Internationalization and Financing Decisions of Chinese Enterprises: Evidence from Hong Kong Listings
Abstract
1. Introduction
2. Theoretical Background and Hypotheses
2.1. Internationalization Degree and Finance Costs
2.2. Pecking Order, Cross-Region Financing and Finance Costs
2.3. Internationalization Pecking-Order Choice
2.4. Institutional Moderators in Cross-Region Financing
2.5. Theoretical Framework
2.6. Contribution
3. Data and Methodology
3.1. Sample Selection
3.2. Model Construction
β3 LegalDistancet + β4 CulturalDistancet + β5 FinanceSystemStructuret +
β6 Controli,t + εi,t
3.3. Variable Description
3.3.1. Dependent Variable: Finance Choice
3.3.2. Independent Variables: Internationalization Degree
3.3.3. Mediating Variable: Pecking-Order Choice
3.3.4. Moderating Variables
3.3.5. Control Variables
- Company market capitalization (reflects the overall size of the company);
- Total liabilities (indicates the company’s debt burden);
- Annual public financing amount (the sum of net public equity financing, net public bond financing, and net syndicated loan financing);
- Price-to-book ratio (measures the market valuation relative to the book value);
- Gearing ratio (indicates the proportion of debt in the company’s capital structure);
- Changes in short-term borrowings (capture the fluctuations in short-term debt);
- Changes in working capital (reflect changes in the company’s operational liquidity);
- Changes in shareholders’ equity (indicate changes in the ownership structure);
- The number and proportion of international investors (which reflects the extent of foreign investment in the company).
3.4. Data Sources
3.4.1. Static and Transaction Data of Sample Companies
3.4.2. Legal Distance Data Between Mainland China and Hong Kong
3.4.3. Cultural Distance Data Between Mainland China and Hong Kong
3.4.4. Financial System Structure Difference Data Between Mainland China and Hong Kong
3.5. Descriptive Statistical Analysis
4. Findings and Implications
4.1. Mechanism of Internationalization Degree Influencing Finance Costs
4.2. Robustness Tests
5. Results
6. Discussion
7. Conclusions
8. Limitations and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Listing Year | Number of Observed Listed Companies | Percentage (%) |
|---|---|---|
| 2010 and before | 1654 | 31.72 |
| 2011 | 382 | 7.32 |
| 2012 | 362 | 6.95 |
| 2013 | 286 | 5.48 |
| 2014 | 352 | 6.75 |
| 2015 | 252 | 4.84 |
| 2016 | 226 | 4.33 |
| 2017 | 206 | 3.95 |
| 2018 | 398 | 7.64 |
| 2019 | 498 | 9.55 |
| 2020 | 598 | 11.46 |
| Industry Name | Number of Samples | Percentage (%) |
|---|---|---|
| Information Technology | 609 | 11.68 |
| Pharmaceuticals & Biotechnology | 413 | 7.92 |
| Real Estate | 649 | 12.44 |
| Light Manufacturing | 1646 | 31.56 |
| Heavy Manufacturing | 1500 | 28.76 |
| Public Utilities | 398 | 7.63 |
| Total: | 5215 | 100 |
| Variable Name | Variable Code | Observations | Mean | Median | Std. Dev. | Minimum | Maximum |
