CEO Duality: Newspapers and Stock Market Reactions
Abstract
:1. Introduction
2. Literature Review
3. Data and Methodology
3.1. Data
3.2. Research Methodology
3.3. Model Specification
4. Results
4.1. Descriptive Statistics
4.2. CEO Duality, Sentiment, and Market Reactions
4.3. Robustness
5. Concluding Remarks
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable | Symbol | Description |
---|---|---|
Abnormal Return (AR) at the day of news publication | AR | abnormal return at the day of news publication |
AR one day after the news | AR1 | abnormal return one day after news publication |
Cumulative AR (CAR) over the event window (0, 1) | CAR (0, 1) | cumulative abnormal return calculated between the day and the day after news publication |
CAR over the event window (−1, 0) | CAR (−1, 0) | cumulative abnormal return calculated between the day before and the day of news publication |
CAR over the event window (0, 2) | CAR (0, 2) | cumulative abnormal return calculated between the day and two days after news publication |
CAR over the event window (−2, 0) | CAR (−2, 0) | cumulative abnormal return calculated between two days before and the day of news publication |
CAR over the event window (−1, 1) | CAR (−1, 1) | cumulative abnormal return calculated between the day before and the day after news publication |
CAR over the event window (−2, 2) | CAR (−2, 2) | cumulative abnormal return calculated between two days before and two days after news publication |
N° of Obs. | Mean | Sd | Min | Max | Median | |
---|---|---|---|---|---|---|
ARit | 60,805 | 0.12% | 3.49% | −25.76% | 50.91% | 0.00% |
AR(t−1) | 60,805 | 0.03% | 3.36% | −26.04% | 50.91% | −0.03% |
AR(t+1) | 60,805 | −0.02% | 0.11% | −44.16% | 50.91% | −0.01% |
CAR (0, 1) | 60,805 | 0.10% | 4.37% | −64.67% | 87.36% | −0.02% |
CAR (−1, 0) | 60,805 | 0.15% | 4.38% | −41.36% | 87.36% | 0.06% |
CAR (0, 2) | 60,805 | 0.08% | 4.85% | −80.80% | 104.07% | −0.10% |
CAR (−2. 0) | 60,805 | 0.11% | 4.91% | −61.66% | 84.64% | 0.01% |
CAR (−1, 1) | 60,805 | 0.14% | 5.07% | −85.52% | 104.07% | −0.01% |
CAR (−2, 2) | 60,805 | 0.07% | 5.73% | −86.37% | 124.18% | −0.07% |
N° of obs. | Mean | Sd | Min | Max | Median | N° of Obs. | Mean | Sd | Min | Max | Median | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Negative | Positive | |||||||||||
ARit | 22,272 | 0.08% | 3.53% | −25.76% | 50.91% | −0.01% | 4254 | 0.3% | 3.7% | −22.9% | 50.9% | 0.20% |
AR(t−1) | 22,272 | −0.01% | 3.40% | −24.60% | 50.33% | −0.08% | 4254 | 0.0% | 3.0% | −17.6% | 37.4% | −0.03% |
AR(t+1) | 22,272 | −0.02% | 3.35% | −35.77% | 50.91% | −0.02% | 4254 | 0.0% | 3.4% | −20.0% | 50.9% | −0.01% |
CAR (0, 1) | 22,272 | 0.06% | 4.41% | −61.53% | 87.36% | −0.06% | 4254 | 0.3% | 4.6% | −27.2% | 59.8% | 0.08% |
