Combining social media photographs and species distribution models to map cultural ecosystem services: The case of a Natural Park in Portugal

Abstract Developing spatially explicit models of Ecosystem Services (ES) distribution and diversity across the territory has been increasingly attracting the interest of researchers and policy-makers due to its potential to operacionalize and mainstream the ES concept into existing planning and policy tools. In this paper we explore the use of social media photographs to model the spatial distribution of people preferences for cultural ecosystem services (CES), map their hotspots, identify the determinant variables as well as the spatial correlation between CES. This research was applied in the Sudoeste Alentejano and Costa Vicentina Natural Park (PNSACV) located in Southwestern Alentejo, Portugal. A collection of 1378 geo-tagged digital images taken inside the Park and posted in the Flickr web platform between 2004 and 2015 were analyzed and classified according to a tailored list of CES. To model CES spatial distribution it was used a species distribution model – Maxent – adapted to combine the observation of CES occurrence with biophysical and infrastructural variables. This method allowed us to identify and map the social preferences for CES in this area. The distance to the ocean and distance to touristic and cultural infrastructure were the most determinant variables to explain CES distribution in PNSACV. Another relevant result of this study was the identification of pairs of CES (such as Recreation & Aesthetics services) with a significant spatial overlap. Using social media data can be an expedite and cost-effective way to identify and map CES, although this approach embodies some challenges and biases that need to be considered. The use of species distribution models, such as Maxent, can be particularly valuable to support the design of future scenarios and assist decision-making on land use planning.

[1]  B. Martín‐López,et al.  Spatial patterns of cultural ecosystem services provision in Southern Patagonia , 2016, Landscape Ecology.

[2]  E. Oteros‐Rozas,et al.  Assessing, mapping, and quantifying cultural ecosystem services at community level , 2013 .

[3]  Brendan A. Wintle,et al.  Is my species distribution model fit for purpose? Matching data and models to applications , 2015 .

[4]  Peter H Verburg,et al.  Continental-scale quantification of landscape values using social media data , 2016, Proceedings of the National Academy of Sciences.

[5]  Dennis Zielstra,et al.  Positional accuracy analysis of Flickr and Panoramio images for selected world regions , 2013 .

[6]  D. Semmens,et al.  A GIS application for assessing, mapping, and quantifying the social values of ecosystem services , 2011 .

[7]  A. McMichael,et al.  Ecosystems and Human well-being , 2003 .

[8]  Sandra Luque,et al.  Crowdsourcing indicators for cultural ecosystem services: A geographically weighted approach for mountain landscapes , 2016 .

[9]  Roy Haines-Young,et al.  National Parks, buffer zones and surrounding lands: Mapping ecosystem service flows , 2013 .

[10]  Grazia Zulian,et al.  Cross-scale analysis of ecosystem services identified and assessed at local and European level , 2014 .

[11]  Alexander Zipf,et al.  Analyzing Human Activities Through Volunteered Geographic Information: Using Flickr to Analyze Spatial and Temporal Pattern of Tourist Accommodation , 2013, Progress in Location-Based Services.

[12]  Grazia Zulian,et al.  Synergies and trade-offs between ecosystem service supply, biodiversity, and habitat conservation status in Europe , 2012 .

[13]  G. Cumming,et al.  Cultural Ecosystem Services in Protected Areas: Understanding Bundles, Trade‐Offs, and Synergies , 2017 .

[14]  J. Andrew Royle,et al.  Presence‐only modelling using MAXENT: when can we trust the inferences? , 2013 .

[15]  B. Martín‐López,et al.  Ecosystem services trade-offs and synergies , 2016 .

[16]  Patricia Balvanera,et al.  Methods for mapping ecosystem service supply: a review , 2012 .

[17]  Thomas Kirchhoff Pivotal cultural values of nature cannot be integrated into the ecosystem services framework , 2012, Proceedings of the National Academy of Sciences.

[18]  R. Costanza,et al.  Contributions of cultural services to the ecosystem services agenda , 2012, Proceedings of the National Academy of Sciences.

