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Emerging technologies for assessing ecosystem services: A synthesis of opportunities and challenges

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  • Schirpke, Uta
  • Ghermandi, Andrea
  • Sinclair, Michael
  • Van Berkel, Derek
  • Fox, Nathan
  • Vargas, Leonardo
  • Willemen, Louise

Abstract

Rapid technological development opens up new opportunities for assessing ecosystem services (ES), which may help to overcome current knowledge gaps and limitations in data availability. At the same time, emerging technologies, such as mobile devices, social media platforms, and artificial intelligence, give rise to a series of challenges and limitations. This study provides a comprehensive overview of the broad range of technologies that are increasingly used for collecting, analyzing, and visualizing data on ES, including Earth observation, mobile technologies, data science, modeling/simulation, immersive technologies, visualization, and web-based tools. To identify current opportunities and challenges, we systematically reviewed the literature on ES of the last 10 years (2012–2022). We first describe the state-of-the-art of emerging technologies, synthesizing their applicability, opportunities, and limitations. Then, we discuss open issues, future research needs, and potential for further applications in ES research. Our findings indicate great opportunities to increase knowledge on ES thanks to low costs, high data availability, and high flexibility of the technologies. We also find a strong potential to support decision-making, learning and communication. However, limitations and challenges related to the accuracy of the variables and models, accessibility to data, technologies, and information as well as ethical concerns need to be addressed by the research community to assure an inclusive and meaningful use of the technologies. Our findings also suggest that further insights into ES may be achieved through a better integration of different technologies in the future, e.g., Earth observation, data science, and web-based platforms, a stronger transdisciplinary collaboration to advance knowledge on ES, and by broadening the perspective to technological developments in other related fields of research.

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  • Schirpke, Uta & Ghermandi, Andrea & Sinclair, Michael & Van Berkel, Derek & Fox, Nathan & Vargas, Leonardo & Willemen, Louise, 2023. "Emerging technologies for assessing ecosystem services: A synthesis of opportunities and challenges," Ecosystem Services, Elsevier, vol. 63(C).
    • Handle: RePEc:eee:ecoser:v:63:y:2023:i:c:s2212041623000517
    DOI: 10.1016/j.ecoser.2023.101558
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    1. Klein, Thomas Michael & Drobnik, Thomas & Grêt-Regamey, Adrienne, 2016. "Shedding light on the usability of ecosystem services–based decision support systems: An eye-tracking study linked to the cognitive probing approach," Ecosystem Services, Elsevier, vol. 19(C), pages 65-86.
    2. Alastair Fitter, 2013. "Are Ecosystem Services Replaceable by Technology?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 55(4), pages 513-524, August.
    3. Linney, G.N. & Henrys, P.A. & Blackburn, G.A. & Maskell, L.C. & Harrison, P.A., 2020. "A visualization platform to analyze contextual links between natural capital and ecosystem services," Ecosystem Services, Elsevier, vol. 45(C).
    4. Lorilla, Roxanne Suzette & Poirazidis, Konstantinos & Detsis, Vassilis & Kalogirou, Stamatis & Chalkias, Christos, 2020. "Socio-ecological determinants of multiple ecosystem services on the Mediterranean landscapes of the Ionian Islands (Greece)," Ecological Modelling, Elsevier, vol. 422(C).
    5. Ruiz-Frau, A. & Ospina-Alvarez, A. & Villasante, S. & Pita, P. & Maya-Jariego, I. & de Juan, S., 2020. "Using graph theory and social media data to assess cultural ecosystem services in coastal areas: Method development and application," Ecosystem Services, Elsevier, vol. 45(C).
    6. Rotolo, Daniele & Hicks, Diana & Martin, Ben R., 2015. "What is an emerging technology?," Research Policy, Elsevier, vol. 44(10), pages 1827-1843.
    7. Rachel E. Bitoun & Ewan Trégarot & Rodolphe Devillers, 2022. "Bridging theory and practice in ecosystem services mapping: a systematic review," Environment Systems and Decisions, Springer, vol. 42(1), pages 103-116, March.
