tourism demand forecasting models choice of appropriate variable to represent tourists cost of living abstract price is generally regarded as a major determinant of demand tourism has two price elements the cost of travel to the destination and the cost of living for tourists in the destination previous studies where econometric forecasting models have been developed for international tourism demand usually take the consumer price index in a country to be a proxy for the cost of tourism in that country owing to lack of appropriate data this article attempts to evaluate the performance of proxy variables compared with a specific tourists cost of living variable within the context of tourism demand forecasting models

remodeling international tourism demand old theory and new evidence abstract the purpose of this study is to advance the tourism demand theory by excluding simultaneous effects of exchange rates and prices in empirical models formulating an alternative pricing modus operandi consistent with recent research in the area and demonstrating the efficacy of the use of an industrial production index ipi as a proxy for income a panel fully modified ordinary least squares fmols method is employed to estimate the inbound tourism demand for turkey study findings suggest that the inclusion of exchange rates and prices as mutually exclusive components can be misleading the ipi is not a good proxy for income and country specific coefficients need to be analyzed to accurately explain determinants of tourism demand for countries in the panel

a piecewise linear approach to modeling and forecasting demand for macau tourism abstract in this paper we construct and use a piecewise linear method to model and forecast on a monthly basis the demand for macau tourism data over the period january 1991 december 2005 and a seasonally adjusted series for tourism demand are used the study examines 4 forecasting horizons ranging from 6 to 24 months in advance mean absolute percentage errors and root mean square errors are adopted as criteria for evaluating the accuracy of the forecasting exercises finally the forecasts of piecewise linear model are compared with those of autoregressive trend model seasonal autoregressive integrated moving average and its arch rival fractionally integrated autoregressive moving average models the piecewise linear model is more accurate than the three benchmark models tested and the improvement is practically significant

a note on macleod s treatment of contestability a model by macleod seeks to correct contestability theory s neglect of strategic interaction among market participants however the model reverses a central assumption of that theory viz that the incumbent s price response lag is longer than the entry lag also the analysis is incomplete and as a result emphasizes internal market conditions rather than entry conditions the focus of contestability theory modifications demonstrate the interaction of internal and entry conditions in determining equilibrium

investment inefficiency and the adoption of eco innovations the case of household energy efficiency technologies abstract this paper examines the factors determining household adoption of energy efficiency eco innovations we do so by testing hypotheses grounded in diffusion and finance theory and the literature on the barriers to energy efficiency using two large surveys of uk households we explore the adoption of nine technologies our results indicate investment inefficiency amongst household adopters occurs for two reasons first contrary to notions of rational choice we find a negative relationship between the investment return of technologies and their level of diffusion second we show adopters of these technologies display characteristics broadly consistent with diffusion theory contradicting the prediction of finance theory that investment return not individual characteristics should drive adoption we also find that policy has played a role in inducing the diffusion of these technologies and that tenure and spill over effects are important in adoption finally adoption is motivated more by a desire to save money than by environmental concern we conclude by giving examples of how our research can lead to better policy timing and targeting

cointegration analysis of quarterly tourism demand by hong kong and singapore for australia hong kong and singapore are two of the most important and fastest growing markets for tourists to australia the purpose of this paper is to investigate movements in the long run demand for tourist travel by these two origin countries for australia some of the leading macroeconomic variables examined to explain tourism demand are incomes in hong kong and singapore tourism prices in australia and transportation costs and exchange rates between the two countries and australia seasonally unadjusted quarterly data are used for hong kong for the period 1975 1 1996 4 and for 1980 4 1996 4 for singapore several proxy variables are used for the incomes of tourists from hong kong and singapore to explain quarterly tourist arrivals to australia the augmented dickey fuller test for unit roots is examined in the univariate framework and johansen s maximum likelihood procedure is used to test for cointegration and to estimate the number of cointegrating vectors error correction models are estimated to exp

tourism demand modelling and forecasting a review of recent research abstract this paper reviews the published studies on tourism demand modelling and forecasting since 2000 one of the key findings of this review is that the methods used in analysing and forecasting the demand for tourism have been more diverse than those identified by other review articles in addition to the most popular time series and econometric models a number of new techniques have emerged in the literature however as far as the forecasting accuracy is concerned the study shows that there is no single model that consistently outperforms other models in all situations furthermore this study identifies some new research directions which include improving the forecasting accuracy through forecast combination integrating both qualitative and quantitative forecasting approaches tourism cycles and seasonality analysis events impact assessment and risk forecasting

