A meta-analysis of forest recreation values in Europe, research unit sustainability and global change

This paper presents a meta-analysis of forest recreation in Europe based on studies that have applied the travel cost method covering 25 studies in 9 countries since 1979. We conduct the meta-regression with an increasing number of variables where level I includes only data available from the studies, level II aggregate socio-economic variables and level III site specific characteristics such as diversity, fraction of open land, and location. Data shows that consumer surplus varies between USD0.72 per trip to USD122 with a median of USD4.90 per trip. Results of the model with the best overall summary indicate that forest recreation benefits are positively influenced by an increasing level of costs per kilometre, opportunity cost of time and average distance travelled. Also large and popular forests, monotone vegetation and diverse age classes influence benefits positively. GDP, however, appear to have a negative impact on benefits and population density does not contribute significantly to predicting recreation welfare.

[1]  Peter Link,et al.  Auswirkungen populationsdynamischer Veränderungen in Fischbeständen auf die Fischereiwirtschaft in der Barentssee , 2003 .

[2]  Richard S. J. Tol,et al.  Optimal CO2-abatement with Socio-economic Inertia and Induced Technological Change , 2006 .

[3]  Marc Poumadère,et al.  Worst Case Scenario and Stakeholder Group Decision: A 5-6 Meter Sea Level Rise in the Rhone Delta, France , 2005 .

[4]  Roberto Roson,et al.  A General Equilibrium Analysis of Climate Change Impacts on Tourism , 2004 .

[5]  R. Scarpa,et al.  Importance of forest attributes in the willingness to pay for recreation: a contingent valuation study of Irish forests , 2000 .

[6]  C. Schleupner,et al.  Evaluation of coastal squeeze and beach reduction and its consequences for the Caribbean island Martinique , 2005 .

[7]  T. Stanley,et al.  Wheat from Chaff: Meta-Analysis as Quantitative Literature Review: Response , 2001 .

[8]  Erkan Erdil,et al.  A Panel Data Approach for Income-Health Causality , 2004 .

[9]  Nick Hanley,et al.  The Valuation of Forest characteristics , 1992 .

[10]  Malte Schwoon,et al.  Simulating the adoption of fuel cell vehicles , 2006 .

[11]  Maren A. Lau.  Coastal Zone Management in the People’s Republic of China: A Unique Approach? , 2003 .

[12]  Ian J. Bateman,et al.  MEASUREMENT ISSUES IN THE TRAVEL COST METHOD: A GEOGRAPHICAL INFORMATION SYSTEMS APPROACH , 1996 .

[13]  Bruce A. McCarl,et al.  Appraising agricultural greenhouse gas mitigation potentials: effects of alternative assumptions , 2006 .

[14]  P. J. Huber.  The behavior of maximum likelihood estimates under nonstandard conditions , 1967 .

[15]  Robert J. Johnston,et al.  Systematic Variation in Willingness to Pay for Aquatic Resource Improvements and Implications for Benefit Transfer: A Meta-Analysis , 2005 .

[16]  K. G. Willis,et al.  Recreational Values of Forests , 1989 .

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

[18]  Randall S. Rosenberger,et al.  SITE CORRESPONDENCE EFFECTS IN BENEFIT TRANSFERS: A META-ANALYSIS TRANSFER FUNCTION , 2002 .

[19]  G. Cornelis van Kooten,et al.  How costly are carbon offsets? A meta-analysis of carbon forest sinks , 2004 .

[20]  Marianne Zandersenab,et al.  A Meta-analysis of Forest Recreation Values in Europe , 2005 .

[21]  Richard S. J. Tol,et al.  The Case of two Self-Enforcing International Agreements for Environmental Protection with Asymmetric Countries , 2006 .

[22]  S. Proost,et al.  Travel cost and time measurement in travel cost models , 2001 .

[23]  R. Tol.  ADAPTATION AND MITIGATION: TRADE-OFFS IN SUBSTANCE AND METHODS , 2005 .

[24]  V. Smith,et al.  On separating defensible benefit transfers from “smoke and mirrors” , 1992 .

[25]  R. Tol,et al.  Implications of desalination for water resources in China — an economic perspective , 2004 .

[26]  Richard S. J. Tol,et al.  Possible economic impacts of a shutdown of the thermohaline circulation: an application of FUND , 2004 .

[27]  I. Yetkiner,et al.  A SHORT NOTE ON THE SOLUTION PROCEDURE OF BARRO AND SALA-I-MARTIN FOR RESTORING CONSTANCY CONDITIONS , 2003 .

[28]  H. White.  A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity , 1980 .

[29]  John B. Loomis,et al.  Economic benefits of rare and endangered species: summary and meta-analysis , 1996 .

