| Literature DB >> 35436304 |
Huma Iftikhar1, Chen Pinglu1, Saif Ullah2, Atta Ullah1.
Abstract
This study investigated the influence of tourism on sustainable development while considering institutional quality as a moderating variable. Moreover, exchange rate, urbanization, household consumption, per capita income and renewable energy per capita were also essential factors in determining sustainable development. The sample consists of 64 Belt and Road Initiative (BRI) countries from 2003-2018. The outcomes of the two-step system GMM confirmed the statistically significant and positive dynamic nature of sustainable development and its relationship with tourism and other determinants at a significance level of 1% for BRI countries. Institutional quality enhanced the 4.693% sustainability path to achieve the sustainable development goals (SDGs) agenda with regionally interconnected countries at significance level of 1%. Renewable energy per-capita and income per-capita played a significant and positive role, while the exchange rate, household consumption, and urbanization negatively influenced by hurting thd path of sustainable development. The current research findings have valuable contributions to academics as it offers novel insights about the 0. 351% influence of tourism on sustainable development at significance level of 1%, and it proposes valued suggestions to policymakers concerning tourism development strategies.Entities:
Mesh:
Substances:
Year: 2022 PMID: 35436304 PMCID: PMC9015125 DOI: 10.1371/journal.pone.0263745
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.752
Fig 1Conceptual framework.
Descriptive statistics.
| Variables | Obs | Mean | Std.Dev. | Min | Max |
|---|---|---|---|---|---|
| Sustainable Development (SD) | 1024 | 10.752 | 11.768 | -15.86 | 38.201 |
| tourism | 1024 | 58.50 | 89.80 | 26300 | 5.300 |
| IQ(ICRG) | 1024 | .004 | 1.002 | -2.81 | 2.582 |
| Tourism*IQ | 1024 | 46.40 | 88.40 | -0.049 | 3.791 |
| Urbanization | 1024 | 55.377 | 21.994 | 16.116 | 100 |
| Renewable Energy Per Capita (EQ) | 1024 | 5.663 | 7.242 | .05 | 39.332 |
| Exchange Rate | 1024 | 749.206 | 2637.302 | .28 | 16302.25 |
| Per Capita Income | 1024 | 3.56 | 3.977 | -8.444 | 14.875 |
| Household | 1024 | 3.801 | 4.713 | -8.892 | 18.834 |
| Inflation | 1024 | 5.216 | 4.928 | -1.3 | 26.8 |
Variance inflation factor.
| Variables (Dependent: SD) | VIF | 1/VIF |
|---|---|---|
| tourism | 1.09 | 0.916 |
| IQ(ICRG) | 1.77 | 0.564 |
| Tourism*IQ | 1.76 | 0.567 |
| Urbanization | 2.11 | 0.474 |
| Renewable Energy Per Capita(EQ) | 1.96 | 0.510 |
| Exchange Rate | 1.09 | 0.942 |
| Per Capita Income | 1.61 | 0.621 |
| Household | 1.55 | 0.644 |
| Inflation | 1.16 | 0.865 |
|
|
| . |
Pairwise correlations matrix.
| SR. No. | Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) |
|---|---|---|---|---|---|---|---|---|---|---|---|
| (1) | SD | 1.000 | |||||||||
| (2) | Tourism | 0.141 | 1.000 | ||||||||
| (3) | IQ(ICRG) | 0.208 | 0.049 | 1.000 | |||||||
| (4) | Tourism*IQ | 0.129 | -0.114 | 0.517 | 1.000 | ||||||
| (5) | Urbanization | 0.166 | 0.205 | 0.230 | 0.068 | 1.000 | |||||
| (6) | EQ | 0.309 | 0.143 | 0.182 | -0.008 | 0.689 | 1.000 | ||||
| (7) | Exchange Rate | -0.073 | -0.025 | 0.001 | -0.020 | -0.221 | -0.161 | 1.000 | |||
| (8) | Per Capita Income | 0.068 | 0.039 | -0.054 | 0.002 | -0.229 | -0.237 | 0.084 | 1.000 | ||
| (9) | Household | 0.010 | 0.097 | -0.099 | -0.105 | -0.099 | -0.106 | 0.070 | 0.579 | 1.000 | |
| (10) | Inflation | -0.088 | -0.048 | -0.250 | -0.250 | -0.250 | -0.176 | 0.060* | 0.145 | 0.148 | 1.000 |
*** p<0.01
** p<0.05
* p<0.1.
