Destination Choice Models for Rock Climbing in the Northeast Alps: A Latent-Class Approach Based on Intensity of Participation

Practitioners of outdoor sports, such as rock-climbers, are likely to exhibit preference heterogeneity that depends on the ‘keenness’ with which such sports are practiced. Such an intuition is born out in at least one study using latent class discrete choice modelling (Provencher et al. 2002). Preference heterogeneity has a reflection on the population’s structure of recreational values assigned to rock-climbing destinations, to their attributes and ultimately to land management policies addressing such attributes. In this study such hypothesis is tested on a panel of destination choices by a sample of rock-climbers members of the Veneto Chapter of the Italian Alpine Club. Preliminary estimates of latent-class (finite-mixing) specifications provided evidence that intensity of participation explained heterogeneity in taste. This motivated our splitting of the sample in a ‘high’ and a ‘low’ intensity of participation sub-samples, each of which is in turn analysed for the presence of endogenous preference classes using latent-class random utility based approaches. We find evidence in support of the hypothesis that there are at least four statistically well-defined classes in each sub-sample, thereby revealing a considerable richness in the structure of preference, which would otherwise be unobservable in more conventional approaches. From the model estimates, we first focus on the derivation of posterior individual specific welfare measures for some key destination attributes, and then for a welfare neutral land management policy. One emerging feature is the strong evidence of multi-modal distribution of values, a feature that is more difficult to capture when preference heterogeneity is modelled by other means. The results also show how the proposed policy is progressive in terms of benefit distribution in the sample, and that the distribution of individual welfare changes shows markedly different patterns between high and low demand sub-samples.

[1]  Matteo Manera,et al.  Modelling Dynamic Conditional Correlations in Wti Oil Forward and Futures Returns , 2004 .

[2]  E. Cartwright Learning to Play Approximate Nash Equilibria in Games with Many Players , 2004 .

[3]  Mandar P. Oak,et al.  Party Formation and Coalitional Bargaining in a Model of Proportional Representation , 2004, Games.

[4]  Marian L. Weber,et al.  Assessing the Effectiveness of Tradable Landuse Rights for Biodiversity Conservation: An Application to Canada's Boreal Mixedwood Forest , 2004 .

[5]  Richard S. J. Tol,et al.  Economy-Wide Estimates of the Implications of Climate Change: Sea Level Rise , 2004 .

[6]  J. Mburu,et al.  Wildlife Conservation and Management in Kenya: Towards a Co-Management Approach , 2004 .

[7]  A. Alberini,et al.  Information and Willingness to Pay in a Contingent Valuation Study: The Value of S. Erasmo in the Lagoon of Venice , 2004 .

[8]  Kiflemariam Hamde,et al.  Mind in Africa, Body in Europe: The Struggle for Maintaining and Transforming Cultural Identity - a Note from the Experience of Eritrean Immigrants in Stockholm , 2004 .

[9]  Shlomo Weber,et al.  Strategic Immigration Policies and Welfare in Heterogeneous Countries , 2004 .

[10]  K. McConnell,et al.  Valuing Environmental and Natural Resources , 2002 .

[11]  A. Sela,et al.  All-Pay Auctions with Weakly Risk-Averse Buyers , 2004 .

[12]  Elissaios Papyrakis,et al.  Natural Resources, Investment and Long-Term Income , 2004 .

[13]  G. Bergantiños,et al.  Defining Rules in Cost Spanning Tree Problems Through the Canonical Form , 2004 .

[14]  Shlomo Weber,et al.  Languages Disenfranchisement in the European Union , 2004 .

[15]  Elisabetta Strazzera,et al.  The Copula Approach to Sample Selection Modelling: An Application to the Recreational Value of Forests , 2004 .

[16]  Amnon Rapoport,et al.  Potential Maximization and Coalition Government Formation , 2000, IGTR.

[17]  Ohad Kadan,et al.  Equilibrium in the two-player, k-double auction with affiliated private values , 2007, J. Econ. Theory.