CAR (−1, 0) | 22,272 | 0.06% | 4.41% | −32.07% | 87.36% | 0.03% | 4254 | 0.4% | 4.4% | −25.9% | 59.8% | 0.20% |
CAR (0, 2) | 22,272 | 0.04% | 4.94% | −80.80% | 104.07% | −0.12% | 4254 | 0.3% | 4.8% | −32.6% | 55.3% | −0.02% |
CAR (−2. 0) | 22,272 | 0.02% | 5.02% | −41.81% | 84.64% | −0.06% | 4254 | 0.5% | 4.8% | −32.6% | 55.2% | 0.23% |
CAR (−1, 1) | 22,272 | 0.04% | 5.15% | −41.81% | 104.07% | −0.08% | 4254 | 0.4% | 5.1% | −27.0% | 55.3% | 0.08% |
CAR (−2, 2) | 22,272 | −0.02% | 5.83% | −53.04% | 124.18% | −0.12% | 4254 | 0.5% | 5.6% | −34.0% | 55.2% | 0.21% |
N° of Obs. | Mean | Sd | Min | Max | Median | |
---|---|---|---|---|---|---|
CEO Duality: no | ||||||
Length | 59,320 | 423.94 | 307.29 | 35 | 7770 | 386 |
Negative Index | 59,320 | 0.32% | 0.55% | 0.00% | 6.82% | 0.00% |
Positive Index | 59,320 | 0.05% | 0.24% | 0.00% | 6.96% | 0.00% |
CEO Duality: yes | ||||||
Length | 1485 | 527.24 | 347.92 | 55 | 5796 | 507 |
Negative Index | 1485 | 0.25% | 0.48% | 0.00% | 4.46% | 0.00% |
Positive Index | 1485 | 0.04% | 0.19% | 0.00% | 2.12% | 0.00% |
AR(t-1) | Chairman | Vice-Chairman | CEO | CEO Duality | Length | Negative Index | Positive Index | Return On Equity | Leverage | Dividend Yield | Market To Book Value it | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
AR(t-1) | 1.0000 | |||||||||||
Chairman | 0.0109 | 1.0000 | ||||||||||
Vice-Chairman | −0.0036 | −0.3378 | 1.0000 | |||||||||
CEO | −0.0019 | −0.6909 | −0.2624 | 1.0000 | ||||||||
CEO Duality | 0.0028 | −0.1492 | −0.0567 | −0.1159 | 1.0000 | |||||||
Length | 0.0061 | −0.0013 | 0.0324 | −0.0363 | 0.0516 | 1.0000 | ||||||
Negative Index | −0.0174 | 0.0257 | −0.0278 | −0.0055 | −0.0189 | −0.0906 | 1.0000 | |||||
Positive Index | −0.0029 | −0.0141 | 0.0032 | 0.0181 | −0.0067 | −0.1458 | −0.1239 | 1.0000 | ||||
Return On Equity | −0.0045 | 0.0330 | −0.1025 | 0.0277 | 0.0099 | 0.0050 | 0.0009 | 0.0027 | 1.0000 | |||
Leverage | −0.0128 | 0.0137 | 0.0292 | −0.0170 | −0.0784 | 0.0579 | 0.0366 | −0.0280 | 0.0882 | 1.0000 | ||
Dividend Yield | 0.0188 | −0.0567 | −0.0159 | 0.0887 | −0.1208 | −0.0492 | 0.0071 | 0.0056 | 0.0408 | −0.1258 | 1.0000 | |
Market To Book Value | −0.0048 | 0.0381 | 0.0029 | −0.0234 | 0.0161 | −0.0329 | −0.0229 | 0.0259 | 0.0875 | −0.1130 | −0.0731 | 1.0000 |
Panel A: Model 1 | ||
Variable | VIF | 1/VIF |
Chairman | 4.3 | 0.2 |
Ceo | 4.1 | 0.2 |
Vice-Chairman | 2.4 | 0.4 |
Leverage | 1.1 | 1.0 |
Length | 1.0 | 1.0 |
Positive Index | 1.0 | 1.0 |
Dividend Yield | 1.0 | 1.0 |
Market To Book Value | 1.0 | 1.0 |
Return On Equity | 1.0 | 1.0 |
Negative Index | 1.0 | 1.0 |
Abnormal Return(t-1) | 1.0 | 1.0 |
Mean VIF | 1.7 | |
Panel B: Model 2 | ||
Variable | VIF | 1/VIF |
Leverage | 1.1 | 0.9 |
