Regional tourism economies are characterized by uneven development and spatially dependent growth, yet existing work tends to address potential measurement, dynamic evolution, and spatial spillovers in isolation rather than within an integrated framework. Drawing on panel data from Southwest China for 2011–2024, this study measures tourism economic development potential (TEDP) using the entropy-based TOPSIS method, characterizes its temporal evolution through kernel density estimation, and identifies spatial spillover effects with spatial econometric models. TEDP in the region follows an upward trajectory alongside persistent intra-regional disparities. Tourism revenue leakage inhibits local TEDP, whereas residents’ income, per capita consumption expenditure, education level, and digital technology positively drive it. High-potential areas generate positive spillovers on adjacent regions, though revenue leakage attenuates these effects. The integrated measurement–evolution–spillover framework offers a transferable analytical template for evaluating regional tourism economies and informing differentiated coordination strategies.
Alves de MedeirosSWilliam de Queiroz BarbosaJBarbosa Tinoco LuzA, et al. (2025) Perceptions of the quality of tourist and visitor attractions: a comparative survey of tourists and residents. Tourism Recreation Research51: 1–17. https://doi.org/10.1080/02508281.2025.2471099
BakaloNMakhovkaVKrekotenI, et al. (2025) Local tourism as financial and economic development driver of the community: management aspect. World Development Perspectives38: 100693. https://doi.org/10.1016/j.wdp.2025.100693
6.
ChaitanyaAKSwainSK (2024) Economic leakages in tourism: a comprehensive review of theoretical and empirical perspectives. Tourism Economics30: 1306–1323. https://doi.org/10.1177/13548166231204648
EkonomouGHalkosG (2025) Discussing the nexus between tourism competitiveness and tourism investment and revenues. Journal of Policy Research in Tourism, Leisure and Events18: 1–24. https://doi.org/10.1080/19407963.2025.2475952
9.
GhoochaniMGhanianMKhosravipourB, et al. (2020) Sustainable tourism development performance in the wetland areas: a proposed composite index. Tourism Review75: 745–764. https://doi.org/10.1108/tr-02-2019-0061
10.
GuodongJDaSBingchaoZ, et al. (2025) Can green total factor productivity in tourism promote the enhancement of tourism industry resilience?Journal of Resources and Ecology16: 1064–1078. https://doi.org/10.5814/j.issn.1674-764x.2025.04.012
11.
HanLMingyingHPengZ (2025) The influence of social media marketing on the quality of hotel services and the behavioral intentions of tourists. Acta Psychologica255: 104881. https://doi.org/10.1016/j.actpsy.2025.104881
12.
HarfstJSandriesterJMildebergS, et al. (2025) Policies on industrial heritage tourism as a tool for sustainable regional development? a Central and Eastern European analysis. Tourism Recreation Research50: 1–14. Available at: https://doi.org/10.1080/02508281.2025.2464499
13.
HongMTianMWangJ (2023) The Impact of Digital Economy on Green Development of Agriculture and its Spatial Spillover Effect. China Agricultural Economic Review.
14.
HuberFKoopGOnoranteL, et al. (2023) Nowcasting in a pandemic using non-parametric mixed frequency VARs. Journal of Econometrics232: 52–69. https://doi.org/10.2139/ssrn.3797129
15.
LeeSPennington-GrayL (2025) Measuring resilience of the tourism sector: reflective resilience index (REFLEX) approach. Annals of Tourism Research114: 103983. https://doi.org/10.1016/j.annals.2025.103983
16.
LiCZhangZ (2025) Collaborative development of the digital economy, tourism economy, and ecological environment to achieve green and sustainable development. Environment, Development and Sustainability27: 1–23. Available at: https://doi.org/10.1007/s10668-024-05927-1
17.
LiJ-y.LiX-g.KongY-y., et al. (2025a) Spatial mismatch and driving mechanisms of tourism resource abundance and network attention in the context of flow economy: a case study of Yunnan province. Journal of Natural Resources40: 934. https://doi.org/10.31497/zrzyxb.20250405
18.
LiMFanYGuoC, et al. (2025b) Tourism prosperity and high-quality economic development. International Review of Economics & Finance101: 104246. https://doi.org/10.1016/j.iref.2025.104246
19.
LiuBHuangA (2025) Digital economy and tourism growth: the role of online attention allocation and transportation infrastructure. Tourism Review81: 931–949. https://doi.org/10.1108/tr-07-2024-0565
20.
LuoXXuHWallG (2025) Collective actions and crisis adaptation of a rural tourism community. Journal of Sustainable Tourism33: 2396–2415. https://doi.org/10.1080/09669582.2025.2480848
21.
MoghavvemiSJamFAIqbal KhanT (2025) The impact of motivation, opportunity, financial ability, and willingness on resident support for tourism development. Tourism Planning & Development22: 63–84. https://doi.org/10.1080/21568316.2024.2368163
22.