|---|---|---|---|---|---|---|---|
| Panel A: Explained Variables | |||||||
| Finance Costs | FinanceCost | 5215 | 9.97 | 8.98 | 6.30 | 1.97 | 53.82 |
| Panel B: Explanatory Variables | |||||||
| Breadth | NOC | 5215 | 4.26 | 2 | 5.28 | 1 | 50 |
| Depth | OSTS | 5215 | 0.33 | 0.30 | 0.25 | 0 | 1 |
| Panel C: Mediating Variables | |||||||
| Pecking order | PeckOrder | 5215 | 0.30 | 0 | 0.46 | 0 | 1 |
| Panel D: Moderating Variables | |||||||
| Legal Distance | LegalDistance | 5215 | 8.96 | 9 | 0.68 | 8 | 10 |
| Finance System Structure Difference | FinanceSystemStructure | 5215 | 6.56 | 6.39 | 2.50 | 1.96 | 12.84 |
| Panel E: Control Variables | |||||||
| Market Capitalization | MarketCap | 5215 | 3458 | 384 | 19,720 | 0 | 697,693 |
| Total Liabilities | TotalLiabilities | 5215 | 7961 | 379.70 | 56,961 | −9475 | 184,806 |
| Annual Public Financing | PublicIssued | 5215 | 38 | 0 | 226.90 | 0 | 7491 |
| Price-to-Book Ratio | PriceBookRatio | 5215 | 26.92 | 1.09 | 927.70 | 0 | 58,681 |
| Gearing Ratio | GearingRatio | 5215 | 67.18 | 38.30 | 89.80 | 0 | 533 |
| Change in Equity Capital | Equitych | 5215 | 42.66 | 0 | 344.40 | −17,591 | 4707 |
| Change in Short-term Debts | Stdebtch | 5215 | 2.620 | 0 | 243.50 | −7806 | 6975 |
| Change in Working Assets | NetworkingAssetsch | 5215 | −40.68 | −3.74 | 687.60 | −23,894 | 11,359 |
| Number Institutional Investor | Investor | 4911 | 80.46 | 16 | 130.30 | 0 | 1029 |
| % of Institutional Investor | Invrate | 4911 | 0.836 | 0.896 | 0.214 | 0 | 1 |
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) | (15) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FinanceCost | 1 | ||||||||||||||
| PeckOrder | −0.035 ** | 1 | |||||||||||||
| NOC | −0.047 *** | 0.028 ** | 1 | ||||||||||||
| OSTS | 0.053 *** | −0.064 *** | 0.166 *** | 1 | |||||||||||
| Totalliabilities | −0.061 *** | 0.018 | 0.103 *** | −0.078 *** | 1 | ||||||||||
| Marketcap | 0.014 | 0.021 | 0.119 *** | −0.052 *** | 0.251 *** | 1 | |||||||||
| PublicIssued | 0.007 | 0.016 | 0.023 * | 0.002 | 0.056 *** | 0.054 *** | 1 | ||||||||
| Networkingassetsch | 0.033 ** | −0.005 | −0.036 *** | 0.029 ** | −0.190 *** | 0.125 *** | −0.029 ** | 1 | |||||||
| Equitych | −0.009 | 0.010 | 0.052 *** | −0.027 * | 0.057 *** | 0.015 | 0.029 ** | 0.233 *** | 1 | ||||||
| Stdebtch | −0.008 | 0.015 | 0.003 | 0.011 | 0.036 *** | 0.035 ** | 0.004 | −0.031 ** | −0.005 | 1 | |||||
| Gearingratio | −0.275 *** | 0.011 | 0.097 *** | −0.110 *** | 0.096 *** | −0.017 | 0.008 | −0.056 *** | 0.010 | −0.002 | 1 | ||||
| Investor | 0.015 | 0.056 *** | 0.301 *** | −0.078 *** | 0.138 *** | 0.412 *** | 0.179 *** | 0.004 | 0.084 *** | 0.006 | −0.004 | 1 | |||
| Invrate | −0.002 | −0.015 | 0.062 *** | −0.011 | 0.015 | 0.028 * | 0.001 | −0.006 | −0.003 | −0.001 | 0.021 | 0.115 *** | 1 | ||
| FinanceSystemStructure | −0.078 *** | 0.030 ** | 0.026 * | −0.022 | −0.026 * | −0.001 | −0.011 | −0.024 * | −0.033 ** | 0.021 | −0.027 * | 0.031 ** | 0.040 *** | 1 | |
