The Role of Tourism in Economic Growth: Empirical Evidence from Saudi Arabia
Abstract
:1. Introduction
2. Literature Review
3. Data and Methodology
4. Results
4.1. Descriptive Statistics
4.2. Unit Root Test
4.3. Johansen Co-Integration Test
4.4. Co-Integration Regression
4.5. Granger Causality Test
5. Discussion
6. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Dependent Variable | Mean | Median | Maximum | Minimum | Jarque–Bera | Probability | LNG | LNTR | LNTE | LNTA |
---|---|---|---|---|---|---|---|---|---|---|
LNG | 26.99 | 27.192 | 27.399 | 26.098 | 2.185 | 0.335 | 1 | |||
LNTR | 22.86 | 22.852 | 27.711 | 21.952 | 0.23 | 0.891 | 0.834 | 1 | ||
LNTE | 23.44 | 23.613 | 23.948 | 22.149 | 9.736 | 0.008 | 0.817 | 0.562 | 1 | |
LNTA | 16.56 | 16.682 | 16.951 | 15.808 | 1.589 | 0.452 | 0.925 | 0.804 | 0.746 | 1 |
Dependent | ADF. | Phillips–Perron | |||
---|---|---|---|---|---|
Variable | t-Statistic | Prob. | Adj. t-Stat. | Prob. | |
LNG | Level | −2.637 | 0.106 | −4.705 | 0.002 * |
1st difference | −3.428 | 0.027 ** | |||
LNTR | Level | 0.907 | 0.99 | −0.778 | 0.798 |
1st difference | −7.65 | 0.00 * | −9.005 | 0.000 * | |
LNTE | Level | −3.171 | 0.041 ** | −4.158 | 0.006 * |
LNTA | Level | −2.615 | 0.11 | −3.15 | 0.042 ** |
1st difference | −4.499 | 0.004 * |
Eigenvalue | Trace Statistics | 0.05 Critical Value | Prob. ** | Max–Eigen Statistics | 0.05 Critical Value | Prob. ** | |
---|---|---|---|---|---|---|---|
None * | 0.897 | 65.578 | 47.856 | 0.0005 | 34.07 | 27.584 | 0.0064 |
At most 1 * | 0.813 | 31.507 | 29.797 | 0.0315 | 25.143 | 21.132 | 0.0129 |
At most 2 | 0.301 | 6.364 | 15.495 | 0.6525 | 5.364 | 14.265 | 0.6953 |
At most 3 | 0.065 | 0.999 | 3.841 | 0.3174 | 0.999 | 3.842 | 0.3174 |
LNGDP | LNTR | LNTE | LNTA | ||||
1 | −0.994 | (0.44) | −1.41 | (0.191) | −0.265 | (0.793) |
Variable | FMOLS | DOLS | CCR | |||
---|---|---|---|---|---|---|
LNTR | 0.28 | 0.0209 ** | 0.312 | 0.05 ** | 0.317 | 0.032 ** |
LNTE | 0.256 | 0.015 ** | 0.287 | 0.23 | 0.235 | 0.0286 ** |
LNTA | 0.62 | 0.008 * | 0.989 | 0.04 ** | 0.574 | 0.024 ** |
C | 4.34 | 0.059 | 10.54 | 0.139 | 4.753 | 0.009 * |
Adj R2 | 0.86 | 0.997 | 0.853 | |||
Long-run Variance | 0.014 | 6.78 × 10−5 | 0.014 | |||
Co-integration test | 0.29 | 0.200 | 0.069 | 0.200 | 0.244 | 0.200 |
Jarque-Bera | 1.346 | 0.51 | 0.467 | 0.792 | 1.301 | 0.522 |
Null Hypothesis | Obs. | F-Statistics | Probability |
---|---|---|---|
LNTA does not Granger cause LNG | 16 | 2.90152 | 0.1123 |
LNG does not Granger cause LNTA | 9.34552 | 0.0092 | |
LNTE does not Granger cause LNG | 16 | 0.85377 | 0.3723 |
LNG does not Granger cause LNTE | 0.13732 | 0.7169 | |
LNTR does not Granger cause LNG | 16 | 1.92603 | 0.1885 |
LNG does not Granger cause LNTR | 0.25776 | 0.6202 | |
LNTE does not Granger cause LNTA | 16 | 1.97735 | 0.1831 |
LNTA does not Granger cause LNTE | 0.58823 | 0.4568 | |
LNTR does not Granger cause LNTA | 16 | 0.41381 | 0.5312 |
LNTA does not Granger cause LNTR | 0.14988 | 0.7049 | |
LNTR does not Granger cause LNTE | 16 | 0.04247 | 0.8399 |
LNTE does not Granger cause LNTR | 0.19091 | 0.6693 |
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Naseem, S. The Role of Tourism in Economic Growth: Empirical Evidence from Saudi Arabia. Economies 2021, 9, 117. https://doi.org/10.3390/economies9030117
Naseem S. The Role of Tourism in Economic Growth: Empirical Evidence from Saudi Arabia. Economies. 2021; 9(3):117. https://doi.org/10.3390/economies9030117
Chicago/Turabian StyleNaseem, Sana. 2021. "The Role of Tourism in Economic Growth: Empirical Evidence from Saudi Arabia" Economies 9, no. 3: 117. https://doi.org/10.3390/economies9030117
APA StyleNaseem, S. (2021). The Role of Tourism in Economic Growth: Empirical Evidence from Saudi Arabia. Economies, 9(3), 117. https://doi.org/10.3390/economies9030117