Sentiment and Style: Evidence from Republican Managers
Abstract
:1. Introduction
2. Literature Review
3. Data and Methodological Background
3.1. Data Overview
3.2. Hypothesis Development
3.3. Measure of Investor Sentiment
3.4. Measures of Corporate Leverage
3.5. Measure of Political Affiliation
3.6. Control Variables
3.7. Estimation Framework
4. Results
4.1. Main Results
4.2. Robustness Checks
4.2.1. External Finance Weighted-Average Market-to-Book Ratio
4.2.2. Alternative Measure of Sentiment
5. Discussion and Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
1 | We acknowledged that firms do not set the level of leverage in isolation. They consider factors such as debt maturity, debt choice, and covenant decisions while they make leverage decisions (see Belkhir et al. 2016; Boubaker et al. 2017). |
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Panel A: Whole Sample Period 1992–2008 | ||||||
---|---|---|---|---|---|---|
Variable | Nobs | Mean | Std Dev | Q1 | Median | Q3 |
22,033 | 0.2140 | 0.2468 | 0.0000 | 0.1200 | 0.4039 | |
22,054 | 0.2102 | 0.1686 | 0.0514 | 0.2005 | 0.3261 | |
21,982 | 0.1796 | 0.1587 | 0.0220 | 0.1610 | 0.2854 | |
22,054 | 0.1990 | 0.2024 | 0.0265 | 0.1439 | 0.3041 | |
21,982 | 0.1707 | 0.1848 | 0.0113 | 0.1164 | 0.2636 | |
Panel B: Low-Sentiment Period | ||||||
12,226 | 0.2091 | 0.2404 | 0.0000 | 0.1168 | 0.4015 | |
12,226 | 0.2054 | 0.1688 | 0.0408 | 0.1957 | 0.3218 | |
12,185 | 0.1772 | 0.1590 | 0.0141 | 0.1589 | 0.2832 | |
12,226 | 0.1968 | 0.2040 | 0.0207 | 0.1409 | 0.3012 | |
12,185 | 0.1702 | 0.1871 | 0.0076 | 0.1148 | 0.2630 | |
Panel C: High-Sentiment Period | ||||||
9807 | 0.2200 | 0.2544 | 0.0000 | 0.1277 | 0.4082 | |
9828 | 0.2161 | 0.1682 | 0.0633 | 0.2079 | 0.3314 | |
9797 | 0.1827 | 0.1582 | 0.0319 | 0.1645 | 0.2880 | |
9828 | 0.2016 | 0.2004 | 0.0334 | 0.1475 | 0.3094 | |
9797 | 0.1712 | 0.1819 | 0.0158 | 0.1186 | 0.2641 |
Panel A: TDA | Panel B: LDA | ||||||||
---|---|---|---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (1) | (2) | (3) | (4) | ||
−0.0107 *** | −0.0046 | −0.0039 | −0.0116 *** | −0.0055 | −0.0047 | ||||
(−2.62) | (−0.85) | (−0.72) | (−2.95) | (−1.06) | (−0.92) | ||||
0.0105 *** | 0.0136 *** | 0.0124 *** | 0.0042 ** | 0.0072 *** | 0.0060 ** | ||||
(5.67) | (5.57) | (5.12) | (2.38) | (3.07) | (2.57) | ||||
−0.0136 * | −0.0122 * | −0.0130 * | −0.0116 * | ||||||
(−1.85) | (−1.67) | (−1.84) | (−1.65) | ||||||
−0.0090 *** | −0.0092 *** | −0.0092 *** | 0.0040 *** | −0.0081 *** | −0.0081 *** | −0.0081 *** | 0.0059 *** | ||
(−16.40) | (−16.71) | (−16.67) | (3.57) | (−15.20) | (−15.38) | (−15.32) | (5.51) | ||
0.0219 *** | 0.0221 *** | 0.0223 *** | 0.0248 *** | 0.0171 *** | 0.0170 *** | 0.0172 *** | 0.0199 *** | ||
(31.83) | (32.24) | (32.26) | (34.79) | (25.88) | (25.82) | (25.96) | (29.06) | ||
−0.1402 *** | −0.1433 *** | −0.1422 *** | −0.1242 *** | −0.1260 *** | −0.1280 *** | −0.1269 *** | −0.1078 *** | ||
(−16.09) | (−16.47) | (−16.32) | (−14.15) | (−15.07) | (−15.33) | (−15.17) | (−12.80) | ||