| LegalDistance | −0.053 *** | −0.022 | −0.013 | 0.009 | −0.095 *** | −0.021 | −0.017 | 0.020 | −0.016 | 0.001 | 0.013 | −0.022 | 0.006 | 0.050 *** | 1 |
| Variable | VIF | 1/VIF |
|---|---|---|
| Investor | 1.410 | 0.708 |
| Marketcap | 1.320 | 0.756 |
| NOC | 1.180 | 0.846 |
| Totalliabilities | 1.170 | 0.852 |
| Networkingassetsch | 1.170 | 0.855 |
| Equitych | 1.110 | 0.900 |
| OSTS | 1.100 | 0.912 |
| Stateowned | 1.050 | 0.954 |
| PublicIssued | 1.040 | 0.962 |
| Invrate | 1.020 | 0.978 |
| LegalDistance | 1.010 | 0.986 |
| FinanceSystemStructure | 1.010 | 0.989 |
| PeckOrder | 1.010 | 0.991 |
| Stdebtch | 1 | 0.995 |
| BankNetwork | 1 | 0.996 |
| Mean VIF | 1.110 | 0.901 |
| Explained Variable (FinanceCosts) | Mediator | ||||
|---|---|---|---|---|---|
| L.PeckOrder | |||||
| (1) | (2) | (3) | (5) | (4) | |
| L.NOC | 0.1390 * | 0.1434 ** | 0.0195 ** | ||
| (1.93) | (1.98) | (2.56) | |||
| L.OSTS | −43.1510 *** | −43.0250 *** | −7.9745 *** | ||
| (−7.94) | (−7.81) | (−15.85) | |||
| PeckOrder | −0.6419 *** | 1.1087 * | |||
| (statement-based) | (−3.44) | (1.66) | |||
| LegalDistance | −0.2769 ** | −0.5046 *** | −0.3053 * | −0.4960 *** | −0.0337 *** |
| (−2.29) | (−4.30) | (−2.49) | (−4.26) | (−3.09) | |
| FinanceSystemStructure | −0.1940 *** | −0.2072 *** | −0.1896 *** | −0.2107 *** | 0.0033 |
| (−4.74) | (−5.04) | (−4.63) | (−5.14) | (1.15) | |
| Totalliabilities | −0.0001 * | −0.0001 ** | −0.0001 | −0.0001 ** | 0.0001 |
| (−1.81) | (−2.57) | (−1.43) | (−2.57) | (1.42) | |
| Marketcap | 0.0001 * | 0.0001 | 0.0001 | 0.0001 | 0.0001 * |
| (1.65) | (1.52) | (1.71) | (1.51) | (1.66) | |
| PublicIssued | −0.0001 | −0.0010 * | −0.0002 | −0.0010 * | 0.0001 |
| (−0.09) | (−1.67) | (−0.05) | (−1.68) | (0.90) | |
| Networkingassetsch | −0.0001 | −0.0001 | −0.0001 * | −0.0001 | −0.0001 * |
| (−1.44) | (−0.96) | (−1.42) | (−0.95) | (−1.83) | |
| Equitych | 0.0001 | 0.0001 | 0.0001 | 0.0001 | 0.0001 ** |
| (0.66) | (0.56) | (0.36) | (0.56) | (2.11) | |
| Stdebts | −0.0002 ** | −0.0001 | −0.0001 | −0.0001 | −0.0001 |
| (−2.46) | (−0.99) | (−2.05) | (−1.01) | (−0.91) | |
| Gearingratio | −0.0098 *** | −0.0101 *** | −0.0098 *** | −0.0099 *** | −0.0002 ** |
| (−5.49) | (−5.07) | (−5.63) | (−4.93) | (−2.37) | |
| Investor | −0.0504 | −0.0542 | −0.0622 | −0.0549 | 0.0221 *** |
| (−1.11) | (−0.77) | (−1.36) | (−0.77) | (3.12) | |
| Invrate | 2.5416 *** | −1.8355 | −2.9623 *** | −1.8319 | 0.0850 |
| (5.79) | (−1.41) | (−6.42) | (−1.39) | (0.69) | |
| _cons | 16.2908 *** | 35.0810 *** | 17.3211 *** | 33.9002 *** | 1.4997 ** |
| (4.45) | (5.98) | (4.71) | (5.69) | (2.52) | |
| N | 4910 | 4169 | 4910 | 4169 | 4169 |
| Explained Variable (FinanceCosts) | Mediator | ||||
|---|---|---|---|---|---|
| L.PeckOrder | |||||
| (1) | (2) | (3) | (5) | (4) | |
| L.NOC | 0.1390 * | 0.1434 ** | 0.0195 ** | ||
| (1.93) | (1.98) | (2.56) | |||
| L.OSTS | −43.1510 *** | −43.0250 *** | −7.9745 *** | ||
| (−7.94) | (−7.81) | (−15.85) | |||
