Economic Policy Uncertainty, Financial Leverage, and Corporate Investment: Evidence from U.S. Firms
Abstract
:1. Introduction
- (1)
- Does economic policy uncertainty affect financial leverage?
- (2)
- Does economic policy uncertainty affect the dynamics of firm-level capital structure decisions?
- (3)
- What is the relationship between economic policy uncertainty and corporate investment?
2. Literature Review and Hypotheses Development
2.1. Economic Policy Uncertainty and Corporate Financial Leverage
2.2. Economic Policy Uncertainty and Corporate Investment
3. Methodology
3.1. Data and Sampling
3.2. Variable Construction
3.2.1. Dependent Variables
3.2.2. Independent Variables
3.2.3. Control Variables
- Profitability (Profitability): Profitability reduces default risk and increases a firm’s capacity to raise debt. We measure a firm’s profitability using Return on Assets (ROA), calculated as total pre-tax profit scaled by total assets (Dang et al. 2014).
- Tangibility (Tangibility): Tangibility is measured by the ratio of property, plant, and equipment (PPE) to total assets (Schwarz and Dalmácio 2020).
- Market-to-book ratio (MTB): measured as the ratio between assets’ market value and assets’ book value (Nguyen et al. 2022). This ratio has been widely used in prior literature to account for firms’ growth opportunities (Schwarz and Dalmácio 2020). Growth firms are in a better position to honor their debt obligations, which enhances their capacity to use financial leverage (Jabbouri and Naili 2019). Sales growth rate is the proxy used to account for growth opportunities (Amess et al. 2015).
- Liquidity (Liquidity): Firms with better liquidity are in a better position to honor their debt obligations. The current ratio, computed as the ratio of current assets to current liabilities, is used as a proxy for liquidity (Wahba 2014).
- Firm size (FSzie): we use the natural logarithm of total assets to account for the differences in size between sample firms (Bajaj et al. 2020). Larger firms have a higher capacity to use financial leverage given their asset base and established cash flow.
3.3. Descriptive Statistics and Correlation Matrix
4. Empirical Findings
5. Results and Discussion
5.1. The Effect of Economic Policy Uncertainty on Firms’ Current Financial Leverage Levels
5.2. Does the Economic Policy Uncertainty Explain Firm’s Capital Structure Dynamics
5.3. Further Analysis Suggests That Policy Uncertainty Leads to a Deterioration in Corporate Investment Behavior
5.4. Robustness Checks
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
1 | EPU data is downloaded from http://www.policyuncertainty.com (accessed on 20 December 2022). |
2 | Higher values represent higher economic uncertainty. |
3 | For more details regarding variables definitions and measurements please refer to Table 1. |
4 | Control variables have been considered in line with prior literature (see for example; Li and Qiu (2018); Schwarz and Dalmácio (2020)). |