0.1001 *** | 0.0947 *** | 0.0966 *** | 0.0969 *** | 0.0932 *** | 0.0899 *** | 0.0919 *** | 0.0922 *** | ||
(13.00) | (12.31) | (12.51) | (12.61) | (12.63) | (12.18) | (12.41) | (12.51) | ||
−0.0060 *** | −0.0064 *** | ||||||||
(−13.58) | (−15.04) | ||||||||
N.obs | 21,955 | 21,976 | 21,955 | 21,955 | 21,884 | 21,905 | 21,884 | 21,884 | |
N. industries | 348 | 348 | 348 | 348 | 348 | 348 | 348 | 348 | |
Adj. R-square | 38.20% | 38.28% | 38.30% | 38.82% | 36.12% | 36.11% | 36.15% | 36.81% | |
Panel C: TDM | Panel D: LDM | ||||||||
(1) | (2) | (3) | (4) | (1) | (2) | (3) | (4) | ||
−0.0307 *** | −0.0226 *** | −0.0213 *** | −0.0272 *** | −0.0184 *** | −0.0172 *** | ||||
(−6.57) | (−3.65) | (−3.48) | (−6.25) | (−3.19) | (−3.02) | ||||
0.0064 *** | 0.0104 *** | 0.0083 *** | 0.001 | 0.0051 ** | 0.0033 | ||||
(3.01) | (3.72) | (3.01) | (0.49) | (1.99) | (1.30) | ||||
−0.0175 ** | −0.0150 * | −0.0184 ** | −0.0163 ** | ||||||
(−2.07) | (−1.80) | (−2.35) | (−2.10) | ||||||
−0.0178 *** | −0.0179 *** | −0.0179 *** | 0.0059 *** | −0.0152 *** | −0.0153 *** | −0.0153 *** | 0.0061 *** | ||
(−28.20) | (−28.44) | (−28.34) | (4.69) | (−25.87) | (−26.02) | (−25.92) | (5.13) | ||
0.0258 *** | 0.0253 *** | 0.0261 *** | 0.0305 *** | 0.0208 *** | 0.0202 *** | 0.0208 *** | 0.0248 *** | ||
(32.74) | (32.25) | (32.85) | (37.62) | (28.37) | (27.63) | (28.22) | (32.83) | ||
−0.2825 *** | −0.2870 *** | −0.2839 *** | −0.2513 *** | −0.2393 *** | −0.2424 *** | −0.2397 *** | −0.2106 *** | ||
(−28.31) | (−28.76) | (−28.44) | (−25.15) | (−25.79) | (−26.12) | (−25.82) | (−22.64) | ||
0.0941 *** | 0.0876 *** | 0.0920 *** | 0.0926 *** | 0.0941 *** | 0.0899 *** | 0.0939 *** | 0.0943 *** | ||
(10.68) | (9.92) | (10.41) | (10.59) | (11.48) | (10.96) | (11.42) | (11.59) | ||
−0.0108 *** | −0.0097 *** | ||||||||
(−21.59) | (−20.69) | ||||||||
N.obs | 21,955 | 21,976 | 21,955 | 21,955 | 21,884 | 21,905 | 21,884 | 21,884 | |
N. industries | 348 | 348 | 348 | 348 | 348 | 348 | 348 | 348 | |
Adj. R-square | 43.76% | 43.66% | 43.79% | 44.98% | 41.95% | 41.83% | 41.96% | 43.09% |
Panel A: TDA | Panel B: LDA | ||||||||
---|---|---|---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (1) | (2) | (3) | (4) | ||
−0.0107 *** | −0.0059 | −0.0058 | −0.0116 *** | −0.0074 | −0.0073 | ||||
(−2.62) | (−1.07) | (−1.06) | (−2.95) | (−1.40) | (−1.40) | ||||
0.0185 *** | 0.0213 *** | 0.0196 *** | 0.0121 *** | 0.0144 *** | 0.0125 *** | ||||
(10.01) | (8.73) | (8.04) | (6.80) | (6.13) | (5.36) | ||||
−0.0123 * | −0.0096 | −0.0101 | −0.0073 | ||||||
(−1.67) | (−1.31) | (−1.43) | (−1.03) | ||||||
−0.0090 *** | −0.0093 *** | −0.0093 *** | 0.0036 *** | −0.0081 *** | −0.0083 *** | −0.0082 *** | 0.0056 *** | ||
(−16.40) | (−17.00) | (−16.95) | (3.21) | (−15.20) | (−15.63) | (−15.56) | (5.20) | ||
0.0219 *** | 0.0227 *** | 0.0230 *** | 0.0254 *** | 0.0171 *** | 0.0175 *** | 0.0178 *** | 0.0204 *** | ||
(31.83) | (33.03) | (33.12) | (35.53) | (25.88) | (26.48) | (26.68) | (29.66) | ||
−0.1402 *** | −0.1447 *** | −0.1434 *** | −0.1257 *** | −0.1260 *** | −0.1295 *** | −0.1282 *** | −0.1093 *** | ||