| PeckOrder | −1.5527 * | 1.1087 * | |||
| (statement-based) | (1.92) | (1.66) | |||
| LegalDistance | −0.2769 ** | −0.5046 *** | −0.2887 ** | −0.4960 *** | −0.0337 *** |
| (−2.29) | (−4.30) | (−2.40) | (−4.26) | (−3.09) | |
| FinanceSystemStructure | −0.1940 *** | −0.2072 *** | −0.1904 ** | −0.2107 *** | 0.0033 |
| (−4.74) | (−5.04) | (−4.68) | (−5.14) | (1.15) | |
| Totalliabilities | −0.0001 * | −0.0001 ** | −0.0001 | −0.0001 ** | 0.0001 |
| (−1.81) | (−2.57) | (−1.55) | (−2.57) | (1.42) | |
| Marketcap | 0.0001 * | 0.0001 | 0.0001 | 0.0001 | 0.0001 * |
| (1.65) | (1.52) | (1.59) | (1.51) | (1.66) | |
| PublicIssued | −0.0001 | −0.0010 * | −0.0002 | −0.0010 * | 0.0001 |
| (−0.09) | (−1.67) | (−0.28) | (−1.68) | (0.90) | |
| Networkingassetsch | −0.0001 | −0.0001 | −0.0001 * | −0.0001 | −0.0001 * |
| (−1.44) | (−0.96) | (−1.42) | (−0.95) | (−1.83) | |
| Equitych | 0.0001 | 0.0001 | 0.0001 | 0.0001 | 0.0001 ** |
| (0.66) | (0.56) | (0.75) | (0.56) | (2.11) | |
| Stdebts | −0.0002 ** | −0.0001 | −0.0001 ** | −0.0001 | −0.0001 |
| (−2.46) | (−0.99) | (−2.42) | (−1.01) | (−0.91) | |
| Gearingratio | −0.0098 *** | −0.0101 *** | −0.0098 *** | −0.0099 *** | −0.0002 ** |
| (−5.49) | (−5.07) | (−5.50) | (−4.93) | (−2.37) | |
| Investor | −0.0504 | −0.0542 | −0.0508 | −0.0549 | 0.0221 *** |
| (−1.11) | (−0.77) | (−1.12) | (−0.77) | (3.12) | |
| Invrate | 2.5416 *** | −1.8355 | −2.567 *** | −1.8319 | 0.0850 |
| (5.79) | (−1.41) | (−5.86) | (−1.39) | (0.69) | |
| _cons | 16.2908 *** | 35.0810 *** | 17.9096 *** | 33.9002 *** | 1.4997 ** |
| (4.45) | (5.98) | (4.85) | (5.69) | (2.52) | |
| N | 4910 | 4169 | 4910 | 4169 | 4169 |
| Explained Variable (FinanceCosts) | Mediator | ||||
|---|---|---|---|---|---|
| L.PeckOrder | |||||
| (1) | (2) | (3) | (5) | (4) | |
| L.NOC | 0.1390 * | 0.1433 ** | −0.0191 ** | ||
| (1.93) | (1.98) | (−2.51) | |||
| L.OSTS | −43.1415 *** | −43.0175 *** | −7.9743 *** | ||
| (−7.93) | (−7.81) | (−15.82) | |||
| L.PeckOrder | −0.6412 *** | 1.1043 * | |||
| (statement-based) | (−3.44) | (1.65) | |||
| LegalDistance | −0.2756 ** | −0.5034 *** | −0.3042 * | −0.4949 *** | −0.0164 |
| (−2.28) | (−4.28) | (−2.48) | (−4.24) | (−1.55) | |
| FinanceSystemStructure | −0.1942 *** | −0.2074 *** | −0.1898 *** | −0.2109 *** | 0.0040 |
| (−4.74) | (−5.04) | (−4.63) | (−5.14) | (1.53) | |
| Stateowned | −0.6010 | −0.6020 | −0.0001 | −0.5124 | −0.0287 |
| (−0.72) | (−0.87) | (−0.58) | (−0.74) | (−0.35) | |
| Totalliabilities | −0.0001 * | −0.0001 ** | 0.0001 | −0.0001 ** | −0.0001 |
| (−1.82) | (−2.58) | (1.44) | (−2.58) | (−0.59) | |
| Marketcap | 0.0001 * | 0.0001 | 0.0002 | 0.0001 | 0.0001 * |
| (1.65) | (1.52) | (1.71) | (1.51) | (1.75) | |
| PublicIssued | −0.0001 | −0.0010 * | −0.0001 * | −0.0010 * | 0.0000 |
| (−0.09) | (−1.67) | (−0.05) | (−1.68) | (0.06) | |
| Networkingassetsch | −0.0001 | −0.0001 | −0.0001 | −0.0001 | −0.0000 ** |
| (−1.46) | (−0.99) | (−1.45) | (−0.97) | (−2.27) | |
| Equitych | 0.0001 | 0.0001 | 0.0001 | 0.0001 | 0.0001 |