[30]  Claudia Kemfert,et al.  Games of Climate Change with International Trade , 2004 .

[31]  Richard S. J. Tol,et al.  Equity, international trade and climate policy , 2002 .

[32]  I. Hakan Yetkiner,et al.  IS THERE AN INDISPENSABLE ROLE FOR GOVERNMENT DURING RECOVERY FROM AN EARTHQUAKE? A THEORETICAL ELABORATION , 2003 .

[33]  R. Tol,et al.  Factors affecting Income Strategies among households in Tanzanian Coastal Villages: Implications for Development-conservation initiatives , 2005 .

[34]  Helen R. Neill,et al.  Benefit Transfers: Conceptual and Empirical Issues , 1992 .

[35]  Bruce A. McCarl,et al.  MEASURING ABATEMENT POTENTIALS WHEN MULTIPLE CHANGE IS PRESENT: THE CASE OF GREENHOUSE GAS MITIGATION IN U.S. AGRICULTURE AND FORESTRY , 2002 .

[36]  George R. Parsons,et al.  Benefits transfer: conceptual problems in estimating water quality benefits using existing studies , 1992 .

[37]  Kenneth G. Willis,et al.  A Comparison of User Benefits and Costs of Nature Conservation at Three Nature Reserves , 1988 .

[38]  Jens Bjerregaard Christensen,et al.  An economic approach to assessing the value of recreation with special reference to forest areas , 1985 .

[39]  A. A. Olsthoorn,et al.  Neo-Atlantis: Dutch Responses to Five Meter Sea Level Rise , 2005 .

[40]  R. Tol,et al.  Effects of climate change on international tourism , 2005 .

[41]  David Maddison,et al.  Climate change and international tourism: a simulation study , 2005 .

[42]  Richard G. Walsh,et al.  Benefit transfer of outdoor recreation demand studies, 1968–1988 , 1992 .

[43]  Richard S. J. Tol,et al.  PREDICTION OF CROP YIELDS ACROSS FOUR CLIMATE ZONES IN GERMANY: AN ARTIFICIAL NEURAL NETWORK APPROACH , 2003 .

[44]  Mette Termansen,et al.  Benefit Transfer over Time of Ecosystem Values: the Case of Forest Recreation , 2005 .

[45]  Kerstin Ronneberger,et al.  KLUM: A simple model of global agricultural land use as a coupling tool of economy and vegetation , 2005 .

[46]  Richard S. J. Tol,et al.  Multi-Gas Emission Reduction for Climate Change Policy: An Application of Fund , 2006 .

[47]  V. Kerry Smith,et al.  What have we learned since hotelling's letter?: A meta-analysis , 1990 .

[48]  Bruce A. McCarl,et al.  Leakage and Comparative Advantage Implications of Agricultural Participation in Greenhouse Gas Emission Mitigation , 2007 .

[49]  C. Schleupner,et al.  Spatial Analysis As Tool For Sensitivity Assessment Of Sea Level Rise Impacts On Martinique , 2005 .

[50]  Henrik Lindhjem,et al.  20 Years of Stated Preference Valuation of Non-Timber Benefits from Fennoscandian Forests: A Meta-Analysis , 2007 .

[51]  Jan Van Heerden,et al.  Triple dividends of water consumption charges in South Africa , 2007 .

[52]  Richard S. J. Tol,et al.  CHIMP: A simple population model for use in integrated assessment of global environmental change , 2005 .

[53]  V. Kerry Smith,et al.  Do Contingent Valuation Estimates Pass a "Scope" Test? A Meta-analysis , 1996 .

[54]  Wietze Lise,et al.  Impact of climate on tourism demand , 2000 .

[55]  Richard S. J. Tol,et al.  Technology protocols for climate change: an application of fund , 2002 .

[56]  I. Bateman,et al.  BENEFITS TRANSFER IN THEORY AND PRACTICE: A REVIEW , 2000 .

[57]  Kent Willis.  THE RECREATIONAL VALUE OF THE FORESTRY COMMISSION ESTATE IN GREAT BRITAIN: A CLAWSON-KNETSCH TRAVEL COST ANALYSIS , 1991 .

[58]  Richard S. J. Tol,et al.  State responsibility and compensation for climate change damages--a legal and economic assessment , 2004 .

[59]  Uwe A. Schneider,et al.  Economic Impacts of Changes in Fish Population Dynamics: The Role of the Fishermen’s Harvesting Strategies , 2011 .

[60]  C. Mann.  Can meta-analysis make policy? , 1994, Science.

[61]  R.S.J. Tol,et al.  On climate change and growth, research unit sustainability and global change , 2001 .