    8. Depietri, Yaella & Ghermandi, Andrea & Campisi-Pinto, Salvatore & Orenstein, Daniel E., 2021. "Public participation GIS versus geolocated social media data to assess urban cultural ecosystem services: Instances of complementarity," Ecosystem Services, Elsevier, vol. 50(C).
    9. Andrea Ghermandi & Derek Van Berkel & Johannes Langemeyer, 2022. "Twitter’s totter must prompt research rethink," Nature, Nature, vol. 612(7939), pages 211-211, December.
    10. Nathan Fox & Victoria Campbell-Arvai & Mark Lindquist & Derek Van Berkel & Ramiro Serrano-Vergel, 2022. "Gamifying Decision Support Systems to Promote Inclusive and Engaged Urban Resilience Planning," Urban Planning, Cogitatio Press, vol. 7(2), pages 239-252.
    11. McDonough, Kelsey & Hutchinson, Stacy & Moore, Trisha & Hutchinson, J.M. Shawn, 2017. "Analysis of publication trends in ecosystem services research," Ecosystem Services, Elsevier, vol. 25(C), pages 82-88.
    12. Sabine Bicking & Benjamin Burkhard & Marion Kruse & Felix Müller, 2019. "Bayesian Belief Network-based assessment of nutrient regulating ecosystem services in Northern Germany," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-25, April.
    13. Weigang Yan & Mike Hutchins & Steven Loiselle & Charlotte Hall, 2016. "An Informatics Approach for Smart Evaluation of Water Quality Related Ecosystem Services," Annals of Data Science, Springer, vol. 3(3), pages 251-264, September.
    14. Grêt-Regamey, Adrienne & Weibel, Bettina, 2020. "Global assessment of mountain ecosystem services using earth observation data," Ecosystem Services, Elsevier, vol. 46(C).
    15. Forio, Marie Anne Eurie & Villa-Cox, Gonzalo & Van Echelpoel, Wout & Ryckebusch, Helena & Lock, Koen & Spanoghe, Pieter & Deknock, Arne & De Troyer, Niels & Nolivos-Alvarez, Indira & Dominguez-Granda,, 2020. "Bayesian Belief Network models as trade-off tools of ecosystem services in the Guayas River Basin in Ecuador," Ecosystem Services, Elsevier, vol. 44(C).
    16. Stefano Bruzzese & Wasim Ahmed & Simone Blanc & Filippo Brun, 2022. "Ecosystem Services: A Social and Semantic Network Analysis of Public Opinion on Twitter," IJERPH, MDPI, vol. 19(22), pages 1-15, November.
    17. Karasov, Oleksandr & Heremans, Stien & Külvik, Mart & Domnich, Artem & Burdun, Iuliia & Kull, Ain & Helm, Aveliina & Uuemaa, Evelyn, 2022. "Beyond land cover: How integrated remote sensing and social media data analysis facilitates assessment of cultural ecosystem services," Ecosystem Services, Elsevier, vol. 53(C).
    18. Manley, Kyle & Nyelele, Charity & Egoh, Benis N., 2022. "A review of machine learning and big data applications in addressing ecosystem service research gaps," Ecosystem Services, Elsevier, vol. 57(C).
    19. Ferdouz Cochran & Laura Jackson & Anne Neale & John Lovette & Liem Tran, 2019. "A Community EcoHealth Index from EnviroAtlas Ecosystem Services Metrics," IJERPH, MDPI, vol. 16(15), pages 1-22, August.
    20. Fox, Nathan & Graham, Laura J. & Eigenbrod, Felix & Bullock, James M. & Parks, Katherine E., 2021. "Enriching social media data allows a more robust representation of cultural ecosystem services," Ecosystem Services, Elsevier, vol. 50(C).
    21. Nowak-Olejnik, Agnieszka & Schirpke, Uta & Tappeiner, Ulrike, 2022. "A systematic review on subjective well-being benefits associated with cultural ecosystem services," Ecosystem Services, Elsevier, vol. 57(C).
    22. Havinga, Ilan & Bogaart, Patrick W. & Hein, Lars & Tuia, Devis, 2020. "Defining and spatially modelling cultural ecosystem services using crowdsourced data," Ecosystem Services, Elsevier, vol. 43(C).
