The Impact of Market Power on Capital Misallocation: A Total Factor Productivity Perspective
Abstract
:1. Introduction
2. Theoretical Analysis and Hypotheses Development
2.1. Market Power and Capital Misallocation
2.2. Market Power, TFP, and Capital Misallocation
2.2.1. Market Power’s Impact on TFP
2.2.2. TFP’s Role in Capital Allocation
3. Methodology
3.1. Sample and Data Sources
3.2. Variable Settings
3.3. Model Setting
4. Empirical Results Analysis
4.1. Descriptive Statistics
4.2. Correlation Analysis
4.3. Main Regression Test
4.4. Mediation Effect
4.5. Robustness Tests and Endogeneity Concerns
- 1.
- Excluding the COVID-19 Period Effects
- 2.
- Alternative Variable Constructions
- 3.
- Endogeneity Test
4.6. Heterogeneity Tests
- (1)
- Analysis Based on Financial Institution Share Ownership
- (2)
- Analysis Based on Firm Ownership: Central-SOEs and Non-Central SOEs
- (3)
- Analysis Based on Firm Location: Eastern and Non-Eastern Regions
5. Conclusions
5.1. Research Conclusions
5.2. Practical Implications
5.3. Limitations and Future Development
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
References
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Symbol | Specific Definition | |
---|---|---|
Independent Variable | Power | Measured by model (2) |
Dependent Variable | Mismatch | Measured by model (3) |
Mediating Variable | Tfplp | Measured by model (4) |
Control Variables | Lev | Ratio of total liabilities to total assets |
Firmage | Natural logarithm of company age | |
Mshare | Ratio of management shareholding to total shares | |
Balance | Ratio of the second largest shareholder’s holdings to the largest | |
Board | Natural logarithm of the number of board members | |
Indep | Ratio of independent directors to total board members | |
Mfee | Ratio of management expenses to operating income |
Variable | Obs | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|
Power | 20,818 | 0.115000 | 0.072500 | 0.012100 | 0.374000 |
Mismatch | 20,818 | 0.040800 | 0.048300 | 0.000466 | 0.304000 |
TFPlp | 20,818 | 9.115000 | 1.089000 | 6.842000 | 12.03000 |
Lev | 20,818 | 0.443000 | 0.204000 | 0.059200 | 0.888000 |
Firmage | 20,818 | 2.845000 | 0.324000 | 1.792000 | 3.466000 |
Mshare | 20,818 | 0.108000 | 0.180000 | 0.000000 | 0.663000 |
Balance | 20,818 | 0.333000 | 0.283000 | 0.008680 | 0.992000 |
Board | 20,818 | 2.142000 | 0.198000 | 1.609000 | 2.708000 |
Indep | 20,818 | 0.374000 | 0.053300 | 0.333000 | 0.571000 |
Mfee | 20,818 | 0.088800 | 0.067300 | 0.008810 | 0.396000 |
Power | Mismatch | Lev | Firmage | Mshare | Blance | Board | Indep | Mfee | |
---|---|---|---|---|---|---|---|---|---|
Power | 1 | ||||||||
Mismatch | −0.021 *** | 1 | |||||||
Lev | 0.00900 | −0.063 *** | 1 | ||||||
Firmage | 0.135 *** | −0.095 *** | 0.115 *** | 1 | |||||
Mshare | −0.073 *** | 0.096 *** | −0.309 *** | −0.197 *** | 1 | ||||
Balance | −0.00300 | 0.035 *** | −0.106 *** | 0.018 *** | 0.213 *** | 1 | |||
Board | 0.037 *** | −0.032 *** | 0.158 *** | −0.00500 | −0.193 *** | 0.016 ** | 1 | ||
Indep | −0.0100 | 0.0100 | −0.017 ** | −0.0110 | 0.068 *** | −0.022 *** | −0.505 *** | 1 | |