Dividend Yield | 1.1 | 1.0 |
Lenght | 1.0 | 1.0 |
Positive Index | 1.0 | 1.0 |
Market To Book Value | 1.0 | 1.0 |
Negative Index | 1.0 | 1.0 |
Ceo Duality | 1.0 | 1.0 |
Return On Equity | 1.0 | 1.0 |
Abnormal Return | 1.0 | 1.0 |
Mean VIF | 1.0 |
AR | AR(t+1) | CAR (0, 1) | CAR (−1, 0) | CAR (0, 2) | CAR (−2, 0) | CAR (−1, 1) | CAR (−2, 2) | |
---|---|---|---|---|---|---|---|---|
AR(t−1) | −0.190 *** | −0.0202 ** | −0.211 *** | 0.810 *** | −0.295 *** | 0.626 *** | 0.789 *** | 0.521 *** |
(−46.01) | (−2.73) | (−17.36) | (88.76) | (−19.18) | (51.56) | (65.04) | (30.96) | |
Chairman | 0.00222 *** | 0.000319 | 0.00254 *** | 0.00222 *** | 0.00277 *** | 0.00225 ** | 0.00254 *** | 0.00280 ** |
(3.85) | (0.56) | (3.51) | (3.63) | (3.51) | (2.94) | (3.51) | (3.04) | |
Vice-Chairman | 0.00222 ** | 0.000607 | 0.00283 ** | 0.00222 ** | 0.00257 ** | 0.00304 *** | 0.00283 ** | 0.00339 ** |
(3.26) | (0.88) | (3.20) | (3.08) | (2.63) | (3.37) | (3.20) | (3.01) | |
CEO | 0.00177 ** | −0.000164 | 0.00161 * | 0.00177 ** | 0.00127 | 0.00197 * | 0.00161 * | 0.00147 |
(3.00) | (−0.28) | (2.20) | (2.86) | (1.60) | (2.52) | (2.20) | (1.57) | |
Length | −0.000000992 * | −0.000000811 | −0.00000180 ** | −0.000000992 * | −0.00000112 | −0.000000929 | −0.00000180 ** | −0.00000106 |
(−2.16) | (−1.83) | (−3.29) | (−2.37) | (−1.82) | (−1.66) | (−3.29) | (−1.45) | |
Negative Index | −0.109 *** | −0.0397 | −0.149 *** | −0.109 *** | −0.116 ** | −0.170 *** | −0.149 *** | −0.177 *** |
(−4.22) | (−1.55) | (−4.61) | (−4.30) | (−3.22) | (−5.00) | (−4.61) | (−4.24) | |
Positive Index | 0.121 * | −0.063 | 0.0583 | 0.121 | 0.0495 | 0.188* | 0.0583 | 0.117 |
(2.03) | (−1.17) | (0.83) | (1.84) | (0.68) | (2.50) | (0.83) | (1.47) | |
Return On Equity | −0.00000109 | 0.0000826 *** | 0.0000815 ** | −0.00000109 | 0.0000954 * | 0.00000807 | 0.0000815 ** | 0.000105 ** |
(−0.04) | (4.17) | (2.78) | (−0.04) | (2.57) | (0.23) | (2.78) | (2.96) | |
Leverage | −0.00004 | −0.000114 *** | -0.000154 *** | −0.00004 | −0.000140 ** | −0.000292 *** | −0.000154 *** | −0.000392 *** |
(−1.25) | (−3.74) | (−3.61) | (−1.21) | (−2.95) | (−6.65) | (−3.61) | (−7.23) | |
Dividend Yield | 0.0367 *** | 0.0199 ** | 0.0565 *** | 0.0367 *** | 0.0488 *** | 0.0547 *** | 0.0565 *** | 0.0668 *** |
(10.58) | (2.81) | (6.19) | (6.52) | (5.45) | (8.10) | (6.19) | (6.77) | |
Market To Book Value | −0.000413 *** | 0.00000273 | −0.000411 *** | −0.000413 *** | −0.000670 *** | −0.0000235 | −0.000411 *** | −0.00028 |
(−3.82) | (0.03) | (−3.47) | (−4.31) | (−5.09) | (−0.19) | (−3.47) | (−1.83) | |
_cons | −0.000697 | −0.0000814 | −0.000778 | −0.000697 | −0.000781 | −0.00117 | −0.000778 | −0.00125 |
(−1.09) | (−0.12) | (−0.93) | (−1.03) | (−0.86) | (−1.36) | (−0.93) | (−1.18) | |
N | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 |
adj. R-sq | 0.036 | 0.001 | 0.03 | 0.388 | 0.044 | 0.188 | 0.278 | 0.098 |
AR | AR(t+1) | CAR (0, 1) | CAR (−1, 0) | CAR (0, 2) | CAR (−2, 0) | CAR (−1, 1) | CAR (−2, 2) | |
---|---|---|---|---|---|---|---|---|
AR(t-1) | −0.190 *** | −0.0202 ** | −0.210 *** | 0.810 *** | −0.295 *** | 0.626 *** | 0.790 *** | 0.522 *** |
(-20.84) | (−2.73) | (−17.33) | (88.76) | (−19.15) | (51.56) | (65.08) | (30.97) | |
CEO Duality | −0.00256 ** | −0.000545 | −0.00311 * | −0.00256 ** | −0.00484 *** | −0.00304 * | −0.00311 * | −0.00533 *** |
(−2.68) | (−0.67) | (−2.53) | (−2.68) | (−3.67) | (−2.50) | (−2.53) | (−3.48) | |
Length | −0.000000958 * | −0.000000772 | −0.00000173 ** | −0.000000958 * | −0.000001 | −0.000000869 | −0.00000173 ** | −0.000000913 |
(−2.30) | (−1.75) | (−3.16) | (−2.30) | (−1.63) | (−1.56) | (−3.16) | (−1.25) | |
Negative Index | −0.109*** | −0.0399 | −0.149 *** | −0.109 *** | −0.116 ** | −0.171 *** | −0.149 *** | −0.178 *** |
(−4.31) | (−1.56) | (−4.63) | (−4.31) | (−3.21) | (−5.05) | (−4.63) | (−4.28) | |
Positive Index | 0.121 | −0.0639 | 0.0574 | 0.121 | 0.0467 | 0.189 * | 0.0574 | 0.115 |
(1.84) | (−1.19) | (0.82) | (1.84) | (0.65) | (2.52) | (0.82) | (1.44) | |
Return On Equity | −0.0000027 | 0.0000794 *** | 0.0000767 ** | −0.0000027 | 0.0000936 * | 0.00000175 | 0.0000767 ** | 0.0000980 ** |
(−0.09) | (4.07) | (2.64) | (−0.09) | (2.54) | (0.05) | (2.64) | (2.81) | |
Leverage | −0.0000427 | −0.000114 *** | −0.000156 *** | −0.0000427 | −0.000149 ** | −0.000294 *** | −0.000156 *** | −0.000400 *** |
(−1.29) | (−3.73) | (−3.66) | (−1.29) | (−3.12) | (−6.69) | (−3.66) | (−7.37) | |
Dividend Yield | 0.0356 *** | 0.0192 ** | 0.0547 *** | 0.0356 *** | 0.0457 *** | 0.0534 *** | 0.0547 *** | 0.0636 *** |
(6.31) | (2.72) | (5.99) | (6.31) | (5.09) | (7.88) | (5.99) | (6.43) | |
Market To Book Value | −0.000393 *** | 0.0000102 | −0.000382 ** | −0.000393 *** | −0.000638 *** | −0.000000871 | −0.000382 ** | −0.000247 |
(−4.12) | (0.11) | (−3.27) | (−4.12) | (−4.88) | (−0.01) | (−3.27) | (−1.62) | |
_cons | 0.00130 ** | 0.0000942 | 0.00139 * | 0.00130 ** | 0.00145 * | 0.00101 | 0.00139 * | 0.00116 |
(3.15) | (0.22) | (2.48) | (3.15) | (2.39) | (1.94) | (2.48) | (1.68) | |
N | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 |
adj. R-sq | 0.036 | 0.001 | 0.03 | 0.388 | 0.044 | 0.188 | 0.278 | 0.098 |
CAR (−3, 3) | CAR (−4, 4) | CAR (−5, 5) | CAR (−6, 6) | CAR (−7, 7) | CAR (−8, 8) | CAR (−9, 9) | CAR (−10, 10) | |
---|---|---|---|---|---|---|---|---|
Ar(t−1) | 0.548 *** | 0.445 *** | 0.537 *** | 0.457 *** | 0.539 *** | 0.505 *** | 0.515 *** | 0.496 *** |
(74.68) | (49.15) | (60.17) | (47.91) | (53.74) | (48.47) | (47.34) | (44.43) | |