Results of panel co-integration test.
| Westerlund test for co-integration | Statistic | Decision |
|---|---|---|
| Variance ratio | 2.5396 | Ha: All panels are co-integrated |
| Pedroni test for co-integration | ||
| Modified Phillips-Perron t | 13.8913 | Ha: All panels are co-integrated |
| Phillips-Perron t | -8.9836 | |
| Augmented Dickey-Fuller t | -7.2286 | |
Note: Number of panels = 64, Number of periods = 16.
P-values are
*** p<0.01
** p<0.05
* p<0.1.
Results of factors affecting sustainable development–Direct channel.
| Variables | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| Static Model | Dynamic Model | ||||
| Panel Pooled OLS | Panel Fixed Effect | Panel Pooled OLS | Panel Fixed Effect | Final Model of Two-step System GMM | |
| SD | SD | SD | SD | SD | |
| Sustainable Development (SD) | 0.944 | 0.731 | 0.330 | ||
| (0.010) | (0.023) | (0.022) | |||
| Tourism | 0. 136 | 0. 241 | 0. 127 | 0. 518 | 0. 351 |
| (0. 402) | (0. 110) | (0. 122) | (0. 526) | (0. 709) | |
| Urbanization | -0.053 | -0.733 | 0.001 | -0.129 | -0.501 |
| (0.022) | (0.241) | (0.007) | (0.075) | (0.096) | |
| Renewable energy per capita (EQ) | 0.634 | 0.253 | 0.063 | 0.122 | 1.299 |
| (0.066) | (0.641) | (0.021) | (0.136) | (0.168) | |
| Exchange rate | -0.000 | 0.002 | -0.000 | 0.001 | -0.001 |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | |
| Per Capita Income | 0.531 | 0.345 | 0.458 | 0.501 | 0.389 |
| (0.113) | (0.080) | (0.035) | (0.038) | (0.051) | |
| Household Consumptions | -0.169 | -0.130 | -0.343 | -0.331 | -0.193 |
| (0.092) | (0.047) | (0.029) | (0.030) | (0.032) | |
| (1.978) | (1.457) | (0.592) | (0.629) | (4.700) | |
| Constant | 6.272 | 42.735 | 0.760 | 8.309 | 0.000 |
| (1.808) | (12.230) | (0.559) | (3.891) | (0.000) | |
| I. Year | Yes | Yes | Yes | Yes | Yes |
| Observations | 1,024 | 1,024 | 960 | 960 | 960 |
| R-squared | 0.138 | 0.145 | 0.924 | 0.603 | |
| AR1 | . | . | . | . | -3.870 |
| AR1 (p-value) | . | . | . | . | 0.0001 |
| AR2 | . | . | . | . | 0.965 |
| AR2 (p-value) | . | . | . | . | 0.335 |
| Sargan Test | . | . | . | . | 482.9 |
| Hansen Test | . | . | . | . | 45.46 |
| Hansen Test (p-value) | . | . | . | . | 0.111 |
| J-stat | . | . | . | . | 59 |
| Wald Test | . | . | . | . | 14381 |
| Wald Test (p-value) | . | . | . | . | 0 |
| No. of Groups | 64 | 64 | 64 | 64 | 64 |
Standard errors in parentheses
*** p<0.01
** p<0.05
* p<0.1.