Mfee | 0.024 *** | 0.075 *** | −0.311 *** | −0.069 *** | 0.134 *** | 0.080 *** | −0.111 *** | 0.050 *** | 1 |
VIF | 1.02 | 1.22 | 1.07 | 1.22 | 1.06 | 1.43 | 1.35 | 1.12 |
(1) | (2) | |
---|---|---|
Mismatch | Mismatch | |
Power | 0.026 *** | 0.028 *** |
(2.86) | (3.03) | |
Lev | 0.000 | |
(0.03) | ||
Firmage | −0.008 *** | |
(−6.00) | ||
Mshare | 0.021 *** | |
(9.12) | ||
Balance | 0.003 *** | |
(2.81) | ||
Board | −0.006 *** | |
(−3.00) | ||
Indep | −0.004 | |
(−0.57) | ||
Mfee | 0.024 *** | |
(4.01) | ||
Year | Yes | Yes |
Industry | Yes | Yes |
_cons | 0.055 *** | 0.082 *** |
(10.15) | (9.42) | |
N | 20818 | 20818 |
r2 | 0.047 | 0.059 |
(1) | (2) | (3) | |
---|---|---|---|
Mismatch | Tfplp | Mismatch | |
Tfplp | −0.004 *** | ||
(−9.03) | |||
Power | 0.028 *** | −1.106 *** | 0.023 ** |
(3.03) | (−8.74) | (2.55) | |
Lev | 0.000 | 1.474 *** | 0.006 *** |
(0.03) | (46.82) | (2.82) | |
Firmage | −0.008 *** | −0.144 *** | −0.008 *** |
(−6.00) | (−7.51) | (−6.46) | |
Mshare | 0.021 *** | −0.556 *** | 0.019 *** |
(9.12) | (−18.28) | (8.10) | |
Balance | 0.003 *** | 0.017 | 0.003 *** |
(2.81) | (0.86) | (2.87) | |
Board | −0.006 *** | 0.842 *** | −0.003 |
(−3.00) | (24.97) | (−1.36) | |
Indep | −0.004 | 2.002 *** | 0.004 |
(−0.57) | (16.51) | (0.54) | |
Mfee | 0.024 *** | −7.518 *** | −0.005 |
(4.01) | (−76.87) | (−0.74) | |
Year | Yes | Yes | Yes |
Industry | Yes | Yes | Yes |
_cons | 0.082 *** | 6.280 *** | 0.107 *** |
(9.42) | (47.64) | (11.79) | |
N | 20818 | 20818 | 20818 |
r2 | 0.059 | 0.546 | 0.062 |
(1) | (2) | |
---|---|---|
Mismatch | Mismatch | |
Power | 0.027 *** | 0.028 *** |
(2.74) | (2.88) | |
Lev | −0.002 | |
(−0.77) | ||
Firmage | −0.007 *** | |
(−5.27) | ||
Mshare | 0.021 *** | |
(7.82) | ||
Balance | 0.004 *** | |
(2.72) | ||
Board | −0.007 *** | |
(−2.88) | ||
Indep | −0.006 | |
(−0.74) | ||
Mfee | 0.023 *** | |
(3.43) | ||
Year | Yes | Yes |
Industry | Yes | Yes |
_cons | 0.056 *** | 0.084 *** |
(8.45) | (8.43) | |
N | 17591 | 17591 |
r2 | 0.044 | 0.056 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Mismatch | Mismatch | Mismatch-b | Mismatch-b | |
OPM | 0.009 *** (4.00) | 0.007 *** (2.98) | ||
Power | 0.027 *** (2.84) | 0.030 *** (3.19) | ||
Lev | 0.002 | 0.017 *** | ||
(0.85) | (7.79) | |||
Firmage | −0.007 *** | −0.005 *** | ||
(−5.88) | (−3.42) | |||
Mshare | 0.020 *** | 0.014 *** | ||
(8.92) | (5.57) | |||
Balance | 0.003 *** | 0.000 | ||
(2.77) | (0.35) | |||
Board | −0.006 *** | −0.007 *** | ||
(−3.09) | (−3.31) | |||
Indep | −0.004 | −0.003 | ||
(−0.59) | (−0.40) | |||
Mfee | 0.028 *** | 0.018 *** | ||
(4.50) | (2.86) | |||
Year | Yes | Yes | Yes | Yes |
Industry | Yes | Yes | Yes | Yes |
_cons | 0.058 *** | 0.084 *** | 0.064 *** | 0.081 *** |
(10.84) | (9.66) | (11.99) | (8.91) | |
N | 20818 | 20818 | 20818 | 20818 |
r2 | 0.048 | 0.059 | 0.046 | 0.051 |
(1) | (2) | (3) | |
---|---|---|---|
Mismatch | Mismatch | Mismatch | |
L-Power | 0.038 *** (4.02) | 0.039 *** (4.25) | |
L-Mismatch | 0.225 *** (18.49) | ||
Power | 0.295 *** (3.76) | ||
Lev | −0.002 (−0.82) | −0.183 *** (−4.40) | |
Firmage | −0.010 *** (−7.58) | −0.057 *** (−7.61) | |
Mshare | 0.021 *** (8.56) | −0.178 *** (−4.73) | |