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Panel A: Summary Statistics | ||||||
---|---|---|---|---|---|---|
Observations | Mean | Median | Standard Deviation | Min | Max | |
Blev | 7950 | 0.217 | 0.210 | 0.175 | 0.000 | 0.916 |
Mlev | 7950 | 0.134 | 0.106 | 0.132 | 0.000 | 0.804 |
Long-Term Debt (LTD) | 7950 | 0.195 | 0.181 | 0.169 | 0.000 | 0.904 |
Investment | 5958 | 0.042 | 0.027 | 0.052 | 0.000 | 1.178 |
Investment* | 5958 | 0.057 | 0.033 | 0.110 | 0.000 | 4.460 |
lnEPU | 7950 | 5.047 | 5.032 | 0.312 | 4.527 | 5.788 |
lnEPUnews | 7950 | 4.716 | 4.690 | 0.410 | 4.233 | 5.716 |
Profitability | 7950 | 0.078 | 0.060 | 0.073 | 0.001 | 0.824 |
Tangibility | 7950 | 0.546 | 0.561 | 0.210 | 0.001 | 0.996 |
MTB | 7950 | 2.397 | 1.773 | 2.189 | 0.129 | 45.322 |
Liquidity | 7950 | 2.562 | 2.069 | 1.667 | 0.145 | 10.000 |
Firm Size (FSize) | 7950 | 21.391 | 21.465 | 2.139 | 13.823 | 28.696 |
Panel B: Variable definition | ||||||
Blev | The ratio of total debt to book value of total assets. | |||||
Mlev | The ratio of total debt to the summation of total debt plus the equity market capitalization. | |||||
LTD | The ratio of long-term debt to book value of total debt. | |||||
Investment | The ratio of capital expenditures to the lagged total assets. | |||||
Investment* | The ratio of capital expenditures to the lagged total revenues. | |||||
lnEPU | The natural logarithms transformation for the calculated annual average of the EPU index. | |||||
lnEPUnews | The natural logarithms transformation for the calculated annual average of the news-based policy uncertainty index. | |||||
Profitability | The ratio of total pre-tax profit to total assets. | |||||
Tangibility | The ratio of Property, Plant and Equipment (PPE) to total assets. | |||||
MTB | The ratio of market value of assets to book value of assets. | |||||
Liquidity | The ratio of current assets to current liabilities. | |||||
FSize | The natural logarithm of firm’s total assets. |
Blev | Mlev | LTD | Investment | Investment* | lnEPU | lnEPUnews | Profitability | Tangibility | MTB | Liquidity | FSize | VIF | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Blev | 1.000 | ||||||||||||
Mlev | 0.822 *** | 1.000 | |||||||||||
LTD | 0.967 *** | 0.779 *** | 1.000 | ||||||||||
Investment | 0.082 *** | 0.132 *** | 0.072 *** | 1.000 | |||||||||
Investment* | 0.124 *** | 0.163 *** | 0.121 *** | 0.758 *** | 1.000 | ||||||||
lnEPU | 0.018 * | −0.015 * | 0.023 ** | −0.040 *** | 0.002 | 1.000 | 1.020 | ||||||
lnEPUnews | −0.014 * | −0.032 *** | −0.011 * | −0.042 *** | −0.001 | 0.911 *** | 1.000 | 1.200 | |||||
Profitability | −0.196 *** | −0.295 *** | −0.198 *** | 0.072 *** | −0.002 | 0.034 *** | 0.035 *** | 1.000 | 1.210 | ||||
Tangibility | 0.502 *** | 0.456 *** | 0.518 *** | 0.200 *** | 0.247 *** | 0.045 *** | 0.016 | −0.20 7 *** | 1.000 | 1.440 | |||
MTB | −0.140 *** | −0.362 *** | −0.134 *** | −0.010 | −0.017 | 0.123 *** | 0.102 *** | 0.382 *** | −0.180 *** | 1.000 | 1.390 | ||
