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1.
    
The purpose of this study is to compare the predictive accuracy of various uni- and multivariate models in forecasting international city tourism demand for Paris from its five most important foreign source markets (Germany, Italy, Japan, UK and US). In order to achieve this, seven different forecast models are applied: EC-ADLM, classical and Bayesian VAR, TVP, ARMA, and ETS, as well as the naïve-1 model serving as a benchmark. The accuracy of the forecast models is evaluated in terms of the RMSE and the MAE. The results indicate that for the US and UK source markets, univariate models of ARMA(1,1) and ETS are more accurate, but that multivariate models are better predictors for the German and Italian source markets, in particular (Bayesian) VAR. For the Japanese source market, the results vary according to the forecast horizon. Overall, the naïve-1 benchmark is significantly outperformed across nearly all source markets and forecast horizons.  相似文献   

2.
Summary

The purpose of this study was to examine the major factors that influence the flow patterns of tourists from six important tourist-generating countries to Indonesia and Malaysia. The primary determinants included in the demand models were income, prices, and time trend. Two models that employed different indicators for the price variable were estimated; one with exchange rates in addition to relative prices, whereas the other included only an exchange rate adjusted-relative price variable. Annual time-series data covering the period 1980 to 1997 were used for estimation. The results generally indicated that the factors provide reasonably good explanations for the demand for Indonesian and Malaysian tourism. The measure of thejoint effect of the changes in exchange rates and relative prices also seems to be a better indicator for the price variable for both destination countries. The study has important marketing implications for the tourism industries in Indonesia and Malaysia.  相似文献   

3.
Although China has progressively become an important inbound tourism market for Australia, its demand elasticities have been little studied to date. This study examines the determinants of Chinese visitors to Australia using a dynamic time-series estimator. Interesting findings include a high income elasticity as a source of the continuous doubledigit growth rates in Chinese arrivals that Australia has experienced over the past two decades, together with relatively high total trip price elasticities for both short run and long run. A trend of Chinese outbound to Australia is also identified. From a policy perspective, the results confirm that keeping a low cost of visiting Australia, both ground and travel costs, is a good strategy to secure greater numbers of Chinese tourists.  相似文献   

4.
    
Using co-integration and error correction models, the objective of this study was to systematically analyze the factors affecting the international tourism demand for El Salvador. The results indicate that the degree of responsiveness of tourist arrivals to El Salvador due to a change in income is elastic and quite differs from country to country. Residents from Honduras appeared to be less responsive to prices than residents from the other origin countries. The dynamic specification of error correction models further confirms the majority of the results obtained in the co-integration relationships. The findings are useful for private developers and public tourism planners in El Salvador. Marketing of specific tourism attributes could enable El Salvador to gain comparative advantage over its competitors.  相似文献   

5.
Demand elasticities for New Zealand tourism are estimated for 16 different international visitor segments. Segments are differentiated by origin, purpose of visit, and travel style. Elasticities for both international visitor arrivals and on-the-ground expenditure per arrival are estimated for each segment using time-series data. In general, on-the-ground consumption per arrival is more price sensitive than number of arrivals, and Asian market segments are found to be more price sensitive, both in terms of arrivals and on-the-ground expenditure, compared to international visitors from other regions. An application of the results is presented giving the total effect of exchange rate changes on expenditure by international visitors in New Zealand, and management implications are discussed.  相似文献   

6.
    
To explore recent progress in tourism demand research, we comprehensively survey current studies in the leading tourism and hospitality journals, asking six evaluative questions about the scientific merits of the studies and three explorative questions about emerging areas in the literature. The examination identifies potential flaws and their consequences in the field of tourism demand. A theoretical foundation is recommended for future tourism demand studies with a view to reduce bias in the empirical analysis of tourism demand. Several emerging areas of analysis in the field of tourism demand are recognized and discussed. Our study provides critical insights that will enable future tourism demand research to generate more reliable, impactful information than in the past.  相似文献   

7.
  总被引:2,自引:0,他引:2  
Immigration can potentially influence tourism flows. However, in spite of the vast number of studies on tourism demand modelling, the immigration-tourism linkage has not received much attention in the empirical literature. This paper seeks to address this gap. A dynamic demand model is developed and estimated using data from 1980 to 2008 for the 15 main markets of Australia. The explanatory variables included are income, own price, price of a substitute destination, airfare and immigration. The estimation results empirically establish the connection between immigration and inbound tourism. The short run and long-run immigration elasticities generated are 0.028 and 0.09 respectively. Additionally this paper demonstrates that omission of prices of substitutes affects the value of the own price elasticity of demand. The results have implications for future research and for stakeholders who can improve the efficiency of their planning exercises by taking into account additional information on immigration trends.  相似文献   