[62]  Gary Yohe,et al.  moving toward a working definition of adaptive capacity , 2002 .

[63]  Maren A. Lau,et al.  Coastal Zone Management in the People ’ s Republic of China – An Assessment of Structural Impacts on Decision-making Processes , 2003 .

[64]  R. Tol,et al.  Water Use in China’s Domestic, Industrial and Agricultural Sectors: An Empirical Analysis , 2005 .

[65]  Ian J. Bateman,et al.  A meta-analysis of wetland contingent valuation studies , 1999 .

[66]  V. Smith.  Estimating Recreation Demand Using the Properties of the Implied Consumer Surplus , 1990 .

[67]  R. Tol.  Emission abatement versus development as strategies to reduce vulnerability to climate change: an application of FUND , 2005, Environment and Development Economics.

[68]  Richard S. J. Tol,et al.  On National and International Trade in Greenhouse Gas Emission Permits , 2002 .

[69]  Benoit Morel,et al.  Technology Development And Diffusion And Incentives To Abate Greenhouse Gas Emissions , 2001 .

[70]  Richard S. J. Tol,et al.  A refined inglehart index of materialism and postmaterialism , 2003 .

[71]  Eija Pouta,et al.  Estimating recreation demand with on-site data: an application of truncated and endogenously stratified count data models. , 2001 .

[72]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[73]  Katrin Rehdanz,et al.  A NO CAP BUT TRADE PROPOSAL FOR GREENHOUS GAS EMISSION REDUCTION TARGETS FOR BRAZIL, CHINA AND INDIA , 2005 .

[74]  Richard S. J. Tol,et al.  Liability And Compensation For Climate Change Damages – A Legal And Economic Assessment , 2001 .

[75]  P. Boxall,et al.  Backcountry recreationists' valuation of forest and park management features in wilderness parks of the western Canadian Shield , 1996 .

[76]  Richard S. J. Tol,et al.  Infinite uncertainty, forgotten feedbacks, and cost-benefit analysis of climate policy , 2007 .

[77]  Richard S. J. Tol,et al.  THE MARGINAL COSTS OF CARBON DIOXIDE EMISSIONS : AN ASSESSMENT OF THE UNCERTAINTIES , 2003 .

[78]  Richard S.J. Tol,et al.  The marginal damage costs of carbon-dioxide emissions’ , 2005 .

[79]  Andrea Bigano,et al.  A Global Database of Domestic and International Tourist Numbers at National and Subnational Level , 2005 .

[80]  Katrin Rehdanz,et al.  ON MULTI-PERIOD ALLOCATION OF TRADABLE EMISSION PERMITS , 2004 .

[81]  J. Hamilton,et al.  The Role of Climate Information in Tourist Destination Choice Decision Making , 2004 .

[82]  Matthias Ruth,et al.  Thermodynamic constraints on optimal depletion of copper and aluminum in the United States: a dynamic model of substitution and technical change , 1995 .

[83]  G. Yohe,et al.  Indicators for social and economic coping capacity - moving towards a working definition of adaptive capacity, research unit sustainability and global change , 2001 .

[84]  Mette Termansen,et al.  Valuing New Forest Sites over Time: the Case of Afforestation and Recreation in Denmark , 2005 .

[85]  Richard S. J. Tol,et al.  How much damage will climate change do? Recent estimates , 2000 .

[86]  J. Loomis,et al.  Benefit Transfer of Outdoor Recreation Use Values Benefit Transfer of Outdoor Recreation Use Values , 2000 .

[87]  David Maddison,et al.  Climate and Happiness , 2005 .

[88]  Nick Hanley,et al.  Valuing rural recreation benefits: an empirical comparison of two approaches. , 1989 .

[89]  Katrin Rehdanz,et al.  Hedonic Pricing of Climate Change Impacts to Households in Great Britain , 2006 .

[90]  Richard S. J. Tol,et al.  How large Is the uncertainty about climate change , 2000 .

[91]  Thomas Heinzow,et al.  Offshore-Windstromerzeugung in der Nordsee - eine ökonomische und ökologische Sackgasse? , 2005 .

[92]  Bruce A. McCarl,et al.  Implications of a Carbon-Based Energy Tax for U.S. Agriculture , 2005, Agricultural and Resource Economics Review.

[93]  J. Loomis,et al.  Meta-Analytic Benefit Transfer of Outdoor Recreation Economic Values: Testing Out-of-Sample Convergent Validity , 2003 .

[94]  M. Jung,et al.  Ocean carbon sinks and international climate policy , 2006 .

[95]  Roger E. Kasperson,et al.  Assessing The Risks Of A Future Rapid Large Sea Level Rise: A Review , 2005 .