Liquidity | −0.356 *** | −0.324 *** | −0.301 *** | −0.061 *** | −0.042 *** | −0.014 | 0.001 | 0.199 *** | −0.454 *** | 0.149 *** | 1.000 | 1.300 | |
FSize | 0.225 *** | −0.073 *** | 0.263 *** | −0.051 *** | 0.045 *** | 0.074 *** | 0.047 *** | 0.086 *** | 0.301 *** | 0.312 *** | −0.195 *** | 1.000 | 1.310 |
(1) | (2) | |
---|---|---|
Blev | Mlev | |
b/(t) | b/(t) | |
lnEPU | −0.014 *** | −0.011 *** |
(−4.060) | (−4.431) | |
Blevt−1 | 0.470 *** | |
(21.377) | ||
Mlevt−1 | 0.332 *** | |
(13.492) | ||
Profitability | −0.226 *** | −0.131 *** |
(−6.961) | (−5.622) | |
Tangibility | 0.184 *** | 0.202 *** |
(7.258) | (10.248) | |
MTB | 0.000 | 0.001 * |
(0.165) | (1.797) | |
Liquidity | 0.000 | 0.004 *** |
(0.093) | (3.280) | |
FSize | −0.008 ** | −0.044 *** |
(−2.169) | (−7.195) | |
Intercept | −3.187 *** | −8.453 *** |
(−2.872) | (−6.504) | |
# of observations | 5958 | 5958 |
R-squared | 0.347 | 0.375 |
F-statistic | 140.503 *** | 114.695 *** |
# of firms | 1072 | 1072 |
Firm effect | Yes | Yes |
Year effect | Yes | Yes |
(1) | (2) | |
---|---|---|
Blevt+1 | Mlevt+1 | |
b/(t) | b/(t) | |
lnEPU | −0.039 *** | −0.035 *** |
(−9.064) | (−10.910) | |
Profitability | −0.074 ** | −0.074 ** |
(−2.116) | (−2.520) | |
Tangibility | 0.155 *** | 0.137 *** |
(5.336) | (6.837) | |
MTB | 0.004 ** | 0.003 |
(2.079) | (1.152) | |
Liquidity | 0.000 | 0.004 ** |
(0.064) | (2.212) | |
FSize | −0.008 | −0.019 *** |
(−1.447) | (−4.319) | |
Intercept | −11.697 *** | −8.903 *** |
(−6.561) | (−5.934) | |
# of Observations | 5995 | 5995 |
R-squared | 0.064 | 0.073 |
F-statistic | 21.022 *** | 28.501 *** |
# of firms | 1079 | 1079 |
Firm effect | Yes | Yes |
Year effect | Yes | Yes |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Investment | Investment | Investment* | Investment* | |
b/(t) | b/(t) | b/(t) | b/(t) | |
lnEPU | −0.006 *** | −0.011 *** | ||
(−5.108) | (−6.735) | |||
lnEPUnews | −0.005 *** | −0.007 *** | ||
(−5.531) | (−5.991) | |||
Investmentt−1 | 0.217 *** | 0.215 *** | ||
(4.813) | (4.801) | |||
Investment*t−1 | 0.070 | 0.069 | ||
(1.460) | (1.448) | |||
Profitability | 0.042 *** | 0.041 *** | 0.006 | 0.007 |
(3.101) | (3.044) | (0.358) | (0.374) | |
Tangibility | 0.022 *** | 0.020 *** | 0.031 *** | 0.029 *** |
(2.938) | (2.744) | (2.901) | (2.683) | |
MTB | 0.002 *** | 0.002 *** | 0.001 ** | 0.001 ** |
(3.626) | (3.593) | (2.168) | (2.117) | |
Liquidity | −0.001 | −0.001 | −0.001 | −0.001 |
(−0.818) | (−0.888) | (−0.707) | (−0.839) | |
FSize | −0.003 | −0.002 | 0.002 | 0.003 |
(−1.276) | (−1.065) | (1.033) | (1.286) | |
Intercept | 0.696 | 0.837 | −1.535 * | −0.782 |
(1.118) | (1.406) | (−1.794) | (−0.962) | |
# of Observations | 4669 | 4669 | 4669 | 4669 |
R-squared | 0.104 | 0.105 | 0.142 | 0.140 |
F statistic | 18.337 *** | 18.859 *** | 9.704 *** | 8.707 *** |
# of firms | 923 | 923 | 923 | 923 |
Firm effect | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Blev | Blevt+1 | Mlev | Mlevt+1 | |
b/(t) | b/(t) | b/(t) | b/(t) | |
lnEPUNews | −0.010 *** | −0.032 *** | −0.008 *** | −0.015 *** |
(−4.942) | (−6.502) | (−4.333) | (−4.347) | |
