Table III.

Cross-sectional OLS regression of ICARs, probit regression of equity issuance choice, and predicted (matched) HCARs

Panel A of the table presents estimation results of a cross-sectional OLS regression of issuer CAR (ICAR) on issuer and offer characteristics common to both seasoned equity issuers and stock acquirers (Specification (1)). It also reports estimation results of a probit regression of a choice between issuing stock via a stock-financed acquisition and an SEO using the same explanatory variables (Specification (2)). Panel B presents hypothetical SEO returns (HCAR) for sample stock-acquirers estimated via linear prediction based on the parameter estimates of (1), and via propensity-score matching with the propensity score based on the estimation results of (2). All variables are defined in the Appendix. The t -statistics ( Z -statistics for the probit regression) are based on heteroskedasticity-robust standard errors clustered at the firm level. Symbols ***, **, and * denote statistical significance at the 1%, 5%, and 10% level, respectively. N denotes the number of observations. Panel C presents matching diagnostics for the propensity-score matching methodology. % |Diff | is the absolute difference in means for stock acquirers and SEO firms, as percentage of the former. % Δ |Diff| is the achieved percentage reduction in the absolute difference in means for stock-acquirers and SEO firms resulting from matching (negative values indicate increases in differences). The p -values for the differences in means for the two samples are also presented.

Panel A: Estimation results
ICAR (1)STOCK DEAL/SEO (2)
Intercept−0.0700***−3.7337***
(−3.20)(−7.64)
LN (MARCAP)0.0053***0.5131***
(3.78)(19.66)
BEME0.00620.3505***
(0.98)(3.05)
RUN-UP−0.0073***−0.6281***
(−3.94)(−12.15)
SIGMA−0.3550**1.9037
(−2.34)(0.66)
RELSIZE0.0547***1.9757***
(4.93)(16.54)
LEVERAGE0.0048−1.0005***
(0.57)(−5.91)
CASH HOLD−0.0093−0.5382***
(−1.01)(−3.33)
CF/EQ−0.0183−0.6006*
(−1.08)(−1.83)
OPER PERFORM−0.0023−0.1718
(−0.22)(−0.94)
Year FEYes Yes
Industry FEYes Yes
N3,2274,877
R2 (Adjusted R2 ) [Pseudo R2 ] 0.067 (0.043)[0.442]
Panel A: Estimation results
ICAR (1)STOCK DEAL/SEO (2)
Intercept−0.0700***−3.7337***
(−3.20)(−7.64)
LN (MARCAP)0.0053***0.5131***
(3.78)(19.66)
BEME0.00620.3505***
(0.98)(3.05)
RUN-UP−0.0073***−0.6281***
(−3.94)(−12.15)
SIGMA−0.3550**1.9037
(−2.34)(0.66)
RELSIZE0.0547***1.9757***
(4.93)(16.54)
LEVERAGE0.0048−1.0005***
(0.57)(−5.91)
CASH HOLD−0.0093−0.5382***
(−1.01)(−3.33)
CF/EQ−0.0183−0.6006*
(−1.08)(−1.83)
OPER PERFORM−0.0023−0.1718
(−0.22)(−0.94)
Year FEYes Yes
Industry FEYes Yes
N3,2274,877
R2 (Adjusted R2 ) [Pseudo R2 ] 0.067 (0.043)[0.442]
Panel B: Predicted (matched) valuesLinear predictionOne-to-one10 nearest50 nearest
N1,6651,6651,6651,665
Mean−1.27%−3.19%−2.53%−2.54%
SD2.34%7.73%2.02%0.77%
Min−6.84%−23.79%−8.18%−4.78%
P25−2.70%−6.04%−3.88%−2.68%
Median−1.48%−3.06%−2.19%−2.68%
P75−0.18%0.74%−1.62%−2.36%
Max6.45%20.34%3.01%0.16%
Panel B: Predicted (matched) valuesLinear predictionOne-to-one10 nearest50 nearest
