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Deliverable 4.1 Drivers of change and pressures on aquatic ecosystems PDF

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Drivers of change and pressures on aquatic ecosystems Guidance on indicators and methods to assess drivers and pressures This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 642317. Authors Florian Pletterbauer, Andrea Funk, Thomas Hein (BOKU) Leonie Robinson, Fiona Culhane (ULIV) Gonzalo Delacámara (IMDEA) , Carlos M. Gómez (UAH) D Helen Klimmek (IUCN) Helen Klim Gonzalo GerJan Piet, Jacqueline Tamis (IMARES) IMARES Maja Schlüter, Romina Martin (SRC) With thanks to: Daniel Hering (UNIDE; AQUACROSS Science-Policy-Business Think Tank); Manuel Lago, Katrina Abhold and Lina Roeschel (ECOLOGIC) Project coordination and editing provided by Ecologic Institute. Manuscript completed in November, 2016, revised version January, 2017 Document title Guidance on indicators and methods to assess drivers and pressures Work Package WP 4 Document Type Deliverable Date 13th January 2017 Acknowledgments & Disclaimer This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 642317. Neither the European Commission nor any person acting on behalf of the Commission is responsible for the use which might be made of the following information. The views expressed in this publication are the sole responsibility of the author and do not necessarily reflect the views of the European Commission. Reproduction and translation for non-commercial purposes are authorised, provided the source is acknowledged and the publisher is given prior notice and sent a copy. Citation: Pletterbauer, F., Funk, A., Hein, A., Robinson, L., Culhane, F., Delacámara,G., Gómez, C.M., Klimmek, H., Piet, G., Tamis, J., Schlüter, M., Martin, R., 2016. “Drivers of change and pressures on aquatic ecosystems: AQUACROSS Deliverable 4.1”, European Union’s Horizon 2020 Framework Programme for Research and Innovation Grant Agreement No. 642317. Table of Contents About AQUACROSS 2 1 Background and Objectives 3 2 Introduction 5 2.1 Conceptual framework: DPSIR and beyond 6 2.2 Definitions and constraints on the expanded D-P-S part of AQUACROSS 10 2.3 Summary 13 3 Drivers and Pressures Along the Freshwater-marine Continuum 14 3.1 Drivers and pressures from the policy perspective 14 3.2 The drivers of change in ecosystems 20 3.2.1 Newly emerging drivers 25 3.2.2 Summary 26 3.3 Pressures and the primary activities that introduce them 27 3.3.1 Common typologies of pressures and primary activities 28 3.3.2 Representing and quantifying pressure effects 32 3.3.3 Summary 32 3.4 A framework approach to linking drivers and pressures, ecosystem states (and services) across aquatic realms 33 3.4.1 Uses of the linkage frameworks developed 34 3.4.2 Potential for extension of the linkage framework developed 36 3.4.3 Summary 36 4 Approaches to Investigate Drivers and Resulting Pressures 38 4.1 Social and economic analysis for the assessment of drivers 39 4.2 Quantitative approaches to assess the links between drivers, pressures and ecosystem components 40 4.3 Meta-analysis of strategies for quantitative model fitting 47 4.4 Model validation 49 4.5 Comparison of quantitative models 49 4.5.1 Methods 49 4.5.2 Results 51 4.5.3 Discussion 52 4.5.3.1 Quantitative, qualitative or both 53 4.6 Summary 55 5 Pressure-sensitive Indicators 57 5.1 Characteristics of indicators 57 5.1.1 Uncertainty associated with indicators 59 5.2 Identification of currently used and cost-effective indicators 59 5.2.1 Indicators related to biodiversity 60 5.2.2 Indicators related to the Water Framework Directive 62 5.2.3 Indicators related to the Marine Strategy Framework Directive 64 5.2.4 Further examples of indicators in use for the marine environment 67 5.3 Integrative indicators 68 5.3.1 Integrative indicators for primary activities, pressures and ecosystem components 68 6 Conclusion 82 6.1.1 Guidance to identify drivers of change 82 6.1.2 Guidance to identify pressures 83 6.1.3 Guidance on linkage framework 83 6.1.4 Guidance on modeling approaches 84 6.1.5 Guidance on indicators 85 6.1.6 Final thoughts 86 7 References 87 8 Annexes 110 List of Tables Table 1: Pressure categories and single pressures listed in the MSFD 17 Table 2: Pressures according to the WFD 19 Table 3: Proposed Aquacross Activity types and (non-exhaustive) examples of more specific primary activities within those types, that co-produce nature based goods and services, which can directly cause pressures in the ecosystem. 