Blevt−1 | 0.464 *** | |||
(20.990) | ||||
Mlevt−1 | 0.329 *** | |||
(13.487) | ||||
Profitability | −0.218 *** | −0.047 | −0.124 *** | −0.037 |
(−6.726) | (−1.182) | (−5.506) | (−1.302) | |
Tangibility | 0.178 *** | 0.127 *** | 0.197 *** | 0.121 *** |
(7.072) | (3.837) | (10.091) | (5.389) | |
MTB | −0.000 | 0.002 | 0.001 | 0.000 |
(−0.081) | (0.983) | (1.514) | (0.013) | |
Liquidity | −0.000 | 0.001 | 0.004 *** | 0.004 ** |
(−0.229) | (0.352) | (2.997) | (2.018) | |
FSize | −0.006 * | −0.008 | −0.043 *** | −0.023 *** |
(−1.683) | (−1.403) | (−7.098) | (−4.713) | |
Intercept | −1.663 * | 0.229 | −7.181 *** | −0.501 |
(−1.704) | (0.141) | (−6.271) | (−0.359) | |
Number of observations | 5958 | 4692 | 5958 | 4692 |
R-squared | 0.348 | 0.336 | 0.377 | 0.356 |
F statistic | 147.048 *** | 10.769 *** | 126.468 *** | 18.223 *** |
Number of clusters | 1072 | 928 | 1072 | 928 |
Firm effect | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
LTD | LTDt+1 | LTD | LTDt+1 | |
b/(t) | b/(t) | b/(t) | b/(t) | |
lnEPU | −0.017 *** | −0.035 *** | ||
(−4.899) | (−8.192) | |||
lnEPUNews | −0.013 *** | −0.021 *** | ||
(−5.775) | (−7.939) | |||
LTDt−1 | 0.415 *** | 0.413 *** | ||
(16.627) | (16.502) | |||
Profitability | −0.196 *** | −0.078 ** | −0.198 *** | −0.081 ** |
(−4.708) | (−2.295) | (−4.745) | (−2.381) | |
Tangibility | 0.285 *** | 0.146 *** | 0.282 *** | 0.142 *** |
(11.084) | (5.232) | (10.981) | (5.108) | |
MTB | 0.002 | 0.006 *** | 0.002 | 0.006 *** |
(1.227) | (2.779) | (1.227) | (2.763) | |
Liquidity | 0.015 *** | 0.000 | 0.015 *** | −0.000 |
(6.709) | (0.013) | (6.681) | (−0.035) | |
FSize | −0.010 *** | −0.006 | −0.009 ** | −0.005 |
(−2.661) | (−1.169) | (−2.421) | (−0.999) | |
Intercept | −5.440 *** | −11.902 *** | −4.762 *** | −8.411 *** |
(−4.531) | (−6.783) | (−4.238) | (−5.363) | |
Number of observations | 5958 | 5958 | 5958 | 5958 |
R-squared | 0.315 | 0.367 | 0.316 | 0.366 |
F statistic | 126.324 *** | 20.731 *** | 127.241 *** | 20.090 *** |
Number of clusters | 1072 | 1079 | 1072 | 1079 |
Firm effect | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Blev | Blev | Mlev | Mlev | LTD | LTD | Blevt+1 | Blevt+1 | Mlevt+1 | Mlevt+1 | LTDt+1 | LTDt+1 | |
b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | b/(t) | |
lnEPUt−1 | −0.019 *** | −0.016 *** | −0.016 *** | −0.037 *** | −0.010 ** | −0.033 *** | ||||||
(−5.494) | (−5.282) | (−4.700) | (−6.063) | (−2.223) | (−5.416) | |||||||
lnEPUNews t−1 | −0.010 *** | −0.008 *** | −0.009 *** | −0.032 *** | −0.015 *** | −0.028 *** | ||||||
(−4.942) | (−4.333) | (−4.164) | (−6.502) | (−4.347) | (−5.750) | |||||||
Blevt−1 | 0.464 *** | 0.464 *** | ||||||||||
(21.046) | (20.990) | |||||||||||
Mlevt−1 | 0.331 *** | 0.329 *** | ||||||||||
(13.544) | (13.487) | |||||||||||
LTDt−1 | 0.410 *** | 0.410 *** | ||||||||||
(16.397) | (16.382) | |||||||||||
Profitability | −0.220 *** | −0.218 *** | −0.126 *** | −0.124 *** | −0.188 *** | −0.186 *** | −0.051 | −0.047 | −0.037 | −0.037 | −0.051 | −0.047 |