N1,6651,6651,6651,665
Mean−1.27%−3.19%−2.53%−2.54%
SD2.34%7.73%2.02%0.77%
Min−6.84%−23.79%−8.18%−4.78%
P25−2.70%−6.04%−3.88%−2.68%
Median−1.48%−3.06%−2.19%−2.68%
P75−0.18%0.74%−1.62%−2.36%
Max6.45%20.34%3.01%0.16%
Panel C: Matching diagnostics
Stock-financed M&AsUnmatched SEOsOne-to-one10 nearest50 nearest
LN (MARCAP)Mean7.0075.5306.7926.5806.529
% |Diff|21.0743.0756.0946.825
% Δ |Diff|N/A85.40771.08467.617
p -Value 0.0000.0010.0000.000
BEMEMean0.4350.3540.5460.6050.607
% |Diff|18.56925.60438.99239.659
% Δ |Diff|N/A−37.890−109.993−113.583
p -Value 0.0000.0000.0000.000
RUN-UPMean0.1820.6800.1530.1380.136
% |Diff|273.22116.02624.42025.555
% Δ |Diff|N/A94.13591.06290.647
p -Value 0.0000.1230.0200.016
SIGMAMean0.0290.0360.0350.0380.039
% |Diff|22.05918.53631.29332.798
% Δ |Diff|N/A15.969−41.860−48.682
p -Value 0.0000.0000.0000.000
RELSIZEMean0.3450.2660.2890.3380.307
% |Diff|23.02716.3772.05611.110
% Δ |Diff|N/A28.88291.07351.754
p -Value 0.0000.0000.5890.002
LEVERAGEMean0.1780.2270.1750.1860.184
% |Diff|27.3951.6654.2152.999
% Δ |Diff|N/A93.92384.61289.053
p -Value 0.0000.6030.1790.343
CASH HOLDMean0.1620.2120.1570.1610.157
% |Diff|30.4303.4171.1083.324
% Δ |Diff|N/A88.77296.35889.075
p -Value 0.0000.4330.8000.443
OPER PERFORMMean0.0620.0590.0460.0480.055
% |Diff|5.36924.91922.81710.657
% Δ |Diff|N/A−364.157−325.000−98.494
p -Value 0.5890.0020.0090.230
CF/EQMean0.0320.0410.015-0.0250.004
% |Diff|25.78752.529175.78788.248
% Δ |Diff|N/A−103.708−581.699−242.225
p -Value 0.0330.0010.0000.000
PROPENSITYMean0.6790.1730.6780.6740.637
SCORE% |Diff|74.5930.1440.8076.223
% Δ |Diff|N/A99.80798.91891.657
p -Value 0.0000.9240.5890.000
Panel C: Matching diagnostics
Stock-financed M&AsUnmatched SEOsOne-to-one10 nearest50 nearest
LN (MARCAP)Mean7.0075.5306.7926.5806.529
% |Diff|21.0743.0756.0946.825
% Δ |Diff|N/A85.40771.08467.617
p -Value 0.0000.0010.0000.000
BEMEMean0.4350.3540.5460.6050.607
% |Diff|18.56925.60438.99239.659
% Δ |Diff|N/A−37.890−109.993−113.583
p -Value 0.0000.0000.0000.000
RUN-UPMean0.1820.6800.1530.1380.136
% |Diff|273.22116.02624.42025.555
% Δ |Diff|N/A94.13591.06290.647
p -Value 0.0000.1230.0200.016
SIGMAMean0.0290.0360.0350.0380.039
% |Diff|22.05918.53631.29332.798
% Δ |Diff|N/A15.969−41.860−48.682
p -Value 0.0000.0000.0000.000
RELSIZEMean0.3450.2660.2890.3380.307
% |Diff|23.02716.3772.05611.110
% Δ |Diff|N/A28.88291.07351.754
p -Value 0.0000.0000.5890.002
LEVERAGEMean0.1780.2270.1750.1860.184
% |Diff|27.3951.6654.2152.999
% Δ |Diff|N/A93.92384.61289.053
p -Value 0.0000.6030.1790.343
CASH HOLDMean0.1620.2120.1570.1610.157
% |Diff|30.4303.4171.1083.324
% Δ |Diff|N/A88.77296.35889.075
p -Value 0.0000.4330.8000.443
OPER PERFORMMean0.0620.0590.0460.0480.055
% |Diff|5.36924.91922.81710.657
% Δ |Diff|N/A−364.157−325.000−98.494
p -Value 0.5890.0020.0090.230
CF/EQMean0.0320.0410.015-0.0250.004
% |Diff|25.78752.529175.78788.248
% Δ |Diff|N/A−103.708−581.699−242.225
p -Value 0.0330.0010.0000.000
PROPENSITYMean0.6790.1730.6780.6740.637
SCORE% |Diff|74.5930.1440.8076.223
% Δ |Diff|N/A99.80798.91891.657
p -Value 0.0000.9240.5890.000
Table III.