    23. Cardoso, Ana Sofia & Renna, Francesco & Moreno-Llorca, Ricardo & Alcaraz-Segura, Domingo & Tabik, Siham & Ladle, Richard J. & Vaz, Ana Sofia, 2022. "Classifying the content of social media images to support cultural ecosystem service assessments using deep learning models," Ecosystem Services, Elsevier, vol. 54(C).
    24. Ryan Yung & Catheryn Khoo-Lattimore & Leigh Ellen Potter, 2021. "Virtual reality and tourism marketing: conceptualizing a framework on presence, emotion, and intention," Current Issues in Tourism, Taylor & Francis Journals, vol. 24(11), pages 1505-1525, June.
    25. Chennault, Carrie M. & Valek, Robert M. & Tyndall, John C. & Schulte, Lisa A., 2020. "PEWI: An interactive web-based ecosystem service model for a broad public audience," Ecological Modelling, Elsevier, vol. 431(C).
    26. Dai, Peichao & Zhang, Shaoliang & Gong, Yunlong & Zhou, Yuan & Hou, Huping, 2022. "A crowd-sourced valuation of recreational ecosystem services using mobile signal data applied to a restored wetland in China," Ecological Economics, Elsevier, vol. 192(C).
    27. Gissi, Elena & Garramone, Vito, 2018. "Learning on ecosystem services co-production in decision-making from role-playing simulation: Comparative analysis from Southeast Europe," Ecosystem Services, Elsevier, vol. 34(PB), pages 228-253.
    28. Van Berkel, Derek B. & Tabrizian, Payam & Dorning, Monica A. & Smart, Lindsey & Newcomb, Doug & Mehaffey, Megan & Neale, Anne & Meentemeyer, Ross K., 2018. "Quantifying the visual-sensory landscape qualities that contribute to cultural ecosystem services using social media and LiDAR," Ecosystem Services, Elsevier, vol. 31(PC), pages 326-335.
    29. Brunet, Lucas & Tuomisaari, Johanna & Lavorel, Sandra & Crouzat, Emilie & Bierry, Adeline & Peltola, Taru & Arpin, Isabelle, 2018. "Actionable knowledge for land use planning: Making ecosystem services operational," Land Use Policy, Elsevier, vol. 72(C), pages 27-34.
    30. Wood, Sylvia L.R. & Jones, Sarah K. & Johnson, Justin A. & Brauman, Kate A. & Chaplin-Kramer, Rebecca & Fremier, Alexander & Girvetz, Evan & Gordon, Line J. & Kappel, Carrie V. & Mandle, Lisa & Mullig, 2018. "Distilling the role of ecosystem services in the Sustainable Development Goals," Ecosystem Services, Elsevier, vol. 29(PA), pages 70-82.
    31. Gianluca Grilli & Elena Barbierato & Irene Capecchi & Sandro Sacchelli, 2022. "Application of stated-preferences methods and neuroscience for the valuation of dynamicity in forest cultural ecosystem services," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 65(3), pages 398-417, January.
    32. Richards, Daniel R. & Tunçer, Bige, 2018. "Using image recognition to automate assessment of cultural ecosystem services from social media photographs," Ecosystem Services, Elsevier, vol. 31(PC), pages 318-325.
    33. Costanza, Robert & Chichakly, Karim & Dale, Virginia & Farber, Steve & Finnigan, David & Grigg, Kat & Heckbert, Scott & Kubiszewski, Ida & Lee, Harry & Liu, Shuang & Magnuszewski, Piotr & Maynard, Sim, 2014. "Simulation games that integrate research, entertainment, and learning around ecosystem services," Ecosystem Services, Elsevier, vol. 10(C), pages 195-201.
    34. Smith, Ron I. & Barton, David N. & Dick, Jan & Haines-Young, Roy & Madsen, Anders L. & Rusch, Graciela M. & Termansen, Mette & Woods, Helen & Carvalho, Laurence & Giucă, Relu Constantin & Luque, Sandr, 2018. "Operationalising ecosystem service assessment in Bayesian Belief Networks: Experiences within the OpenNESS project," Ecosystem Services, Elsevier, vol. 29(PC), pages 452-464.