(−6.789) | (−6.726) | (−5.586) | (−5.506) | (−4.540) | (−4.492) | (−1.289) | (−1.182) | (−1.276) | (−1.302) | (−1.328) | (−1.230) | |
Tangibility | 0.177 *** | 0.178 *** | 0.196 *** | 0.197 *** | 0.278 *** | 0.280 *** | 0.127 *** | 0.127 *** | 0.123 *** | 0.121 *** | 0.113 *** | 0.113 *** |
(7.010) | (7.072) | (9.999) | (10.091) | (10.789) | (10.851) | (3.835) | (3.837) | (5.464) | (5.389) | (3.558) | (3.563) | |
MTB | −0.000 | −0.000 | 0.001 | 0.001 | 0.001 | 0.001 | 0.002 | 0.002 | −0.000 | 0.000 | 0.003 ** | 0.003 ** |
(−0.077) | (−0.081) | (1.516) | (1.514) | (0.966) | (0.964) | (0.967) | (0.983) | (−0.001) | (0.013) | (2.429) | (2.438) | |
Liquidity | −0.000 | −0.000 | 0.004 *** | 0.004 *** | 0.015 *** | 0.015 *** | 0.001 | 0.001 | 0.004 ** | 0.004 ** | 0.001 | 0.001 |
(−0.211) | (−0.229) | (3.009) | (2.997) | (6.482) | (6.478) | (0.380) | (0.352) | (2.040) | (2.018) | (0.506) | (0.480) | |
FSize | −0.005 | −0.006 * | −0.042 *** | −0.043 *** | −0.008 ** | −0.009 ** | −0.007 | −0.008 | −0.024 *** | −0.023 *** | −0.007 | −0.008 |
(−1.503) | (−1.683) | (−7.025) | (−7.098) | (−2.184) | (−2.337) | (−1.199) | (−1.403) | (−4.733) | (−4.713) | (−1.175) | (−1.361) | |
Intercept | −3.468 *** | −1.663 * | −8.753 *** | −7.181 *** | −4.752 *** | −3.170 *** | −4.143 ** | 0.229 | −2.143 | −0.501 | −5.612 *** | −1.769 |
(−3.088) | (−1.704) | (−7.984) | (−6.271) | (−3.943) | (−2.971) | (−2.455) | (0.141) | (−1.531) | (−0.359) | (−3.388) | (−1.103) | |
# of obs. | 5958 | 5958 | 5958 | 5958 | 5958 | 5958 | 4692 | 4692 | 4692 | 4692 | 4692 | 4692 |
R-squared | 0.349 | 0.348 | 0.379 | 0.377 | 0.315 | 0.315 | 0.334 | 0.336 | 0.352 | 0.356 | 0.331 | 0.333 |
F statistic | 146.221 *** | 147.048 *** | 129.785 *** | 126.468 *** | 129.577 *** | 129.349 *** | 10.663 *** | 10.769 *** | 17.104 *** | 18.223 *** | 9.805 *** | 9.761 *** |
# of firms | 1072 | 1072 | 1072 | 1072 | 1072 | 1072 | 928 | 928 | 928 | 928 | 928 | 928 |
Firm effect | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Year effect | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
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Almustafa, H.; Jabbouri, I.; Kijkasiwat, P. Economic Policy Uncertainty, Financial Leverage, and Corporate Investment: Evidence from U.S. Firms. Economies 2023, 11, 37. https://doi.org/10.3390/economies11020037
Almustafa H, Jabbouri I, Kijkasiwat P. Economic Policy Uncertainty, Financial Leverage, and Corporate Investment: Evidence from U.S. Firms. Economies. 2023; 11(2):37. https://doi.org/10.3390/economies11020037
Chicago/Turabian StyleAlmustafa, Hamza, Imad Jabbouri, and Ploypailin Kijkasiwat. 2023. "Economic Policy Uncertainty, Financial Leverage, and Corporate Investment: Evidence from U.S. Firms" Economies 11, no. 2: 37. https://doi.org/10.3390/economies11020037
APA StyleAlmustafa, H., Jabbouri, I., & Kijkasiwat, P. (2023). Economic Policy Uncertainty, Financial Leverage, and Corporate Investment: Evidence from U.S. Firms. Economies, 11(2), 37. https://doi.org/10.3390/economies11020037