Cross-sectional OLS regression of ICARs, probit regression of equity issuance choice, and predicted (matched) HCARs

Panel A of the table presents estimation results of a cross-sectional OLS regression of issuer CAR (ICAR) on issuer and offer characteristics common to both seasoned equity issuers and stock acquirers (Specification (1)). It also reports estimation results of a probit regression of a choice between issuing stock via a stock-financed acquisition and an SEO using the same explanatory variables (Specification (2)). Panel B presents hypothetical SEO returns (HCAR) for sample stock-acquirers estimated via linear prediction based on the parameter estimates of (1), and via propensity-score matching with the propensity score based on the estimation results of (2). All variables are defined in the Appendix. The t -statistics ( Z -statistics for the probit regression) are based on heteroskedasticity-robust standard errors clustered at the firm level. Symbols ***, **, and * denote statistical significance at the 1%, 5%, and 10% level, respectively. N denotes the number of observations. Panel C presents matching diagnostics for the propensity-score matching methodology. % |Diff | is the absolute difference in means for stock acquirers and SEO firms, as percentage of the former. % Δ |Diff| is the achieved percentage reduction in the absolute difference in means for stock-acquirers and SEO firms resulting from matching (negative values indicate increases in differences). The p -values for the differences in means for the two samples are also presented.

Panel A: Estimation results
ICAR (1)STOCK DEAL/SEO (2)
Intercept−0.0700***−3.7337***
(−3.20)(−7.64)
LN (MARCAP)0.0053***0.5131***
(3.78)(19.66)
BEME0.00620.3505***
(0.98)(3.05)
RUN-UP−0.0073***−0.6281***
(−3.94)(−12.15)
SIGMA−0.3550**1.9037
(−2.34)(0.66)
RELSIZE0.0547***1.9757***
(4.93)(16.54)
LEVERAGE0.0048−1.0005***
(0.57)(−5.91)
CASH HOLD−0.0093−0.5382***
(−1.01)(−3.33)
CF/EQ−0.0183−0.6006*
(−1.08)(−1.83)
OPER PERFORM−0.0023−0.1718
(−0.22)(−0.94)
Year FEYes Yes
Industry FEYes Yes
N3,2274,877
R2 (Adjusted R2 ) [Pseudo R2 ] 0.067 (0.043)[0.442]
Panel A: Estimation results
ICAR (1)STOCK DEAL/SEO (2)
Intercept−0.0700***−3.7337***
(−3.20)(−7.64)
LN (MARCAP)0.0053***0.5131***
(3.78)(19.66)
BEME0.00620.3505***
(0.98)(3.05)
RUN-UP−0.0073***−0.6281***
(−3.94)(−12.15)
SIGMA−0.3550**1.9037
(−2.34)(0.66)
RELSIZE0.0547***1.9757***
(4.93)(16.54)
LEVERAGE0.0048−1.0005***
(0.57)(−5.91)
CASH HOLD−0.0093−0.5382***
(−1.01)(−3.33)
CF/EQ−0.0183−0.6006*
(−1.08)(−1.83)
OPER PERFORM−0.0023−0.1718
(−0.22)(−0.94)
Year FEYes Yes
Industry FEYes Yes
N3,2274,877
R2 (Adjusted R2 ) [Pseudo R2 ] 0.067 (0.043)[0.442]
Panel B: Predicted (matched) valuesLinear predictionOne-to-one10 nearest50 nearest
N1,6651,6651,6651,665
Mean−1.27%−3.19%−2.53%−2.54%
SD2.34%7.73%2.02%0.77%
Min−6.84%−23.79%−8.18%−4.78%
P25−2.70%−6.04%−3.88%−2.68%
Median−1.48%−3.06%−2.19%−2.68%
P75−0.18%0.74%−1.62%−2.36%
Max6.45%20.34%3.01%0.16%
Panel B: Predicted (matched) valuesLinear predictionOne-to-one10 nearest50 nearest
N1,6651,6651,6651,665