Balance | 0.003 ** (2.37) | −0.025 (−1.08) | |
Board | −0.007 *** (−3.43) | −0.115 *** (−2.67) | |
Indep | −0.005 (−0.81) | 0.004 (0.02) | |
Mfee | 0.020 *** (3.52) | 0.380 *** (4.95) | |
Year | Yes | Yes | Yes |
Industry | Yes | Yes | Yes |
_cons | 0.047 *** (11.12) | 0.083 *** (10.34) | 0.476 *** (3.14) |
AR(1) | −25.150 *** | ||
AR(2) | −1.610 | ||
N | 17,344 | 17,344 | 17,574 |
r2 | 0.059 | 0.074 | |
F | 12,382.05 |
(1) | (2) | |
---|---|---|
Stock = 1 | Stock = 0 | |
Mismatch | Mismatch | |
Power | 0.020 | 0.028 *** |
(1.13) | (2.73) | |
Lev | 0.015 ** | −0.001 |
(2.30) | (−0.29) | |
Firmage | −0.006 | −0.008 *** |
(−1.62) | (−5.82) | |
Mshare | 0.017 * | 0.020 *** |
(1.77) | (8.51) | |
Balance | −0.003 | 0.004 *** |
(−0.90) | (2.89) | |
Board | −0.005 | −0.006 *** |
(−0.72) | (−2.74) | |
Indep | −0.039 ** | 0.001 |
(−2.16) | (0.15) | |
Mfee | 0.011 | 0.025 *** |
(0.43) | (3.90) | |
Year | Yes | Yes |
Industry | Yes | Yes |
_cons | 0.071 *** | 0.081 *** |
(3.33) | (8.87) | |
N | 2141 | 18677 |
r2 | 0.083 | 0.062 |
(1) | (2) | |
---|---|---|
Central SOEs | Non−Central SOEs | |
Mismatch | Mismatch | |
Power | 0.016 | 0.024 ** |
(0.44) | (2.57) | |
Lev | −0.004 | −0.000 |
(−0.25) | (−0.20) | |
Firmage | 0.007 | −0.007 *** |
(0.78) | (−5.81) | |
Mshare | 0.074 | 0.021 *** |
(0.64) | (8.97) | |
Balance | −0.009 | 0.004 *** |
(−1.09) | (3.15) | |
Board | 0.000 | −0.006 *** |
(0.02) | (−2.87) | |
Indep | −0.034 | −0.003 |
(−0.78) | (−0.44) | |
Mfee | 0.053 | 0.024 *** |
(0.62) | (3.96) | |
Year | Yes | Yes |
Industry | Yes | Yes |
_cons | 0.055 | 0.081 *** |
(0.99) | (9.10) | |
N | 422 | 20396 |
r2 | 0.151 | 0.061 |
(1) | (2) | |
---|---|---|
Eastern Region | Non-Eastern Region | |
Mismatch | Mismatch | |
Power | 0.031 *** | 0.011 |
(2.63) | (0.76) | |
Lev | 0.000 | −0.000 |
(0.15) | (−0.09) | |
Firmage | −0.008 *** | −0.007 *** |
(−5.20) | (−2.67) | |
Mshare | 0.019 *** | 0.024 *** |
(7.06) | (5.39) | |
Balance | 0.003 ** | 0.003 |
(2.38) | (1.56) | |
Board | −0.005 ** | −0.008 ** |
(−2.09) | (−2.00) | |
Indep | 0.003 | −0.013 |
(0.36) | (−1.14) | |
Mfee | 0.032 *** | 0.014 |
(4.27) | (1.25) | |
Year | Yes | Yes |
Industry | Yes | Yes |
_cons | 0.074 *** | 0.094 *** |
(6.99) | (5.97) | |
N | 14055 | 6763 |
r2 | 0.063 | 0.081 |
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Lu, Y.; Wang, S.; Pillalamarri, S. The Impact of Market Power on Capital Misallocation: A Total Factor Productivity Perspective. Sustainability 2024, 16, 10407. https://doi.org/10.3390/su162310407
Lu Y, Wang S, Pillalamarri S. The Impact of Market Power on Capital Misallocation: A Total Factor Productivity Perspective. Sustainability. 2024; 16(23):10407. https://doi.org/10.3390/su162310407
Chicago/Turabian StyleLu, Yuhao, Shulin Wang, and Sudarshan Pillalamarri. 2024. "The Impact of Market Power on Capital Misallocation: A Total Factor Productivity Perspective" Sustainability 16, no. 23: 10407. https://doi.org/10.3390/su162310407
APA StyleLu, Y., Wang, S., & Pillalamarri, S. (2024). The Impact of Market Power on Capital Misallocation: A Total Factor Productivity Perspective. Sustainability, 16(23), 10407. https://doi.org/10.3390/su162310407