29 Table 4: Proposed Aquacross Pressures categories relevant to aquatic realms identified from the alignment of threats and pressures from the HD, MSFD, WFD 31 Table 5: Description of available quantitative methods (alphabetical order) with references for method details and examples for D-P-S application. 43 Table 6: Correlation analysis between relative performance of nine models 50 Table 8: Overview of the biodiversity-related indicators per sector 60 Table 9: Position in the DSPIR cycle of the 37 EEA core set indicators 61 Table 10: Overview of WFD state indicators 63 Table 11: Percentage of metric types used in freshwater bio-assessment 64 Table 12: Overview of the MSFD descriptors 66 Table 13: Proposed set of integrative indicators describing activities 70 Table 14: Proposed set of integrative indicators describing pressures. 73 Table 15: Proposed set on integrative indicators describing state/ecosystem components. 80 List of Figures Figure 1: The AQUACROSS Architecture 4 Figure 2: The DPSIR (Driver-Pressure-State-Impact-Response) cycle 7 Figure 3: DPSIR adapted to Driver-Pressure-State(change)-Welfare(change)- Response (DPSWR) 8 Figure 4: A further iteration of DPSIR to DAPSI(W)R(M) 9 Figure 6: Single relational chain from a social process through human activities to pressures that lead to a change in ecosystem state. 10 Figure 7: The six targets of the Biodiversity Strategy 15 Figure 8 Share of pressure types in freshwater ecosystems based on Stendera et al (2012); N=353 28 Figure 9 Multiple impact chains 35 Figure 11: Relative performance of ten statistical model types 51 Figure 12: Relative performance of the three model types data-driven, expert-based and combined. 55 Figure 14: Relative portion of the SEBI 2010 indicators in the DPSIR categories. 62 Figure 15: Comparison of status assessment between WFD and MSFD 65 List of Boxes Box 1: Definition of Indicators, Index, Metric and Measure in the context of AQUACROSS 58 List of Annexes Annex 1: Studies included in the meta-analysis on quantitative and qualitative model applications 110 Annex 2: List of all biodiversity-related indicators (EEA, 2003b) 112 Annex 3: The Streamlining European Biodiversity Indicators 2010 with focal areas of the Convention on Biological Diversity plus an assignment of the position in the DPSIR cycle 144 Annex 4: Marine Strategy Framework Directive indicators (S=state, I=impact, P=pressure) (EC, 2011b) 146 Annex 5 Integration table, linking state characteristics to pressures through impacts (EC, 2011b) 150 Annex 6: United Kingdom pressure benchmarks (from Tillin and Tyler-Walters, 2015) 151 Annex 7: Common indicators of OSPAR 154 Annex 8: Additional OSPAR common indicators for Regions 155 Annex 9: Pressure indicators of the MARMONI project (Martin et al. 2014) 156 List of Abbreviations AF Assessment Framework AIC Akaike Information Criterion BBN Bayesion Belief Network BD Birds Directive BIC Bayesian Information Criterion CART Classification and regression tree CBD Convention on Biological Diversity CICES Common International Classification of Ecosystem Services D-P-S Driver-Pressure-State DPSIR Driver-Pressure-State-Impact-Response EBM Ecosystem Based Management EC European Commission EEA European Environment Agency EU European Union GBM Generalised boosting method HD Habitats Directive MARS Multivariate adaptive regression spline model MSFD Marine Strategy Framework NACE Statistical classification of economic activities in the European Community OECD Organisation for Economic Co-operation and Development RBMP River Basin Management Plan RF Random forest RMSE Root-mean-squared error SDM Species distribution modeling SEBI Streamlining European Biodiversity Indicators SEM Structural equation modeling SVM Support vector machines WFD Water Framework Directive WP Work Package

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Table 3: Proposed Aquacross Activity types and (non-exhaustive) examples of more specific primary activities Annex 1: Studies included in the meta-analysis on quantitative and qualitative model applications environmental conditions (from Northern Europe till the North-African coast). Accordingly,
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