Mean−1.27%−3.19%−2.53%−2.54%
SD2.34%7.73%2.02%0.77%
Min−6.84%−23.79%−8.18%−4.78%
P25−2.70%−6.04%−3.88%−2.68%
Median−1.48%−3.06%−2.19%−2.68%
P75−0.18%0.74%−1.62%−2.36%
Max6.45%20.34%3.01%0.16%
Panel C: Matching diagnostics
Stock-financed M&AsUnmatched SEOsOne-to-one10 nearest50 nearest
LN (MARCAP)Mean7.0075.5306.7926.5806.529
% |Diff|21.0743.0756.0946.825
% Δ |Diff|N/A85.40771.08467.617
p -Value 0.0000.0010.0000.000
BEMEMean0.4350.3540.5460.6050.607
% |Diff|18.56925.60438.99239.659
% Δ |Diff|N/A−37.890−109.993−113.583
p -Value 0.0000.0000.0000.000
RUN-UPMean0.1820.6800.1530.1380.136
% |Diff|273.22116.02624.42025.555
% Δ |Diff|N/A94.13591.06290.647
p -Value 0.0000.1230.0200.016
SIGMAMean0.0290.0360.0350.0380.039
% |Diff|22.05918.53631.29332.798
% Δ |Diff|N/A15.969−41.860−48.682
p -Value 0.0000.0000.0000.000
RELSIZEMean0.3450.2660.2890.3380.307
% |Diff|23.02716.3772.05611.110
% Δ |Diff|N/A28.88291.07351.754
p -Value 0.0000.0000.5890.002
LEVERAGEMean0.1780.2270.1750.1860.184
% |Diff|27.3951.6654.2152.999
% Δ |Diff|N/A93.92384.61289.053
p -Value 0.0000.6030.1790.343
CASH HOLDMean0.1620.2120.1570.1610.157
% |Diff|30.4303.4171.1083.324
% Δ |Diff|N/A88.77296.35889.075
p -Value 0.0000.4330.8000.443
OPER PERFORMMean0.0620.0590.0460.0480.055
% |Diff|5.36924.91922.81710.657
% Δ |Diff|N/A−364.157−325.000−98.494
p -Value 0.5890.0020.0090.230
CF/EQMean0.0320.0410.015-0.0250.004
% |Diff|25.78752.529175.78788.248
% Δ |Diff|N/A−103.708−581.699−242.225
p -Value 0.0330.0010.0000.000
PROPENSITYMean0.6790.1730.6780.6740.637
SCORE% |Diff|74.5930.1440.8076.223
% Δ |Diff|N/A99.80798.91891.657
p -Value 0.0000.9240.5890.000
Panel C: Matching diagnostics
Stock-financed M&AsUnmatched SEOsOne-to-one10 nearest50 nearest
LN (MARCAP)Mean7.0075.5306.7926.5806.529
% |Diff|21.0743.0756.0946.825
% Δ |Diff|N/A85.40771.08467.617
p -Value 0.0000.0010.0000.000
BEMEMean0.4350.3540.5460.6050.607
% |Diff|18.56925.60438.99239.659
% Δ |Diff|N/A−37.890−109.993−113.583
p -Value 0.0000.0000.0000.000
RUN-UPMean0.1820.6800.1530.1380.136
% |Diff|273.22116.02624.42025.555
% Δ |Diff|N/A94.13591.06290.647
p -Value 0.0000.1230.0200.016
SIGMAMean0.0290.0360.0350.0380.039
% |Diff|22.05918.53631.29332.798
% Δ |Diff|N/A15.969−41.860−48.682
p -Value 0.0000.0000.0000.000
RELSIZEMean0.3450.2660.2890.3380.307
% |Diff|23.02716.3772.05611.110
% Δ |Diff|N/A28.88291.07351.754
p -Value 0.0000.0000.5890.002
LEVERAGEMean0.1780.2270.1750.1860.184
% |Diff|27.3951.6654.2152.999
% Δ |Diff|N/A93.92384.61289.053
p -Value 0.0000.6030.1790.343
CASH HOLDMean0.1620.2120.1570.1610.157
% |Diff|30.4303.4171.1083.324
% Δ |Diff|N/A88.77296.35889.075
p -Value 0.0000.4330.8000.443
OPER PERFORMMean0.0620.0590.0460.0480.055
% |Diff|5.36924.91922.81710.657
% Δ |Diff|N/A−364.157−325.000−98.494
p -Value 0.5890.0020.0090.230
CF/EQMean0.0320.0410.015-0.0250.004
% |Diff|25.78752.529175.78788.248
% Δ |Diff|N/A−103.708−581.699−242.225
p -Value 0.0330.0010.0000.000
PROPENSITYMean0.6790.1730.6780.6740.637
SCORE% |Diff|74.5930.1440.8076.223
% Δ |Diff|N/A99.80798.91891.657
p -Value 0.0000.9240.5890.000
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