| (0.66) | (0.57) | (0.36) | (0.57) | (1.39) | |
| Stdebts | −0.0002 *** | −0.0001 | −0.0002 *** | −0.0001 | −0.0001 |
| (−2.67) | (−1.08) | (−2.22) | (−1.08) | (−0.91) | |
| Gearingratio | −0.0098 *** | −0.0101 *** | −0.0099 | −0.0099 *** | −0.0002 |
| (−5.49) | (−5.07) | (−5.63) | (−4.93) | (−1.30) | |
| Investor | −0.0503 | −0.0541 | −0.0621 *** | −0.0548 | 0.0057 |
| (−1.10) | (−0.76) | (−1.36) | (−0.77) | (0.43) | |
| Invrate | 2.5402 *** | −1.8359 | −2.9607 *** | −1.8323 | 0.2695 |
| (5.78) | (−1.41) | (−6.41) | (−1.39) | (1.08) | |
| _cons | 15.6100 *** | 35.1206 *** | 17.3723 *** | 35.4390 *** | 1.0270 |
| (4.27) | (6.73) | (4.72) | (6.43) | (0.96) | |
| N | 4910 | 4169 | 4910 | 4169 | 4169 |
| Explained Variable FinanceCost | ||||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| L.NOC | 0.0053 * | 0.0053 * | ||
| (1.72) | (1.72) | |||
| L.OSTS | −0.7709 ** | −0.7244 ** | ||
| (−2.16) | (−2.03) | |||
| L.PeckOrder | 1.4486 ** | 1.3825 ** | ||
| (statement-based) | (2.45) | (2.33) | ||
| Totalliabilities | −0.0001 ** | −0.0001 ** | −0.0001 ** | −0.0001 ** |
| (−2.41) | (−2.39) | (−2.39) | (−2.37) | |
| Marketcap | 0.0001 | 0.0001 | 0.0001 | 0.0001 |
| (0.36) | (0.35) | (0.41) | (0.39) | |
| PublicIssued | 0.0002 | 0.0002 | 0.0002 | −0.0002 |
| (0.56) | (0.60) | (0.61) | (0.62) | |
| Networkingassetsch | 0.0001 | 0.0001 | 0.0001 | 0.0001 |
| (0.81) | (0.80) | (0.82) | (0.82) | |
| Equitych | −0.0002 | −0.0002 | −0.0002 | −0.0002 |
| (−0.60) | (−0.59) | (−0.61) | (−0.60) | |
| Stdebts | −0.0002 | −0.0002 | −0.0002 | −0.0002 |
| (−0.56) | (−0.52) | (−0.59) | (−0.55) | |
| Gearingratio | −0.0188 *** | −0.0187 *** | −0.0187 *** | −0.0187 *** |
| (−19.39) | (−19.39) | (−19.33) | (−19.34) | |
| Investor | 0.0011 | 0.0012 | 0.0008 | 0.0009 |
| (1.43) | (1.54) | (1.12) | (1.23) | |
| Invrate | 0.0841 | 0.0623 | 0.651 | 0.0444 |
| (0.21) | (0.15) | (0.16) | (0.11) | |
| _cons | 11.1591 *** | 12.5853 *** | 10.8820 *** | 12.2598 *** |
| (31.57) | (18.48) | (28.91) | (17.51) | |
| N | 4910 | 4910 | 4910 | 4910 |
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Lin, P.; Yip, T.L. Internationalization and Financing Decisions of Chinese Enterprises: Evidence from Hong Kong Listings. Econometrics 2026, 14, 23. https://doi.org/10.3390/econometrics14020023
Lin P, Yip TL. Internationalization and Financing Decisions of Chinese Enterprises: Evidence from Hong Kong Listings. Econometrics. 2026; 14(2):23. https://doi.org/10.3390/econometrics14020023
Chicago/Turabian StyleLin, Pujie, and Tsz Leung Yip. 2026. "Internationalization and Financing Decisions of Chinese Enterprises: Evidence from Hong Kong Listings" Econometrics 14, no. 2: 23. https://doi.org/10.3390/econometrics14020023
APA StyleLin, P., & Yip, T. L. (2026). Internationalization and Financing Decisions of Chinese Enterprises: Evidence from Hong Kong Listings. Econometrics, 14(2), 23. https://doi.org/10.3390/econometrics14020023