(−16.09) | (−16.66) | (−16.48) | (−14.34) | (−15.07) | (−15.52) | (−15.34) | (−12.99) | ||
0.1001 *** | 0.0897 *** | 0.0915 *** | 0.0921 *** | 0.0932 *** | 0.0857 *** | 0.0876 *** | 0.0882 *** | ||
(13.00) | (11.64) | (11.84) | (11.96) | (12.63) | (11.59) | (11.81) | (11.95) | ||
−0.0059 *** | −0.0063 *** | ||||||||
(−13.31) | (−14.80) | ||||||||
N.obs | 21,955 | 21,976 | 21,955 | 21,955 | 21,884 | 21,905 | 21,884 | 21,884 | |
N. industries | 348 | 348 | 348 | 348 | 348 | 348 | 348 | 348 | |
Adj. R-square | 38.20% | 38.47% | 38.49% | 38.99% | 36.12% | 36.23% | 36.26% | 36.90% | |
Panel C: TDM | Panel D: LDM | ||||||||
(1) | (2) | (3) | (4) | (1) | (2) | (3) | (4) | ||
−0.0307 *** | −0.0211 *** | −0.0210 *** | −0.0272 *** | −0.0172 *** | −0.0172 *** | ||||
(−6.57) | (−3.35) | (−3.37) | (−6.25) | (−2.94) | (−2.96) | ||||
0.0088 *** | 0.0137 *** | 0.0105 *** | 0.0039 * | 0.0087 *** | 0.0058 ** | ||||
(4.15) | (4.90) | (3.79) | (1.95) | (3.32) | (2.25) | ||||
−0.0206 ** | −0.0157 * | −0.0205 *** | −0.0161 ** | ||||||
(−2.44) | (−1.87) | (−2.61) | (−2.08) | ||||||
−0.0178 *** | −0.0180 *** | −0.0179 *** | 0.0058 *** | −0.0152 *** | −0.0154 *** | −0.0153 *** | 0.0060 *** | ||
(−28.20) | (−28.52) | (−28.43) | (4.56) | (−25.87) | (−26.09) | (−26.00) | (5.02) | ||
0.0258 *** | 0.0256 *** | 0.0264 *** | 0.0308 *** | 0.0208 *** | 0.0204 *** | 0.0211 *** | 0.0250 *** | ||
(32.74) | (32.37) | (33.06) | (37.72) | (28.37) | (27.71) | (28.39) | (32.90) | ||
−0.2825 *** | −0.2874 *** | −0.2842 *** | −0.2517 *** | −0.2393 *** | −0.2429 *** | −0.2401 *** | −0.2110 *** | ||
(−28.31) | (−28.81) | (−28.47) | (−25.19) | (−25.79) | (−26.18) | (−25.86) | (−22.69) | ||
0.0941 *** | 0.0857 *** | 0.0898 *** | 0.0909 *** | 0.0941 *** | 0.0884 *** | 0.0921 *** | 0.0930 *** | ||
(10.68) | (9.68) | (10.13) | (10.36) | (11.48) | (10.75) | (11.17) | (11.40) | ||
−0.0108 *** | −0.0096 *** | ||||||||
(−21.48) | (−20.59) | ||||||||
N.obs | 21,955 | 21,976 | 21,955 | 21,955 | 21,884 | 21,905 | 21,884 | 21,884 | |
N. industries | 348 | 348 | 348 | 348 | 348 | 348 | 348 | 348 | |
Adj. R-square | 43.76% | 43.68% | 43.82% | 44.99% | 41.95% | 41.84% | 41.98% | 43.09% |
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Karadas, S.; Papakroni, J.; Schlosky, M.T.T. Sentiment and Style: Evidence from Republican Managers. Int. J. Financial Stud. 2022, 10, 34. https://doi.org/10.3390/ijfs10020034
Karadas S, Papakroni J, Schlosky MTT. Sentiment and Style: Evidence from Republican Managers. International Journal of Financial Studies. 2022; 10(2):34. https://doi.org/10.3390/ijfs10020034
Chicago/Turabian StyleKaradas, Serkan, Jorida Papakroni, and Minh Tam Tammy Schlosky. 2022. "Sentiment and Style: Evidence from Republican Managers" International Journal of Financial Studies 10, no. 2: 34. https://doi.org/10.3390/ijfs10020034
APA StyleKaradas, S., Papakroni, J., & Schlosky, M. T. T. (2022). Sentiment and Style: Evidence from Republican Managers. International Journal of Financial Studies, 10(2), 34. https://doi.org/10.3390/ijfs10020034