PolukhinaAShereshevaMNapolskikhD, et al. (2025) Digital solutions in tourism as a way to boost sustainable development: evidence from a transition economy. Sustainability17: 877. https://doi.org/10.3390/su17030877
RenXLiYZhangY, et al. (2025) From vulnerability to sustainability: the evolution of rural social-ecological system in karst mountainous areas of Southwest China. Journal of Cleaner Production516: 145712. https://doi.org/10.1016/j.jclepro.2025.145712
25.
ShaoJZhangLCaiC (2024a) Distributive difference, dynamic evolution and spatial convergence of the supply capacity of ecological products in China. Environment, Development and Sustainability26: 1–29. Available at: https://doi.org/10.1007/s10668-024-05817-6
26.
ShaoJZhangLCaiC (2024b) Dynamic evolution and spatial spillover effect of agricultural green development on eight economic regions in China. Heliyon10: e33188. Available at: https://doi.org/10.1016/j.heliyon.2024.e33188
27.
SunJChenD (2025) Green credit, tourism technology innovation, and sustainable development of tourism. International Review of Economics & Finance99: 104004. https://doi.org/10.1016/j.iref.2025.104004
28.
TanXAbbasJAl-SulaitiK, et al. (2025a) The role of digital management and smart technologies for sports education in a dynamic environment: employment, green growth, and tourism. Journal of Urban Technology32: 133–164. https://doi.org/10.1080/10630732.2024.2327269
WangQ (2025) Research on the mechanism of integration of Sichuan rural music and culture and tourism industry for rural revitalization based on big data analysis. International Journal for Housing Science and its Applications46: 4607. https://doi.org/10.70517/ijhsa464304
33.
WangNWengG (2025) Spatiotemporal evolution of and regional differences in consumer disputes in the tourism system: empirical evidence from the Yangtze river economic Belt, China. Systems13: 473. https://doi.org/10.3390/systems13060473
34.
WangDWangYLiuB, et al. (2021) Diagnostic value of electron microscopy detection using abdominal fat pad biopsy in systemic amyloidosis. Clinical Nephrology95: 201–207. https://doi.org/10.5414/CN110320
35.
WangSChengGChenY (2025) Family digital competence, residents' subjective well-being, and tourism consumption levels—A study based on CFPS data. International Review of Financial Analysis102: 104114. https://doi.org/10.1016/j.irfa.2025.104114
36.
XuSZhangYTangH, et al. (2025) Evaluation of county-level tourism competitiveness and analysis of obstacle factors in Guizhou province. Economic Geography45: 237–246. https://doi.org/10.15957/j.cnki.jjdl.2025.07.024
37.
XueYLiYXuW, et al. (2026) Couling coordination degree analysis and spatiotemporal heterogeneity between tourism economy and ecosystem service value in China. Ecological Indicators182: 114559. https://doi.org/10.1016/j.ecolind.2025.114559
38.
YinXFengH (2025) Research on the coupling and coordination degree of rural revitalization tourism economy under entropy weight method. Journal of Southwest University Natural Science Edition47: 125–131. https://doi.org/10.13718/j.cnki.xdzk.2025.07.011
39.
YuZLiuWRenQ, et al. (2024) Analysis of the coordinated evolution and driving mechanism of the coupling of tourism economy and urbanization in Southwest China. Current Issues in Tourism28: 891–909. https://doi.org/10.1080/13683500.2024.2309154
40.
ZhangMLiuY (2022) Influence of digital finance and green technology innovation on China's carbon emission efficiency: empirical analysis based on spatial metrology. Science of the Total Environment838: 156463. https://doi.org/10.1016/j.scitotenv.2022.156463
41.
ZhangZZhangGSuB (2022) The spatial impacts of air pollution and socio-economic status on public health: empirical evidence from China. Socio-Economic Planning Sciences83: 101167. https://doi.org/10.1016/j.seps.2021.101167
42.
ZhaoLLiQChenJM (2025a) How does infrastructure investment boost tourism development? Evidence from China. Tourism Economics31: 1702–1725. https://doi.org/10.1177/13548166251315789
43.
ZhaoSYuZLiuW (2025b) The co-evolution and driving mechanism analysis of ecosystem services value and tourism economic resilience from 286 cities in China. Scientific Reports15: 16311. https://doi.org/10.1038/s41598-025-00601-6
44.
ZhengHDingMHuangT, et al. (2025) Benefit evaluation of geotechnical projects for debris flow prevention and control based on projection pursuit in Wenchuan County, SW China. Journal of Earth Science36: 700–716. https://doi.org/10.1007/s12583-022-1730-1
45.
ZhuNZengGLiX, et al. (2023) Optimum spatial scale of regional tourism cooperation based on spillover effects in tourism flows. Tourism Economics29: 409–436. https://doi.org/10.1177/13548166211052810
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