Table 4. The Effect of Three Competitive Events on the NYSE in the Pre- and Consolidated Period (May 26, 1882 - April 9, 1886)
This table reports the results from the estimation of the following model:
SPREADit = α0+ β1VOLit + β2CLOSEit+ β3STDEVi + β4COMP1t + β5COMP2t + β6COMP3t + β7WVOLit + β8CALLt+ β9SHAREit + β10CONCt + εit
where SPREAD is either the natural log of the absolute or the relative spread as defined in Table 2. COMP1 is a dummy variable that takes on a value of one for all observations in the weeks after May 1, 1882. COMP2 is a dummy variable that takes on a value of one for all observations in the weeks after September 21, 1884. COMP3 is a dummy variable that takes on a value of one for all observations in the weeks after February 17, 1885. The other variables are as defined as in Table 3. Robust standard errors are in parentheses. *** significant at 10%; ** significant at 5%; * significant at 1%.
(A) (B) (C) (D)
dependent variable
natural log of natural log of natural log of natural log of
independent variable absolute spread absolute spread relative spread relative spread
|
|
|
|
|
natural log of
|
-0.023
|
-0.022
|
-0.024
|
-0.023
|
individual security volume
|
(0.027)
|
(0.023)
|
(0.027)
|
(0.023)
|
|
|
|
|
|
natural log of
|
0.364*
|
-0.029
|
-0.631*
|
-1.016*
|
individual security closing price
|
(0.046)
|
(0.052)
|
(0.046)
|
(0.051)
|
|
|
|
|
|
natural log of
|
0.329*
|
|
0.333*
|
|
individual security volatility
|
(0.078)
|
|
(0.078)
|
|
|
|
|
|
|
post NY Mining Exchange and
|
-0.035
|
-0.021
|
-0.034
|
-0.021
|
Natl. Petroleum Exchange merger
|
(0.043)
|
(0.039)
|
(0.043)
|
(0.039)
|
|
|
|
|
|
initiation of trading on
|
-0.029
|
-0.064***
|
-0.028
|
-0.061***
|
NY Petroleum Exchange
|
(0.035)
|
(0.033)
|
(0.035)
|
(0.032)
|
|
|
|
|
|
presence of Consolidated trading
|
-0.108***
|
-0.095***
|
-0.105***
|
-0.093***
|
|
(0.055)
|
(0.052)
|
(0.055)
|
(0.052)
|
|
|
|
|
|
natural log of
|
0.022
|
0.024
|
0.023
|
0.025
|
NYSE total weekly volume
|
(0.027)
|
(0.023)
|
(0.027)
|
(0.023)
|
|
|
|
|
|
natural log of
|
0.095*
|
0.074*
|
0.094*
|
0.073*
|
broker's call rate
|
(0.019)
|
(0.018)
|
(0.019)
|
(0.018)
|
|
|
|
|
|
natural log of
|
-0.318*
|
-0.142*
|
-0.316*
|
-0.142*
|
security's share of total volume
|
(0.027)
|
(0.023)
|
(0.027)
|
(0.023)
|
|
|
|
|
|
natural log of
|
-0.364*
|
-0.138*
|
-0.363*
|
-0.138*
|
concentration ratio
|
(0.046)
|
(0.036)
|
(0.046)
|
(0.036)
|
|
|
|
|
|
constant
|
-3.264*
|
-1.734*
|
-3.285*
|
-1.801*
|
|
(0.347)
|
(0.333)
|
(0.346)
|
(0.330)
|
Company fixed effects included
|
no
|
yes
|
no
|
yes
|
Number of fixed effects
|
|
|
|
|
Quarterly time effects
|
yes
|
yes
|
yes
|
yes
|
Observations
|
11486
|
11486
|
11486
|
11486
|
R-squared
|
0.496
|
0.637
|
0.755
|
0.823
|
F-Statistic
|
66.08*
|
20.22*
|
187.29*
|
68.34*
|
Competition Variables Jointly 0
|
|
|
|
|
F-Statistic
|
4.78**
|
5.61**
|
4.56**
|
5.37**
|
|
|
|
|
|
Table 5. Bid-Ask Spreads on the Boston Exchange in the Pre- and Consolidated Period (December 28, 1883 - April 9, 1886)
This table reports the results from the estimation of the following model:
SPREADit = α0+ β1VOLit + β2CLOSEit+ β3STDEVi + β4COMPt + β5WVOLit + β6CALLt+ β7SHAREit + β8CONCt + εit
where SPREAD is either the natural log of the absolute or the relative spread as defined in Table 2. COMP is a dummy variable that takes on a value of one for all observations in the 60 weeks after February 17, 1885 and the value of zero for the observations in the 60 weeks before Feb 17, 1885. The other variables are as defined as in Table 2 but measured in natural logs. Robust standard errors are in parentheses. *** significant at 10%; ** significant at 5%; * significant at 1%.
(A) (B) (C) (D)
dependent variable
natural log of natural log of natural log of natural log of
independent variable absolute spread absolute spread relative spread relative spread
natural log of -0.130* -0.085** -0.075* -0.089**
individual security volume (0.039) (0.037) (0.068) (0.037)
natural log of 0.247* -0.223** -0.749* -1.183*
individual security closing price (0.068) (0.089) (0.068) (0.085)
natural log of 0.172 0.172
individual security volatility (0.111) (0.112)
presence of Consolidated trading -0.126 -0.148 -0.123 -0.145
(0.106) (0.090) (0.105) (0.090)
natural log of 0.138** 0.123** 0.142** 0.126**
broker's call rate (0.056) (0.053) (0.055) (0.054)
natural log of -0.034 0.014 -0.032 0.016
security's share of total volume (0.052) (0.036) (0.051) (0.036)
natural log of 0.035 0.066 0.036 0.069
concentration ratio (0.071) (0.076) (0.071) (0.075)
constant -0.857*** 0.935*** -0.842*** 0.824
(0.457) (0.510) (0.453) (0.501)
Company fixed effects included no yes no yes
No. of Company fixed effects 37 37
Quarterly Time Effects yes yes yes yes
Observations 1490 1490 1490 1490
R-squared 0.345 0.567 0.687 0.793
F-Statistic 18.7* 12.3* 39.9* 60.9*
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