tourism in the balearic islands a dynamic model for international demand using panel data abstract the balearic islands are one of the most important tourist destinations in the mediterranean sea the tourism sector dominates the economic activity of the islands the purpose of this study is to identify and measure the impact of the main determinants of the inbound international tourism flows the annual panel data set includes the number of arrivals from the 14 most important generating countries during the period 1991 2003 and a number of possible explanatory variables taking into account the changing structure of consumer preferences a dynamic model is estimated the estimated coefficient for the lagged dependent variable may be reflecting the importance of consumer loyalty to the destination as a determinant of tourism demand the results suggest that the demand is heavily dependent on the evolution of economic activity in each of the origin countries and on the relative cost of living of tourists in the destination this study also suggests that diversification of promotion and provision of high quality services are some recommended measures of tourism policy

the use of cpi for tourism prices in demand modelling abstract the non fare components or tourism prices are often proxied by consumer price indices cpi in tourism demand models the argument for this is that tourism prices move in close concert with general consumer prices it is not immediately obvious that this is true as tourist spending differs from general consumer spending this paper investigates the evidence for the use of cpi for tourism prices employing a variety of methods and data for 10 important tourist destinations price series for major tourist expenditure items were estimated these were found with a few exceptions to correlate very highly with the destination s cpi the high correlations persisted even after linear time trend effects were removed from the series in the case of australia detailed data on tourist origins numbers spending breakdowns and on price changes were used to derive sound tourism price indices for major origins of tourists to australia the tourism price series were found to correlate very highly with the australian cpi the results confirm that it is reasonable to use cpi as a proxy for tourism prices in demand models however interpretation of the estimated coefficient is problematical

forecasting international tourist flows to macau abstract the vector autoregressive var modelling technique is used to forecast tourist flows to macau from eight major origin countries regions over the period 2003 2008 the existing literature shows that the var model is capable of producing accurate medium to long term forecasts and also separate forecasts of the explanatory variables are not required a further justification for using the var technique is that it permits an impulse response analysis to be performed in order to examine the ways in which the demand for macau tourism responds to the shocks in the economic variables within the var system the implications of this analysis are discussed the forecasts generated by the var models suggest that macau will face increasing tourism demand by residents from mainland china since the needs of chinese tourists tend to be different from those from other origin countries regions especially western countries the business sectors in macau need to pay considerable attention to catering for the needs of chinese tourists

the price competitive position of mediterranean countries in tourism evidence from the thomson brochure abstract tourism in the mediterranean region is highly dependent on the few large mass market tour operators situated in the north european tourist originating countries price competition is intense both between the tour operators and between the mediterranean countries themselves this paper uses the hotel package prices listed in the thomson summer and winter brochures to develop relative price indexes of each mediterranean country with respect to the mediterranean average indexes are developed in the 3 star 4 star 5 star 7 nights and 14 nights half board holiday packages the prices in the thomson brochure can be regarded as a unified internally consistent set of price data compiled by the largest uk tour operator and offered to uk tourists desiring a thomson summer holiday the change through time of the competitive relative price ranking of hotels regions and countries listed in the thomson brochure may be regarded as an important competitive indicator by industry operators and national policy makers concerned about tourism development

competition in tourism among the mediterranean countries this paper examines tourism competition among the mediterranean countries with particular emphasis on greece the estimated model includes as explanatory variables an income index a price index of the host country a price index of the competitors spain portugal and italy and exchange rate the results show that the main determinants of greece s tourism demand are both price indexes and exchange rate they also show that spain seems to be greece s main competitor

forecasting turkey s tourism revenues by armax model abstract an appropriate armax model is applied to forecast international tourism revenues for turkey for the post 2001 economic crisis international tourist arrivals were seasonally dependable on earlier arrivals at lagged periods one two and four this implies high levels of repeat visiting through this model the future international tourists arrivals are forecast for the 2002 2007 period to determine possible revenues for that same period international tourism revenues can be explained by the current arrivals a first order autoregressive and a stochastic moving average filter at lag 3 for the 1963 2001 sample period future values of revenues are forecasted based on this model the estimated models and their forecasts may be important for the economy of turkey which is currently recovering from the recent economic crisis once us dollars expenditure per tourist is forecasted the gap between forecasts and needs can be defined more rationally to overcome economic crises in short discrepancy analysis may aid marketing promotion to increase arrivals and tourist expenditures

determinants of demand for international tourist flows to turkey abstract this article describes the development and findings of a set of models used to identify the most important of the following selected variables influencing international tourist flows to turkey per capita income relative prices relative exchange rate promotional expenditure the turkish government has invested a substantial amount in promoting foreign tourism and special events eg political unrest the demand for travel was measured both by the number of tourists and by the total tourist expenditure data were obtained from secondary sources and analysis was by least squares multiple regression income price and exchange rate were found to be important factors but the impact of promotional expenditure was minimal

