Regional Sustainability ›› 2024, Vol. 5 ›› Issue (4): 100178.doi: 10.1016/j.regsus.2024.100178cstr: 32279.14.REGSUS.2024005
• Full Length Article • Previous Articles Next Articles
Clara Inés PARDO MARTÍNEZa,*(), Alexander COTTE POVEDAb,c
Received:
2023-12-14
Revised:
2024-04-22
Accepted:
2024-11-25
Published:
2024-12-30
Online:
2024-12-19
Contact:
Clara Inés PARDO MARTíNEZ
E-mail:cipmusa@yahoo.com
Clara Inés PARDO MARTÍNEZ, Alexander COTTE POVEDA. Efficiency and sustainability of the tourism industry in Latin America[J]. Regional Sustainability, 2024, 5(4): 100178.
Table 1
Variables used in this study and their sources."
Variable | Definition | Source |
---|---|---|
Employment in the tourism industry (103 persons) | Number of employees in the tourism industry | UNWTO |
Establishments in the tourism industry | Number of hotel-type establishments | UNWTO |
Tourism expenditure (106 USD) | Tourism expenditure in other countries | UNWTO |
Public social expenditure (USD per capita) | Public social expenditure in recreation and culture per capita | ECLAC |
Inbound tourism (103 persons) | Total arrivals | UNWTO |
Outbound tourism (103 persons) | Total departures | UNWTO |
Contribution of tourism to the economy (%) | Share of tourism in the GDP | UNWTO |
Mangroves area (103 hm2) | ECLAC | |
Terrestrial biodiversity (%) | Proportion of terrestrial biodiversity sites covered by protected areas | ECLAC |
Marine biodiversity (%) | Proportion of marine biodiversity sites covered by protected areas | ECLAC |
Freshwater biodiversity (%) | Proportion of freshwater biodiversity sites covered by protected areas | ECLAC |
Forest area (103 hm2) | ECLAC | |
Percentage of land area covered by forests (%) | ECLAC | |
Area of forest plantations (%) | Area of forest plantations expressed as a percentage | ECLAC |
GHG emissions per capita (t CO2e per capita) | ECLAC | |
CO2 emissions per capita (t per capita) | ECLAC | |
Literacy rate (%) | Literacy rate of people ages 15 years old and over | ECLAC |
Public social expenditure in education (USD per capita) | ECLAC | |
Public social expenditure in health (USD per capita) | ECLAC | |
Public social expenditure in environmental protection (USD per capita) | ECLAC |
Table 2
Variable classification of the models."
Classification | Variable | Estimated relationship | Reference |
---|---|---|---|
Economic variables | Inbound tourism | + | OECD ( |
Outbound tourism | + | ||
Contribution of tourism to the economy | + | ||
Natural resources variables | Mangroves area | + | WTO ( |
Terrestrial biodiversity | + | ||
Marine biodiversity | + | ||
Freshwater biodiversity | + | ||
Forest area | + | ||
Land area covered by forests | + | ||
Area of forest plantations | + | ||
Pollution variables | GHG emissions per capita | - | The One Planet Network ( |
CO2 emissions per capita | - | ||
Social variables | Literacy rate | + | Schianetz and Kavanagh ( |
Public social expenditure in education | + | ||
Public social expenditure in health | + | ||
Public social expenditure in environmental protection | + |
Table 3
Results of regression models with the tourism efficiency index as the dependent variable."