8.
In this paper Australian domestic and international inbound travel are modelled by an anisotropic dynamic spatial lag panel Origin-Destination (OD) travel flow model. Spatial OD travel flow models have traditionally been applied in a single cross-sectional context, where the spatial structure is assumed to have reached its long run equilibrium and temporal dynamics are not explicitly considered. On the other hand, spatial effects are rarely accounted for in traditional tourism demand modelling. We attempt to address this dichotomy between spatial modelling and time series modelling in tourism research by using a spatial-temporal model. In particular, tourism behaviour is modelled as travel flows between regions. Temporal dependencies are accounted for via the inclusion of autoregressive components, while spatial autocorrelations are explicitly accounted for at both the origin and the destination. We allow the strength of spatial autocorrelation to exhibit seasonal variations, and we allow for the possibility of asymmetry between capital-city neighbours and non-capital-city neighbours. Significant temporal and spatial dynamics have been uncovered for both domestic and international tourism demand. For example we find strong seasonal temporal autocorrelations, significant trends and significant spatial autocorrelations at both the origin and the destination. Moreover, the spatial patterns are found to be most significant during peak holiday seasons. Understanding these patterns in tourist behaviour has important implications for tourism operators.  相似文献   

9.
    
This study reviews 211 key papers published between 1968 and 2018, for a better understanding of how the methods of tourism demand forecasting have evolved over time. The key findings, drawn from comparisons of method-performance profiles over time, are that forecasting models have grown more diversified, that these models have been combined, and that the accuracy of forecasting has been improved. Given the complexity of determining tourism demand, there is no single method that performs well for all situations, and the evolution of forecasting methods is still ongoing.This article also launches the Annals of Tourism Research Curated Collection on tourism demand forecasting, which contains past and hot off the press work on the topic and will continue to grow as new articles on the topic appear in Annals.  相似文献   

10.
    
We propose the use of a tool recently introduced by Gayer (2010), known as the “economic climate tracer”, to analyze and monitor the cyclical evolution of tourism source markets to Portugal. Considering the period 1987–2015, we evaluate how tourism to Portugal has been affected by economic cycles. This tool is useful as it clearly illustrates the evolutionary patterns of different markets, and allows us to identify close relationships with economic fluctuations. We found that German tourism plays a leading role, since its movements are followed with delays by tourism flows from other countries, and exhibits higher resilience to shocks. Also, domestic and Spanish tourism have both displayed less irregular behaviors than tourism from other source markets. On the contrary, tourism from the Netherlands and the UK, have displayed irregular patterns, which demonstrates the urgency to diversify tourism source markets to reduce the country's vulnerability to external shocks and economic cycles.  相似文献   

11.
Two large tourism industries, travel and hospitality, are strongly affected by changes in household demand for vacations. In recent years, rising income and declining prices per unit of quality have led to changes in patterns of household vacation consumption. To understand the impact of these changes on the travel and hospitality industries, we develop a theoretical model distinguishing between travel and on-site expenditures and apply it to Israeli data. We find that under certain circumstances, the changes in income and prices are responsible for a shift toward multiple, short vacations. This trend can be a boon to the travel industry but a disadvantage for the hospitality industry. Both industries are expected to face a rise in the demand for high-quality products.  相似文献   

12.
The main objectives of this study are (1) to identify the factors that influence the demand for hotel rooms in Hong Kong and (2) to generate quarterly forecasts of that demand to assess the impact of the ongoing financial/economic crisis. The demand for four types of hotel room from the residents of nine major origin countries is considered, and forecasts are generated from the first quarter of 2009 to the fourth quarter of 2015. Econometric approaches are employed to calculate the demand elasticities and their corresponding confidence intervals, which are then used to generate interval demand predictions. The empirical results reveal that the most important factors in determining the demand for hotel rooms in Hong Kong are the economic conditions (measured by income level) in the origin markets, the price of the hotel rooms and the ‘word of mouth’ effect. Demand for High Tariff A and Medium Tariff hotel rooms is estimated to have experienced negative annual growth in 2009 due to the influence of the financial/economic crisis, whereas that for High Tariff B hotel rooms is thought to have grown in 2009 after having decreased in 2008. The demand for tourist guesthouse rooms is expected to be the least affected by the crisis. Overall demand is predicted to recover gradually from 2010 onwards.  相似文献   

13.
    