[18]  Sergei Izmalkov,et al.  Multi-Unit Open Ascending Price Efficient Auction , 2004 .

[19]  W. Douglass Shaw,et al.  Searching for the Opportunity Cost of an Individual's Time , 1992 .

[20]  Anastasios Xepapadeas,et al.  Participation in and Compliance with Public Voluntary Environmental Programs: An Evolutionary Approach , 2004 .

[21]  Marzio Galeotti,et al.  Weather Impacts on Natural, Social and Economic Systems (Wise) Part Ii: Individual Perception of Climate Extremes in Italy , 2004 .

[22]  Tom Dedeurwaerdere,et al.  Bioprospection: From the Economics of Contracts to Reflexive Governance , 2004 .

[23]  Michael Finus,et al.  International Cooperation to Resolve International Pollution Problems , 2004 .

[24]  David A. Hensher,et al.  A latent class model for discrete choice analysis: contrasts with mixed logit , 2003 .

[25]  Riccardo Scarpa,et al.  Individual-specific welfare measures for public goods: a latent class approach to residential customers of Yorkshire Water , 2005 .

[26]  Raúl Hernández Martín Impact of Tourism Consumption on GDP. The Role of Imports , 2004 .

[27]  Dalia Streimikiene,et al.  Energy Efficiency in Transition Economies: Is There Convergence Towards the EU Average? , 2004 .

[28]  Florian Englmaier,et al.  The Chopstick Auction: A Study of the Exposure Problem in Multi-Unit Auctions , 2004, SSRN Electronic Journal.

[29]  Philippe Michel,et al.  Equilibrium with a Market of Permits , 2004 .

[30]  H. Vollebergh,et al.  Lessons from the Polder : Is Dutch CO 2-Taxation Optimal ? , 2004 .

[31]  Rainer Marggraf,et al.  Valuation of Ecosystem Services Provided by Biodiversity Conservation: An Integrated Hydrological and Economic Model to Value the Enhanced Nitrogen Retention in Renaturated Streams , 2004 .

[32]  Katrin Rehdanz,et al.  The Amenity Value of Climate to German Households , 2004 .

[33]  A. Cavaliere,et al.  Price Competition with Information Disparities in a Vertically Differentiated Duopoly , 2004 .

[34]  Sergio Currarini,et al.  Coalition Formation in Games Without Synergies , 2004, IGTR.

[35]  Trond Bjørndal,et al.  The Northern Atlantic Bluefin Tuna Fisheries: Management and Policy Implications , 2004 .

[36]  K. Train Recreation Demand Models with Taste Differences Over People , 1998 .

[37]  Marzio Galeotti,et al.  Interactions between Climate and Trade Policies: A Survey , 2004, Journal of World Trade.

[38]  Marzio Galeotti,et al.  Weather Impacts on Natural, Social and Economic Systems (Wise) - Part I: Sectoral Analysis of Climate Impacts in Italy , 2004 .

[39]  J. Shonkwiler,et al.  A Finite Mixture Approach to Analyzing Income Effects in Random Utility Models: Reservoir Recreation Along the Columbia River , 2003 .

[40]  Linda Chaib,et al.  Immigration and Local Urban Participatory Democracy: A Boston-Paris Comparison , 2004 .

[41]  Clifford M. Hurvich,et al.  Regression and time series model selection in small samples , 1989 .

[42]  Francis Bloch,et al.  Contracting with Externalities and Outside Options , 2004, J. Econ. Theory.

[43]  Rabah Amir,et al.  Merger Performance Under Uncertain Efficiency Gains , 2003 .

[44]  R. Scarpa,et al.  Valuing Animal Genetic Resources in Peasant Economies: The Case of the Box Keken Creole Pig in Yucatan , 2001 .

[45]  Riaz Shareef,et al.  Country Risk Ratings of Small Island Tourism Economies , 2004 .

[46]  R. Scarpa,et al.  Valuing genetic resources in peasant economies: the case of ‘hairless’ creole pigs in Yucatan , 2003, Ecological Economics.

