0.18 0.10 0.34 0.37 0.28 0.29 Equal-Weighted
Gain Winner (-0.54) (-0.23) (0.65) (0.70) (0.58) (0.37) (1.18) (1.18) (1.23) (1.27) -0.14 -0.05 0.12 -0.01 -0.34 -0.30 -0.39 -0.12 -0.25 -0.09 Equal-Weighted
Gain Loser (-0.57) (-0.19) (0.51) (-0.05) (-1.25) (-1.07) (-0.88) (-0.38) (-1.00) (-0.52)
Test with Data from a Regime Without Taxes TR vs. EWGO
Test of Capital Gain Lock-in Hypothesis TR vs. EWGO
Monthly return (1,12)
Monthly return (1,12)
Jan. excluded
Monthly return
(13,24)
Monthly return
(13,24) Jan.
excluded
Monthly return
(25,36)
Monthly return
(25,36) Jan.
excluded
Monthly return
(37,48)
Monthly return
(37,48) Jan.
excluded
Monthly return (1,60)
Monthly return
(1,60) Jan.
excluded 2.81 1.22 2.08 0.34 2.50 0.61 2.68 0.74 2.73 0.97 Intercept
(5.08) (2.50) (3.57) (0.68) (4.12) (1.21) (4.32) (1.46) (4.61) (1.96) -7.00 -6.00 -6.98 -5.80 -7.01 -5.80 -6.88 -5.65 -6.78 -5.57 Ri,t-1
(-15.86) (-15.50) (-14.38) (-13.74) (-14.04) (-13.36) (-13.73) (-12.91) (-13.45) (-12.85) -0.13 -0.02 -0.06 0.06 -0.09 0.04 -0.10 0.03 -0.11 0.01 Size
(-3.28) (-0.51) (-1.59) (1.59) (-2.17) (1.08) (-2.39) (0.81) (-2.63) (0.29) -0.11 -0.06 -0.02 -0.01 -0.04 -0.04 -0.05 -0.05 -0.06 -0.04 Five-Year Return
Winner (-2.44) (-1.33) (-0.49) (-0.14) (-0.76) (-0.85) (-1.03) (-1.03) (-1.66) (-1.29) 0.33 0.10 0.21 0.07 0.08 -0.01 0.06 -0.01 0.16 0.04 Five-Year Return
Loser (3.45) (1.13) (2.51) (0.84) (1.08) (-0.15) (0.99) (-0.13) (2.38) (0.54) 0.26 0.33 -0.05 0.01 -0.02 0.03 -0.03 -0.02 0.03 0.07 52-Wk High
Winner (4.94) (6.23) (-1.29) (0.28) (-0.38) (0.81) (-0.87) (-0.43) (0.91) (2.27) -0.41 -0.73 0.07 -0.19 0.00 -0.20 0.03 -0.14 -0.04 -0.27 52-Wk High
Loser (-3.37) (-7.19) (0.70) (-2.13) (0.02) (-2.01) (0.27) (-1.43) (-0.44) (-2.99) -0.13 -0.14 -0.28 -0.32 -0.15 -0.22 -0.08 -0.16 -0.12 -0.18 Equal-Weighted
Gain Winner (-1.39) (-1.46) (-3.56) (-4.09) (-2.11) (-3.05) (-1.06) (-2.19) (-1.74) (-2.55) -0.06 -0.06 -0.05 -0.05 0.01 0.02 -0.01 0.03 -0.03 -0.01 Equal-Weighted
Gain Loser (-0.93) (-0.87) (-0.74) (-0.79) (0.21) (0.29) (-0.22) (0.53) (-0.60) (-0.17)
Conclusion• Lock- in effect motivated measures subsume the existing measure in
predicting long term reversal.• Overreaction motivated measures do not predict long term reversal. • Evidences suggest that long term reversal reflects investors’ rational
decision of tax avoidance rather than their irrational overreaction. • Losers reverse only in January which is consistent with tax loss
selling. • No winner or loser reversal in Hong Kong. These are further
evidences for capital gain lock-in hypothesis as an explanation for the long term reversal observed in the US market.