[96]  J. M. Santos.  The economic valuation of landscape change: theory and policies for land use and conservation. , 1998 .

[97]  R.S.J. Tol,et al.  Economic impacts of changes in the population dynamics of fish in the Barents sea , 2003 .

[98]  Richard S. J. Tol,et al.  THE BENEFITS OF GREENHOUSE GAS EMISSION REDUCTION: AN APPLICATION OF FUND , 2005 .

[99]  R. Roson,et al.  Economy-Wide Estimates of the Implications of Climate Change: Human Health , 2005 .

[100]  Maren A. Lau.  Integrated Coastal Zone Management in the People’s Republic of China – An Assessment of Structural Impacts on Decision-making Processes , 2005 .

[101]  Richard S. J. Tol,et al.  Decision making under catastrophic risk and learning: the case of the possible collapse of the West Antarctic Ice Sheet , 2008 .

[102]  Roberto Roson,et al.  Economy-wide Estimates of the Implications of Climate Change: Sea Level Rise , 2004 .

[103]  W. Adamowicz,et al.  Forestry and the environment : economic perspectives , 1993 .

[104]  R. Tol,et al.  The double trade-off between adaptation and mitigation for sea level rise: an application of FUND , 2007 .

[105]  R. Tol,et al.  The Impact of climate change on tourism and recreation , 2004 .

[106]  V. Kerry Smith,et al.  Signals or Noise? Explaining the Variation in Recreation Benefit Estimates , 1990 .

[107]  Guy Garrod,et al.  AN INDIVIDUAL TRAVEL-COST METHOD OF EVALUATING FOREST RECREATION , 1991 .

[108]  John B. Loomis,et al.  The Evolution of a More Rigorous Approach to Benefit Transfer: Benefit Function Transfer , 1992 .

[109]  Roberto Roson,et al.  An integrated assessment model of economy-energy-climate - the model wiagem: a comment , 2003 .

[110]  Brent R. Moulton.  Random group effects and the precision of regression estimates , 1986 .

[111]  Adriaan van Zon,et al.  The cyclical advancement of drastic technologies , 2002 .

[112]  Richard S. J. Tol,et al.  Impact of international emission reduction on energy and forestry sector of Indonesia , 2004 .

[113]  Maren A. Lau,et al.  Küstenzonenmanagement in der Volksrepublik China und Anpassungsstrategien an den Meeresspiegelanstieg Coastal Zone Management in the People's Republic of China and the Adapta- tion to Sea-level Rise , 2004 .

[114]  Peter Nijkamp,et al.  Meta-Analysis in Environmental Economics , 1997 .

[115]  Yong-Suhk Wui,et al.  The economic value of wetland services: a meta-analysis , 2001 .

[116]  R. Tol.  Exchange Rates and Climate Change: An Application of Fund , 2006 .

[117]  Hans Skov-Petersen,et al.  Recreational Site Choice Modelling Using High-Resolution Spatial Data , 2004 .

[118]  C. E. SHANNON,et al.  A mathematical theory of communication , 1948, MOCO.

[119]  R. Tol,et al.  Evaluating the costs of desalination and water transport , 2005 .

[120]  Richard S. J. Tol,et al.  The Hotelling’s Rule Revisited in a Dynamic General Equilibrium Model , 2004 .

[121]  Ian J. Bateman,et al.  Contrasting conventional with multi-level modelling approaches to meta-analysis: Expectation Consistency , 2004 .

[122]  Richard S. J. Tol,et al.  PROGRESS IN ESTIMATING THE MARGINAL COSTS OF GREENHOUSE GAS EMISSIONS , 2001 .

[123]  J. Hamilton,et al.  Climate and the Destination Choice of German Tourists , 2004 .

[124]  M. Termansen,et al.  Testing Benefits Transfer of Forest Recreation Values over a Twenty-Year Time Horizon , 2007, Land Economics.

[125]  Ian J. Bateman,et al.  Developing a Methodology for Benefit Transfers Using Geographical Information Systems: Modelling Demand for Woodland Recreation , 1999 .

[126]  R. Tol,et al.  Testing the implications of a marine reserve on the population dynamics of Eastern Baltic cod under varying environmental conditions , 2005 .

[127]  V. Smith,et al.  Can Markets Value Air Quality? A Meta-Analysis of Hedonic Property Value Models , 1995, Journal of Political Economy.

[128]  Richard S. J. Tol,et al.  Global estimates of the impact of a collapse of the West Antarctic ice sheet: an application of FUND , 2005 .

[129]  Andrea Bigano,et al.  The Impact of Climate on Holiday Destination Choice , 2005 .