Robustness check of factors afffacting sustainable development results–direct channel.
| Variables | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| Static Model | Dynamic Model | ||||
| Panel Pooled OLS | Panel Fixed Effect | Panel Pooled OLS | Panel Fixed Effect | Final Model of Two-step System GMM | |
| SD | SD | SD | SD | SD | |
| Sustainable Development | 0.936 | 0.679 | 0.153 | ||
| (0.010) | (0.024) | (0.029) | |||
| Tourism | 1.307 | 0. 210 | -0. 298 | 0. 191 | 0. 328 |
| (0. 399) | (0. 105) | (0. 130) | (0. 560) | (0. 128) | |
| Urbanization | -0.064 | -0.705 | -0.001 | -0.158 | -0.782 |
| (0.023) | (0.231) | (0.007) | (0.080) | (0.202) | |
| Renewable energy per capita (EQ) | 0.631 | 0.300 | 0.066 | 0.226 | 1.841 |
| (0.066) | (0.637) | (0.023) | (0.144) | (0.424) | |
| Exchange rate | -0.000 | 0.002 | -0.000 | 0.001 | -0.001 |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | |
| Per Capita Income | 0.437 | 0.257 | 0.249 | 0.301 | 0.256 |
| (0.098) | (0.076) | (0.033) | (0.036) | (0.080) | |
| Inflation | -0.209 | -0.152 | -0.025 | -0.050 | -0.625 |
| (0.079) | (0.056) | (0.027) | (0.035) | (0.079) | |
| Constant | 7.516 | 41.675 | 0.272 | 9.183 | 43.281 |
| (1.894) | (11.704) | (0.630) | (4.144) | (8.695) | |
| I. Year | Yes | Yes | Yes | Yes | Yes |
| Observations | 1,024 | 1,024 | 960 | 960 | 960 |
| R-squared | 0.141 | 0.146 | 0.913 | 0.549 | |
| AR1 | . | . | . | . | -4.087 |
| AR1 (p-value) | . | . | . | . | 0.0000 |
| AR2 | . | . | . | . | -0.218 |
| AR2 (p-value) | . | . | . | . | 0.827 |
| Sargan Test | . | . | . | . | 277.4 |
| Hansen Test | . | . | . | . | 41.19 |
| Hansen Test (p-value) | . | . | . | . | 0.155 |
| J-stat | . | . | . | . | 57 |
| Wald Test | . | . | . | . | 351.5 |
| Wald (p-value) | . | . | . | . | 0 |
| No. of Groups | 64 | 64 | 64 | 64 | 64 |
Standard errors in parentheses
*** p<0.01
** p<0.05
* p<0.1.
Moderating results of IQ between tourism and sustainable development: Indirect channel.
| Variables | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| Static Model | Dynamic Model | ||||
| Panel Pooled OLS | Panel Fixed Effect | Panel Pooled OLS | Panel Fixed Effect | Final Model of Two-step System GMM | |
| SD | SD | SD | SD | SD | |
| Sustainable Development | 0.945 | 0.730 | 0.166 | ||
| (0.010) | (0.023) | (0.033) | |||
| Tourism | 1.467 | 2.397 | 1.041 | 5.018 | 3.717 |
| (0. 401) | (0. 108) | (0. 124) | (0. 528) | (0. 780) | |
| Institutional Quality–IQ (ICRG) | 1.442 | 0.792 | 0.117 | 0.452 | 4.693 |
| (0.450) | (1.267) | (0.142) | (0.638) | (0.589) | |
| Tourism*IQ | 9.938 | -4.610 | -1.621 | -1.708 | - 1.507 |
| (0. 504) | (0. 101) | (0. 156) | (0. 493) | (0. 526) | |
| Urbanization | -0.073 | -0.735 | 0.001 | -0.130 | -0.645 |
| (0.022) | (0.242) | (0.007) | (0.075) | (0.116) | |
| Renewable Energy Per Capita (EQ) | 0.637 | 0.241 | 0.060 | 0.117 | 1.524 |
| (0.066) | (0.648) | (0.021) | (0.136) | (0.213) | |
| Exchange Rate | -0.000 | 0.002 | -0.000 | 0.001 | -0.001 |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | |
| Per Capita Income | 0.484 | 0.347 | 0.459 | 0.502 | 0.247 |
| (0.112) | (0.080) | (0.035) | (0.038) | (0.049) | |
| Household Consumptions | -0.103 | -0.130 | -0.344 | -0.330 | -0.072 |
| (0.091) | (0.047) | (0.029) | (0.030) | (0.040) | |
| Constant | 7.146 | 42.924 | 0.783 | 8.389 | 0.000 |
| (1.786) | (12.337) | (0.563) | (3.900) | (0.000) | |
| I. Year | Yes | Yes | Yes | Yes | Yes |
| Observations | 1,024 | 1,024 | 960 | 960 | 960 |
| R-squared | 0.169 | 0.146 | 0.924 | 0.603 | |
| AR1 | . | . | . | . | -3.520 |
| AR1 (p-value) | . | . | . | . | 0.000432 |
| AR2 | . | . | . | . | 0.893 |
| AR2 (p-value) | . | . | . | . | 0.372 |
| Sargan Test | . | . | . | . | 322.3 |
| Hansen Test | . | . | . | . | 39.54 |
| Hansen Test (p-value) | . | . | . | . | 0.201 |
| J-stat | . | . | . | . | 59 |
| Wald Test | . | . | . | . | 1513 |
| Wald Test (p-value) | . | . | . | . | 0 |
| No. of Groups | 64 | 64 | 64 | ||
Standard errors in parentheses
*** p<0.01
** p<0.05
* p<0.1.