Parameter | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | Model 9 | Model 10 | Model 11 | Model 12 | Model 13 | Model 14 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Constant | -0.590** (0.276) | -1.093*** (0.277) | 0.048 (0.228) | 0.966*** (0.328) | -2.418*** (0.423) | -2.833*** (0.551) | -3.292*** (0.413) | -3.766*** (0.629) | -3.119*** (0.583) | -3.559*** (0.525) | -5.098*** (1.038) | -3.298*** (0.635) | -2.654** (1.079) | -5.002*** (1.265) |
Inbound tourism | 0.005 (0.012) | 0.002*** (0.000) | 0.012 (0.012) | 0.117*** (0.552) | 0.035*** (0.007) | 0.034*** (0.007) | 0.014* (0.008) | 0.011 (0.008) | 0.004 (0.008) | 0.003 (0.008) | 0.001 (0.007) | 0.003 (0.008) | 0.003 (0.008) | 0.002 (0.010) |
Outbound tourism | 0.181*** (0.022) | 0.406*** (0.041) | 0.148*** (0.024) | 0.243*** (0.029) | 0.197*** (0.017) | 0.142*** (0.027) | 0.217*** (0.030) | 0.215*** (0.029) | 0.190*** (0.049) | 0.173*** (0.052) | 0.137*** (0.032) | 0.169*** (0.033) | 0.160*** (0.032) | 0.139*** (0.034) |
Contribution of tourism to the economy | 0.074* (0.038) | 0.292*** (0.051) | 0.120** (0.039) | 0.115*** (0.035) | 0.115*** (0.030) | 0.175*** (0.035) | 0.124*** (0.037) | 0.135*** (0.038) | 0.075 (0.052) | 0.064 (0.052) | 0.066* (0.049) | 0.081* (0.050) | 0.090** (0.050) | 0.064 (0.050) |
Mangroves area | 0.069*** (0.019) | 0.000** (0.000) | 0.052*** (0.014) | 0.000*** (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000* (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | |
Terrestrial biodiversity | 0.006*** (0.001) | 0.926*** (0.079) | 0.016*** (0.001) | 0.018*** (0.001) | 0.015*** (0.001) | 0.017*** (0.001) | 0.016*** (0.002) | 0.016*** (0.002) | 0.017*** (0.002) | 0.016*** (0.002) | 0.016*** (0.003) | 0.017*** (0.002) | ||
Marine biodiversity | 0.229*** (0.054) | 0.321*** (0.039) | 0.240*** (0.049) | 0.191*** (0.048) | 0.215*** (0.052) | 0.296*** (0.056) | 0.318*** (0.060) | 0.243*** (0.059) | 0.291*** (0.056) | 0.307*** (0.061) | 0.238*** (0.062) | |||
Freshwater biodiversity | 0.279*** (0.048) | 0.472*** (0.099) | 0.423*** (0.074) | 0.497*** (0.102) | 0.383*** (0.104) | 0.464** (0.109) | 0.603*** (0.134) | 0.439*** (0.114) | 0.352* (0.220) | 0.577*** (0.194) | ||||
Forest area | 0.078** (0.031) | 0.029 (0.026) | 0.049 (0.032) | 0.050 (0.052) | 0.068 (0.055) | 0.105** (0.041) | 0.075* (0.040) | 0.065 (0.074) | 0.093* (0.064) | |||||
Land area covered by forests | 0.151*** (0.038) | 0.160*** (0.037) | 0.057 (0.071) | 0.032 (0.075) | ||||||||||
Area of forest plantations | 0.028 (0.028) | 0.029 (0.034) | 0.075* (0.047) | 0.032 (0.029) | 0.016 (0.038) | 0.026 (0.091) | 0.014 (0.083) | |||||||
GHG emissions per capita | -0.158* (0.085) | -0.264*** (0.047) | -0.211*** (0.044) | -0.215*** (0.046) | -0.263*** (0.060) | |||||||||
CO2 emissions per capita | -0.161** (0.076) | |||||||||||||
Literacy rate | 0.016** (0.007) | 0.017** (0.007) | ||||||||||||
Public social expenditure in education | 0.038 (0.036) | |||||||||||||
Public social expenditure in health | 0.013 (0.075) | 0.000 (0.000) | ||||||||||||
Public social expenditure in environmental protection | 0.001 (0.025) | |||||||||||||
σv | 0.214 | 0.121 | 0.180 | 0.083 | 0.073 | 0.053 | 0.068 | 0.066 | 0.068 | 0.068 | 0.068 | 0.068 | 0.068 | 0.066 |
σu | 0.002 | 0.001 | 0.059 | 0.001 | 0.108 | 0.132 | 0.090 | 0.093 | 0.001 | 0.000 | 0.001 | 0.001 | 0.000 | 0.000 |
σ2 | 0.046 | 0.014 | 0.036 | 0.007 | 0.017 | 0.020 | 0.012 | 0.013 | 0.004 | 0.004 | 0.004 | 0.004 | 0.004 | 0.004 |
λ | 0.011 | 0.015 | 0.331 | 0.018 | 1.476 | 2.473 | 1.318 | 1.409 | 0.016 | 0.100 | 0.014 | 0.014 | 0.012 | 0.013 |
Log likelihood | 11.07 | 37.16 | 25.14 | 56.25 | 78.08 | 82.21 | 88.45 | 88.97 | 99.55 | 100.00 | 99.80 | 99.800 | 99.245 | 100.30 |
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