The last few decades have witnessed a dramatic increase in the mobility of higher education students. When fulfilling certain conditions, this type of mobility can actually be considered a type of tourist activity. This paper justifies the choice of the term “academic tourism” to describe such a form of tourism. Further to this, its primary purpose is to identify the main determinants that drive the demand of academic tourism in Galicia. An empirical analysis has been carried out using a dynamic panel data model by a generalized method of moments (GMM). Contrary to what can be observed in other types of tourism, the results suggest that academic tourism depends mainly on determinants that are not strictly economic; namely, the relevance of the habits and preferences of students, the potential for differential attractiveness of the University of Santiago de Compostela, and the significant impact of the Erasmus programme. In light of these results, policy implications are then discussed.  相似文献   

14.
    
The real exchange rate (REX) has long been used as the proxy for prices in tourism demand models. However it has limitations, particularly when it comes to models of outbound tourism. As an alternative, a price competitiveness index (PCI) is developed and used as a proxy for prices in a model of outbound tourism from Australia. Results obtained show that while REX is statistically insignificant and yields a price elasticity of −0.002, PCI is significant and generates a price elasticity of −1.07. The results obtained show that PCI outperforms REX as the preferred price variable in modelling outbound demand on both theoretic and empirical grounds. Furthermore, this index can be used to monitor the inter-temporal competitiveness of a destination.  相似文献   

15.
入境旅游是衡量一个国家知名度、影响力和旅游发展水平的主要因素,也是赚取外汇和旅游收入的重要路径。上海是外国游客入境重要的目的地,也是中国最大的入境游客中转站。文章分析了德国、法国、英国、美国、泰国五个上海主要入境旅游客源国2004年第一季度至2018年第三季度的数据,运用计量经济学方法建模,并实证分析了上海入境旅游需求的影响因素。研究表明,口碑效应、客源地的收入水平与上海入境旅游需求正相关;上海入境旅游具有较大的季节波动特点,冬夏两季入境游客数量减少;世博会对上海入境旅游拉动作用较大。同时,对德国、法国、泰国三大市场未来十年的旅游季度需求进行了预测,预测发现,德国、法国、泰国三大市场未来十年都有较大增长,特别是泰国市场的年均增长率达到4%。  相似文献   

16.
    
The study measured the extent to which the 1 through 9 digits were used as price endings by suppliers of five tourism services in three different cultures represented by New York City, Seoul, and Shanghai. Four results emerged. The first confirmed the hypothesis, but the other three results were contrary to expectations. First, 9 and 8-ending prices were dominant in New York City and in Shanghai, respectively. Second, these culture specific endings were complemented by the universality of the 0 and 5- digit endings of prices which were ranked first and second, respectively, in Seoul, second and third in Shanghai, and third and second in New York. Third, 9-ending prices were not used more frequently when they resulted in a lowering of the leftmost digit. Fourth, dominant cultural specific price endings were not used more frequently in lower than in higher priced tourism services.  相似文献   

17.
This study analyses the length of stay of golf tourists in the Algarve, on the southern coast of Portugal. The analysis employs a questionnaire to ascertain the significant characteristics influencing the length of stay of golf tourists. A survival model is used to analyse which characteristics are associated with the length of stay, taking into account the uncontrolled heterogeneity of the data. Robustness tests are implemented and policy implications are derived for improving the understanding and management of the length of stay of heterogeneous tourists.  相似文献   

18.

One issue facing any country or region concerns its price competitiveness as a package tour destination. One method of measuring this is to use what in other contexts has been referred to as the Big Mac approach. The “Big Mac” is a simple product with ingredients in fixed proportions, whereas the tourism product is a very complex one comprising different components depending on tourist expenditure patterns. There is no equivalent tourism product offered across countries, as the nature of the product is tailored to the origin market, expenditure levels and the length of the trip involved. The key issue is that of how to standardize the products being compared, so as to determine their relative price competitiveness. A method of constructing price competitiveness indexes, developed by the authors, can be applied to develop measures of the price competitiveness of different tour packages. This paper has three aims: To set down the essence of the preferred approach to measuring price competitiveness, noting its advantages and limitations; to employ this approach to construct price competitiveness indexes for package tours to Australia from Japan and the USA; and to indicate areas for farther research into the price competitiveness of package tourism worldwide.  相似文献   

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