[47]  Marta Stryszowska,et al.  Late and Multiple Bidding in Competing Second Price Internet Auctions , 2004 .

[48]  Stef Proost,et al.  The Opening of the European Electricity Market and Environmental Policy: Does the Degree of Competition Matter? , 2003 .

[49]  Christian Egenhofer,et al.  Working Paper 1: Market-based Options for Security of Energy Supply , 2004 .

[50]  Anil Markandya,et al.  Empirical Analysis of National Income and SO2 Emissions in Selected European Countries , 2004 .

[51]  R. Berrens,et al.  Valuing the Loss of Rock Climbing Access in Wilderness Areas: A National-Level, Random-Utility Model , 2002, Land Economics.

[52]  S. Cosslett,et al.  Environmental Quality Preference and Benefit Estimation in Multinomial Probit Models: A Simulation Approach , 1998 .

[53]  Henk Folmer,et al.  Profiling Tourists for Balanced Utilization of Tourism-Based Resources in Kenya , 2004 .

[54]  Anna Alberini,et al.  Willingness to pay for mortality risk reductions: Does latency matter? , 2004 .

[55]  Bob van der Zwaan,et al.  Climate Uncertainty and the Necessity to Transform Global Energy Supply , 2004 .

[56]  K. Train Discrete Choice Methods with Simulation , 2003 .

[57]  Elissaios Papyrakis,et al.  Resource-Abundance and Economic Growth in the U.S. , 2004 .

[58]  Angelo Antoci,et al.  Biodiversity and Economic Growth: Stabilization Versus Preservation of the Ecological Dynamics , 2004 .

[59]  Fabio Pranovi,et al.  Comparison between Artisanal Fishery and Manila Clam Harvesting in the Venice Lagoon by Using Ecosystem Indicators: An Ecological Economics Perspective , 2004 .

[60]  Timo Goeschl,et al.  Property Rights Conservation and Development: An Analysis of Extractive Reserves in the Brazilian Amazon , 2004 .

[61]  Edward R. Morey,et al.  Investigating Preference Heterogeneity in a Repeated Discrete-Choice Recreation Demand Model of Atlantic Salmon Fishing , 2000, Marine Resource Economics.

[62]  Massimo Del Gatto,et al.  Agglomeration, Integration, and Territorial Authority Scale in a System of Trading Cities. Centralisation Versus Devolution , 2004 .

[63]  Peter Feather,et al.  Estimating The Cost Of Leisure Time For Recreation Demand Models , 1999 .

[64]  Bill Provencher,et al.  A Finite Mixture Logit Model of Recreational Angling with Serially Correlated Random Utility , 2002 .

[65]  A. Bowman,et al.  Applied smoothing techniques for data analysis : the kernel approach with S-plus illustrations , 1999 .

[66]  Travel Cost Models of the Demand for Rock Climbing , 1996, Agricultural and Resource Economics Review.

[67]  R. Berrens,et al.  Testing the Validity of Contingent Behavior Trip Responses , 2002 .

[68]  Giovanni Peri,et al.  The Economic Value of Cultural Diversity: Evidence from Us Cities , 2004 .

[69]  B. Leroux Consistent estimation of a mixing distribution , 1992 .

[70]  F. Ricci,et al.  Channels of Transmission of Environmental Policy to Economic Growth: A Survey of the Theory , 2004 .

[71]  Anastasios Xepapadeas,et al.  Uncertainty aversion, robust control and asset holdings , 2004 .

[72]  Wiktor L. Adamowicz,et al.  Understanding Heterogeneous Preferences in Random Utility Models: The Use of Latent Class Analysis , 1999 .

[73]  Gernot Klepper,et al.  The EU Emissions Trading Scheme. Allowance Prices, Trade Flows, Competitiveness Effects , 2004 .

[74]  Trond Bjorndal,et al.  Output Substitution in Multi-Species Trawl Fisheries: Implications for Quota Setting , 2004 .