    35. Malinga, Rebecka & Gordon, Line J. & Jewitt, Graham & Lindborg, Regina, 2015. "Mapping ecosystem services across scales and continents – A review," Ecosystem Services, Elsevier, vol. 13(C), pages 57-63.
    36. Lisa Mandle & Analisa Shields-Estrada & Rebecca Chaplin-Kramer & Matthew G. E. Mitchell & Leah L. Bremer & Jesse D. Gourevitch & Peter Hawthorne & Justin A. Johnson & Brian E. Robinson & Jeffrey R. Sm, 2021. "Increasing decision relevance of ecosystem service science," Nature Sustainability, Nature, vol. 4(2), pages 161-169, February.
    37. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
    38. Huai, Songyao & Chen, Fen & Liu, Song & Canters, Frank & Van de Voorde, Tim, 2022. "Using social media photos and computer vision to assess cultural ecosystem services and landscape features in urban parks," Ecosystem Services, Elsevier, vol. 57(C).
    39. Willcock, Simon & Martínez-López, Javier & Hooftman, Danny A.P. & Bagstad, Kenneth J. & Balbi, Stefano & Marzo, Alessia & Prato, Carlo & Sciandrello, Saverio & Signorello, Giovanni & Voigt, Brian & Vi, 2018. "Machine learning for ecosystem services," Ecosystem Services, Elsevier, vol. 33(PB), pages 165-174.
    40. Pickard, Brian R. & Daniel, Jessica & Mehaffey, Megan & Jackson, Laura E. & Neale, Anne, 2015. "EnviroAtlas: A new geospatial tool to foster ecosystem services science and resource management," Ecosystem Services, Elsevier, vol. 14(C), pages 45-55.
    41. van Zanten, Boris T. & Zasada, Ingo & Koetse, Mark J. & Ungaro, Fabrizio & Häfner, Kati & Verburg, Peter H., 2016. "A comparative approach to assess the contribution of landscape features to aesthetic and recreational values in agricultural landscapes," Ecosystem Services, Elsevier, vol. 17(C), pages 87-98.
    42. Ruckelshaus, Mary & McKenzie, Emily & Tallis, Heather & Guerry, Anne & Daily, Gretchen & Kareiva, Peter & Polasky, Stephen & Ricketts, Taylor & Bhagabati, Nirmal & Wood, Spencer A. & Bernhardt, Joanna, 2015. "Notes from the field: Lessons learned from using ecosystem service approaches to inform real-world decisions," Ecological Economics, Elsevier, vol. 115(C), pages 11-21.
    43. Carter Brandon & Katrina Brandon & Alison Fairbrass & Rachel Neugarten, 2021. "Integrating Natural Capital into National Accounts: Three Decades of Promise and Challenge," Review of Environmental Economics and Policy, University of Chicago Press, vol. 15(1), pages 134-153.
    44. Carmen, Esther & Watt, Allan & Carvalho, Laurence & Dick, Jan & Fazey, Ioan & Garcia-Blanco, Gemma & Grizzetti, Bruna & Hauck, Jennifer & Izakovicova, Zita & Kopperoinen, Leena & Liquete, Camino & Ode, 2018. "Knowledge needs for the operationalisation of the concept of ecosystem services," Ecosystem Services, Elsevier, vol. 29(PC), pages 441-451.
    45. Jennifer Hodbod & Emma Tebbs & Kristofer Chan & Shubhechchha Sharma, 2019. "Integrating Participatory Methods and Remote Sensing to Enhance Understanding of Ecosystem Service Dynamics Across Scales," Land, MDPI, vol. 8(9), pages 1-30, August.
    46. Gosal, Arjan S. & Geijzendorffer, Ilse R. & Václavík, Tomáš & Poulin, Brigitte & Ziv, Guy, 2019. "Using social media, machine learning and natural language processing to map multiple recreational beneficiaries," Ecosystem Services, Elsevier, vol. 38(C), pages 1-1.
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