Chairman | 0.00181 | 0.00134 | 0.00169 | 0.000851 | 0.00151 | 0.000181 | 0.000167 | −0.000466 |
(1.77) | (1.06) | (1.36) | (0.64) | (1.08) | (0.12) | (0.11) | (−0.30) | |
Vice-Chairman | 0.00472 *** | 0.00606 *** | 0.00609 *** | 0.00604 *** | 0.00730 *** | 0.00515 ** | 0.00525 ** | 0.00526 ** |
(3.91) | (4.07) | (4.14) | (3.85) | (4.42) | (3.01) | (2.93) | (2.86) | |
CEO | 0.000599 | 0.000104 | 0.000195 | −0.000913 | −0.000319 | −0.00124 | −0.00118 | −0.00262 |
(0.57) | (0.08) | (0.15) | (−0.67) | (−0.22) | (−0.84) | (−0.76) | (−1.65) | |
Length | −0.00000201 * | −0.00000354 *** | −0.00000273 ** | −0.00000479 *** | −0.00000543 *** | −0.00000553 *** | −0.00000596 *** | −0.00000496 *** |
(−2.47) | (−3.53) | (−2.76) | (−4.52) | (−4.88) | (−4.79) | (−4.94) | (−4.01) | |
Negative Index | −0.220 *** | −0.354 *** | −0.304 *** | −0.303 *** | −0.362*** | −0.338 *** | −0.321 *** | −0.337 *** |
(−4.80) | (−6.26) | (−5.45) | (−5.09) | (−5.79) | (−5.20) | (−4.73) | (−4.84) | |
Positive Index | 0.130 | 0.180 | 0.263 * | 0.296 * | 0.213 | 0.0538 | 0.109 | 0.136 |
(1.22) | (1.38) | (2.04) | (2.15) | (1.47) | (0.36) | (0.69) | (0.84) | |
Return On Equity | 0.000215 *** | 0.000284 *** | 0.000314 *** | 0.000381 *** | 0.000400 *** | 0.000448 *** | 0.000438 *** | 0.000464 *** |
(4.20) | (4.50) | (5.04) | (5.72) | (5.72) | (6.17) | (5.78) | (5.97) | |
Leverage | −0.000909 *** | −0.00157 *** | −0.00143 *** | −0.00162 *** | −0.00165 *** | −0.00179 *** | −0.00192 *** | −0.00207 *** |
(−16.03) | (−22.40) | (−20.75) | (−21.94) | (−21.33) | (−22.25) | (−22.85) | (−23.96) | |
Dividend Yield | 0.0600 *** | 0.0441 *** | 0.0642 *** | 0.0331 *** | 0.0429 *** | 0.0352 *** | 0.0635 *** | 0.0724 *** |
(9.76) | (5.82) | (8.59) | (4.14) | (5.10) | (4.04) | (6.97) | (7.75) | |
Market To Book Value | −0.000359 | −0.000469 * | −0.000397 | −0.000332 | −0.000162 | −0.000646 * | −0.000534 | −0.000795 ** |
(−1.87) | (−1.98) | (−1.70) | (−1.33) | (−0.62) | (−2.37) | (−1.88) | (−2.72) | |
_cons | 0.00135 | 0.00615 *** | 0.00382 ** | 0.00718 *** | 0.00618 *** | 0.00878 *** | 0.00792 *** | 0.00970 *** |
(1.19) | (4.39) | (2.76) | (4.86) | (3.98) | (5.45) | (4.71) | (5.61) | |
N | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 |
adj. R-sq | 0.091 | 0.049 | 0.067 | 0.047 | 0.056 | 0.047 | 0.047 | 0.044 |
CAR (−3, 3) | CAR (−4, 4) | CAR (−5, 5) | CAR (−6, 6) | CAR (−7, 7) | CAR (−8, 8) | CAR (−9, 9) | CAR (−10, 10) | |
---|---|---|---|---|---|---|---|---|
AR(t-1) | 0.548 *** | 0.445 *** | 0.537 *** | 0.457 *** | 0.539 *** | 0.505 *** | 0.515 *** | 0.496 *** |
(74.72) | (49.17) | (60.19) | (47.92) | (53.74) | (48.48) | (47.35) | (44.42) | |
CEO Duality | −0.00637 *** | −0.00735 *** | −0.00718 *** | −0.00722 *** | −0.00681 ** | −0.00880 *** | −0.00832 *** | −0.00725 ** |