entry sunk costs and market structure typically models that study the role of sunk costs suppose that incumbent firms face entry by a single firm each period in this paper the set of equilibrium market structures that result when all firms are free to enter or exit and set prices each period are characterized the effect of sunk costs on the market structure is examined and it is shown that sunk costs can take on various forms each having a different effect on the set of equilibrium market structures costs that are sunk due to the existence of product specific capital do not in general deter entry rather entry deterrence is a necessary outcome only when costs are sunk due to the time it would take to leave the market

is tourism an engine for economic recovery theory and empirical evidence abstract the purpose of this study is to examine the causal relationships between tourism development and economic growth for this purpose the dumitrescu and hurlin 2012 technique was employed to analyze the casual link between tourism development and economic growth in seven european countries the results showed that there is bidirectional causality between growth in tourism receipts and economic growth suggesting that economic growth and tourism development are interdependent and that tourism development stimulates economic growth and vice versa in these countries theoretical and practical implications are discussed within the realms of growth conservation feedback and neutrality hypotheses

contestability a revisionist view many claims have been made about the significance of the contribution of contestability theory to industrial organizat ion this paper concludes that contestability theory leaves unanswere d questions about the identity of entrants and the source of their re sources a modification to the theory is proposed rather than as a h indrance to potential entry sunk costs are viewed as being of key si gnificance for the disciplining of oligopolists through potential ent ry with the proposed modification the analysis of the costs of mult iproduct firms may be more easily integrated with recent developments in industrial organization copyright 1988 by the london school of economics and political science

the balance of trade and exchange rates theory and contemporary evidence from tourism abstract the purpose of this study is to investigate the effects of exchange rate depreciations and appreciations on the tourism trade balance specifically we employed linear and nonlinear autoregressive distributed lag ardl cointegration techniques to analyze the extent to which currency depreciations and appreciations affect the united states u s bilateral tourism trade with canada mexico and the united kingdom u k the results showed that the depreciation of the u s dollar subsequently improves the u s trade balance with all three trading partners however while the appreciation of the u s dollar deteriorates the u s bilateral tourism trade balance with canada and the u k it does not ultimately affect the u s bilateral tourism trade with mexico in the long term these results provide evidence contradicting the j curve theory supporting the postulations of the ml condition theoretical and policy implications are discussed within the realms of j curve theory marshall lerner ml condition international trade and tourism

modelling inbound international tourism demand in small pacific island countries abstractin this study we estimate inbound international tourism demand models at the individual source market destination and overall destination levels for fiji cook islands tonga and vanuatu f

contestability vs competition analyzes the ultra free entry as normative contribution to industrial organization ultra free entry in context of the evolving field of industrial organization assessment of the conceptual validity of william baumol elizabeth bailey john panzar and robert willig s analysis in representing the nature of competition empirical issues in measuring and testing ultra free entry ebsco

tourism forecasting to combine or not to combine abstract existing non tourism related literature shows that forecast combination can improve forecasting accuracy this study tests this proposition in the tourism context by examining the efficiency of combining forecasts based on three different combination methods the data used for this study relate to tourist arrivals in hong kong from the top ten tourism generating countries regions the forecasts are derived from four different forecasting models autoregressive integrated moving average arima model autoregressive distributed lag model adlm error correction model ecm and vector autoregressive var model all forecasts are ex post and the empirical results show that the relative performance of combination versus single model forecasts varies according to the origin destination tourist flow under consideration which parallels previous findings regarding the relative performance of individual forecasting methods the results also vary with the combination techniques used furthermore although the combined forecasts do not always outperform the best single model forecasts almost all the combined forecasts are not outperformed by the worst single model forecasts this suggests that forecast combination can considerably reduce the risk of forecasting failure this conclusion also implies that combined forecasts are likely to be preferred to single model forecasts in many practical situations

international tourism demand models inclusion of marketing variables abstract national tourist organizations often spend considerable sums in foreign countries on promoting the particular country as a tourist destination only seldom however is marketing activity incorporated as an explanatory variable in models of the demand for international tourism in such cases it should be possible to assess the impact of promotional expenditure in terms of the tourist visits and tourist expenditure generated where marketing is used to explain international tourism demand caution must be exercised in interpreting the empirical results poor results cannot be used to reach sensible conclusions and when good results are obtained the full implications of the estimated coefficients need to be explored