[19]  Miroslav Dudík,et al.  Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation , 2008 .

[20]  J. Hanspach,et al.  Cultural Ecosystem Services: A Literature Review and Prospects for Future Research , 2013 .

[21]  B. Martín‐López,et al.  Socio-cultural valuation of ecosystem services: uncovering the links between values, drivers of change, and human well-being , 2014 .

[22]  Joshua Goldstein,et al.  Cultural services and non-use values , 2011 .

[23]  Daniel R. Richards,et al.  A rapid indicator of cultural ecosystem service usage at a fine spatial scale: Content analysis of social media photographs , 2015 .

[24]  A. Church,et al.  Conceptualising cultural ecosystem services: A novel framework for research and critical engagement , 2016 .

[25]  Carlos Montes,et al.  Socio-cultural valuation of ecosystem services in a transhumance social-ecological network , 2014, Regional Environmental Change.

[26]  Sean J. Barbeau,et al.  Positional Accuracy of Assisted GPS Data from High-Sensitivity GPS-enabled Mobile Phones , 2011, Journal of Navigation.

[27]  Paulina Guerrero,et al.  Revealing Cultural Ecosystem Services through Instagram Images : The Potential of Social Media Volunteered Geographic Information for Urban Green Infrastructure Planning and Governance , 2016 .

[28]  F. Müller,et al.  Mapping ecosystem service supply, demand and budgets , 2012 .

[29]  M. Goodchild,et al.  Spatial, temporal, and socioeconomic patterns in the use of Twitter and Flickr , 2013 .

[30]  Yanpeng Cao,et al.  Learning human photo shooting patterns from large-scale community photo collections , 2014, Multimedia Tools and Applications.

[31]  T. Plieninger,et al.  An empirical review of cultural ecosystem service indicators , 2013 .

[32]  B. Martín‐López,et al.  Using social media photos to explore the relation between cultural ecosystem services and landscape features across five European sites , 2017, Ecological Indicators.

[33]  Sarah C. Klain,et al.  What matters and why? Ecosystem services and their bundled qualities , 2014 .

[34]  Steven J. Phillips,et al.  Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data. , 2009, Ecological applications : a publication of the Ecological Society of America.

[35]  D. Richardson,et al.  Spatial congruence between biodiversity and ecosystem services in South Africa , 2009 .

[36]  Berta Martín-López,et al.  Mapping forest ecosystem services: from providing units to beneficiaries. , 2013 .

[37]  Ross Purves,et al.  Exploring place through user-generated content: Using Flickr tags to describe city cores , 2010, J. Spatial Inf. Sci..

[38]  A. Cottam,et al.  Using Social Media to Measure the Contribution of Red List Species to the Nature-Based Tourism Potential of African Protected Areas , 2015, PloS one.

[39]  Wilhelm Windhorst,et al.  Landscapes' Capacities to Provide Ecosystem Services - a Concept for Land-Cover Based Assessments , 2009 .

[40]  Trevor Hastie,et al.  A statistical explanation of MaxEnt for ecologists , 2011 .

[41]  T. Hiura,et al.  Demand and supply of cultural ecosystem services: Use of geotagged photos to map the aesthetic value of landscapes in Hokkaido , 2017 .

[42]  Stephen Polasky,et al.  Recreational demand for clean water: evidence from geotagged photographs by visitors to lakes , 2014 .

[43]  K. Gaston,et al.  Spatial covariance between biodiversity and other ecosystem service priorities , 2009 .

[44]  Louise Willemen,et al.  A blueprint for mapping and modelling ecosystem services , 2013 .

[45]  B. Voigt,et al.  From theoretical to actual ecosystem services: mapping beneficiaries and spatial flows in ecosystem service assessments , 2014 .

[46]  Garry D. Peterson,et al.  Trade-offs across Space, Time, and Ecosystem Services , 2006 .

[47]  A. Crowe,et al.  Trialling a method to quantify the ‘cultural services’ of the English landscape using Countryside Survey data , 2012 .