(−3.94) | (−3.69) | (−3.65) | (−3.44) | (−3.08) | (−3.84) | (−3.47) | (−2.95) | |
Lenght | −0.00000175 * | −0.00000319 ** | −0.00000239 * | −0.00000438 *** | −0.00000503 *** | −0.00000510 *** | −0.00000554 *** | −0.00000449 *** |
(−2.15) | (−3.17) | (−2.41) | (−4.14) | (−4.53) | (−4.41) | (−4.59) | (−3.63) | |
Negative Index | −0.225 *** | −0.362 *** | −0.311 *** | −0.312 *** | −0.371 *** | −0.347 *** | −0.330 *** | −0.346 *** |
(−4.91) | (−6.41) | (−5.58) | (−5.24) | (−5.93) | (−5.34) | (−4.87) | (−4.97) | |
Positive Index | 0.129 | 0.18 | 0.262 * | 0.295 * | 0.212 | 0.0524 | 0.108 | 0.133 |
(1.22) | (1.38) | (2.03) | (2.14) | (1.46) | (0.35) | (0.69) | (0.82) | |
Return On Equity | 0.000194 *** | 0.000252 *** | 0.000283 *** | 0.000345 *** | 0.000358 *** | 0.000416 *** | 0.000406 *** | 0.000425 *** |
(3.82) | (4.01) | (4.56) | (5.21) | (5.15) | (5.76) | (5.38) | (5.49) | |
Leverage | −0.000917 *** | −0.00157 *** | −0.00144 *** | −0.00162 *** | −0.00165 *** | −0.00181 *** | −0.00193 *** | −0.00207 *** |
(−16.11) | (−22.44) | (−20.77) | (−21.95) | (−21.28) | (−22.36) | (−22.93) | (−23.97) | |
Dividend Yield | 0.0560 *** | 0.0395 *** | 0.0595 *** | 0.0278 *** | 0.0379 *** | 0.0294 *** | 0.0579 *** | 0.0664 *** |
(9.07) | (5.18) | (7.92) | (3.46) | (4.49) | (3.35) | (6.33) | (7.07) | |
Market To Book Value | −0.000326 | −0.000434 | −0.000357 | −0.000294 | −0.000116 | −0.000618 * | −0.000507 | −0.000763 ** |
(−1.70) | (−1.83) | (−1.53) | (−1.18) | (−0.44) | (−2.27) | (−1.78) | (−2.62) | |
_cons | 0.00316 *** | 0.00773 *** | 0.00559 *** | 0.00817 *** | 0.00778 *** | 0.00935 *** | 0.00849 *** | 0.00941 *** |
(4.52) | (8.97) | (6.58) | (9.00) | (8.15) | (9.43) | (8.20) | (8.85) | |
N | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 | 60,805 |
adj. R-sq | 0.091 | 0.049 | 0.066 | 0.046 | 0.055 | 0.047 | 0.047 | 0.044 |
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Caiffa, M.; Farina, V.; Fattobene, L. CEO Duality: Newspapers and Stock Market Reactions. J. Risk Financial Manag. 2021, 14, 35. https://doi.org/10.3390/jrfm14010035
Caiffa M, Farina V, Fattobene L. CEO Duality: Newspapers and Stock Market Reactions. Journal of Risk and Financial Management. 2021; 14(1):35. https://doi.org/10.3390/jrfm14010035
Chicago/Turabian StyleCaiffa, Marco, Vincenzo Farina, and Lucrezia Fattobene. 2021. "CEO Duality: Newspapers and Stock Market Reactions" Journal of Risk and Financial Management 14, no. 1: 35. https://doi.org/10.3390/jrfm14010035
APA StyleCaiffa, M., Farina, V., & Fattobene, L. (2021). CEO Duality: Newspapers and Stock Market Reactions. Journal of Risk and Financial Management, 14(1), 35. https://doi.org/10.3390/jrfm14010035