Robustness check results of moderating impact of IQ between tourism and SD.
| Variables | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| Static Model | Dynamic Model | ||||
| Panel Pooled OLS | Panel Fixed Effect | Panel Pooled OLS | Panel Fixed Effect | Final Model of Two-step System GMM | |
| SD | SD | SD | SD | SD | |
| Sustainable Development | 0.934 | 0.678 | 0.088 | ||
| (0.010) | (0.024) | (0.031) | |||
| Tourism | 1.427 | 2.080 | -3.461 | 1.53 | 3.187 |
| (0. 039) | (0. 103) | (0.013) | (0.056) | (0.091) | |
| Institutional Quality (IQ) (WGI) | 1.420 | 0.690 | 0.216 | 0.669 | 5.972 |
| (0.452) | (1.226) | (0.152) | (0.679) | (0.582) | |
| Tourism*IQ | 9.498 | -3.80 | -5.30 | -4.478 | -0. 253 |
| (0. 509) | (0. 946) | (0. 016) | (0.080) | (0. 591) | |
| Urbanization | -0.078 | -0.707 | -0.003 | -0.160 | -0.635 |
| (0.022) | (0.233) | (0.008) | (0.080) | (0.141) | |
| Renewable energy per capita (EQ) | 0.636 | 0.289 | 0.066 | 0.216 | 1.457 |
| (0.066) | (0.644) | (0.023) | (0.145) | (0.280) | |
| Exchange Rate | -0.000 | 0.002 | -0.000 | 0.001 | -0.001 |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | |
| Per Capital Income | 0.425 | 0.259 | 0.249 | 0.304 | 0.179 |
| (0.096) | (0.075) | (0.033) | (0.036) | (0.047) | |
| Inflation | -0.088 | -0.149 | -0.017 | -0.047 | -0.232 |
| (0.081) | (0.057) | (0.028) | (0.035) | (0.064) | |
| Constant | 7.579 | 41.839 | 0.338 | 9.380 | 35.245 |
| (1.870) | (11.823) | (0.632) | (4.152) | (6.466) | |
| I. Year | Yes | Yes | Yes | Yes | Yes |
| Observations | 1,024 | 1,024 | 960 | 960 | 960 |
| R-squared | 0.169 | 0.147 | 0.913 | 0.550 | |
| AR1 | . | . | . | . | -3.350 |
| AR1 (p-value) | . | . | . | . | 0.0008 |
| AR2 | . | . | . | . | 0.745 |
| AR2 (p-value) | . | . | . | . | 0.456 |
| Sargan Test | . | . | . | . | 257.4 |
| Hansen Test | . | . | . | . | 38.29 |
| Hansen (p-value) | . | . | . | . | 0.206 |
| J-stat. | . | . | . | . | 58 |
| Wald Test | . | . | . | . | 838.5 |
| Wald (p-value) | . | . | . | . | 0 |
| No. of Groups | 64 | 64 | 64 | ||
Standard errors in parentheses
*** p<0.01
** p<0.05
* p<0.1.