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Biodiversity and Climate Resilience
    in Agricultural Landscapes




                     Mirjam Pulleman

      agroBIODIVERSITY International Project Office,
                    DIVERSITAS




 Biodiversity and Climate Resilience in
       Agricultural Landscapes

1. agroBIODIVERSITY research for sustainable
   agricultural landscapes and rural livelihoods

2. Joint meeting CCAFS/DIVERSITAS/CRP6 (26-
   28 November 2010, Chiapas)
  –    Filter and buffer functions provided by
       (agro)biodiversity & vulnerability/adaptation to
       climate change
  –    Identification of synergies and potential research
       topics for collaboration




                                                            1
agroBIODIVERSITY
• The challenge for agriculture will be to increase
  productivity of agriculture, while addressing risk
  and variability
• Such focus should address the critical human
  and economic dimensions, and environmental
  outputs, e.g. GHG emissions, other ecosystem
  services and biodiversity loss.
• Eco-efficiency / ecological intensification =>
  addresses synergies and trade-offs among a
  host of production, conservation, economic, and
  social values at landscape scale (e.g., Groot et
  al., 2007).                    Keating et al. 2010




           agroBIODIVERSITY
Who are we? What binds us?
   – The drivers of biodiversity conservation in
     agricultural landscapes and trade-
     offs/synergies with sustainable agricultural
     production
   – The role of AGBD for sustainability/resilience/
     adaptation of agriculture and rural livelihoods,
     in different social/ecological domains
   – How to engage local stakeholders in
     sustainable landscape management?




                                                        2
agroBIODIVERSITY
• Wild and agricultural biodiversity within the landscape
  mosaic interact in affecting ecosystem goods and
  services at multiple scales (plot to landscape level)




 Synergies (and trade-offs) across multiple scales




                                        Courtesy Claire Kremen




                                                                 3
agroBIODIVERSITY
           Agrobiodiversity; Management of local resources in a
                          global /regional context




A key aim of analysis is to identify enabling policies that can create a greater
   space for local innovation response and strengthen local communities
                influence at higher scales (Giller et al. 2008).




               agroBIODIVERSITY
               Planning for future uncertainty – sustainagility
                  Keep options open – trade-offs in time?
                                                                                   Jackson et al., 2010




                                                                                                          4
agroBIODIVERSITY
  • Ecosystems potentially show nonlinear
    responses to land-use intensification that would
    open management options with limited
    ecological losses but satisfying economic gains
    (Dewenter et al 2007)
  • Climate change and scarcity of resources can
    change/have changed these dynamics
  • Need for interdisciplinary studies to quantify
    ecological and socioeconomic tradeoffs (in
    space and time) under different levels of
    agricultural intensification and trajectories




                                           Current               Biodiversity-based
                                    dominant trend      alternative pathway
              High
Natural forest                           Agroforest
                                          domain
          environmental services
               Biodiversity &




                                                                                        Adapted from Brussaard et al., 2010




                                                        Low external
                                                         input agro-
                                                        ecosystems

                                                                         Intensive
                                                                       agroecosys-
                                                                       tem domain
                                          Degrading
Degraded, aban-                          agricultural
doned land                               landscapes
                  Low
                                   Low                                           High
                                             Agricultural production




                                                                                                                              5
agroBIODIVERSITY
•Eight research sites, 6 biodiversity hotspots
                           AGROFOREST     FRAGILE,   INTESIVE AG
               NATURAL                    DEGRADING 
               FOREST                     LANSCAPE
                                  Indonesia
                                  India     Mexico
Forest Cover




                                            Brazil          California
                                            Burkina Faso Netherlands




                          Degradation                       Recovering




                    agroBIODIVERSITY
- 200-500 km-2
landscapes
positioned along a
biodiversity-production
gradient in a wide range
socio-economic
conditions

- Builds upon local
research teams and
participatory
experimentation with
diversified production
                                                     Jackson et al., in prep.
systems/landscapes




                                                                                6
Native forest


                                                                                       Agroforestry


                                                                       Sun-coffee




                                                                              Participatory agroforestry
                                                                              research

                                                                           Zona da Mata, BR
                                                                           (de Sousa et al., in prep)




                                                                        Zona da Mata, BR
                       Tree species
                                                           NFV2
                                                           NFV1         (de Sousa et al., in prep)
                                                           NFA9
                                                           NFA8
                                                           AFD1         • Multiple ecosystem services
                                                           AFA7
                                                           AFA3
                                                           AFA6
                                                                        • Livelihoods / food security
                                                           AFA5
                                                           AFA2         • Trade-offs
                                                           AFA4
                                                           AFA1
0.04   0.2   0.36           0.52         0.68   0.84   1
                                                                        • Adaptation to climate change
                    Sorensen's Coefficient



                       Tree families
                                                           NFV2
                                                           NFV1
                                                           NFA9
                                                           NFA8
                                                           AFA6
                                                           AFA4
                                                           AFA2
                                                           AFA7
                                                           AFA5
                                                           AFD1
                                                           AFA3
                                                           AFA1
0.4    0.5   0.6            0.7          0.8    0.9    1

                    SØorensen's Coefficient




                                                                                                           7
40
oC

                                                                                                                      SC MAX
     30
                                                                                                                      AF MAX

                                                                                                                      NF MAX   Climate
     20
                                                                                                                      SC MIN
                                                                                                                               change
                                                                                                                               resilience
                                                                                                                      AF MIN
     10
                                                                                                                      NF MIN

                                                                                                                   +3oC
     0
                                                                                                                   Loss: 69
                 JAN     FEB      MAR     APR        MAY     JUN          JUL      AGO   SEP   OCT   NOV   DEC         MONTH
                                                                                                                   %
           1.0




                               NF*D1
                                                      Cmic
                                           Total N
                                                             TOC
                                 Silt
                                                             CO2
                                          qMic                     Nmin
                  Mg
                  CEC                                           NF*A1 Al sat
                  CaK                                                    Al
                                                              NF*A2   H+Al
                  pH
                                  AF*D1
                                           P
                                Sand
                  Base Sat                AF*A2
                                                                                Soil fertility             Also: Coffee productivity
                                SC*D1        SC*A1
                                        SC*A2 AF*A1                             and soil C                 Economics incl. labour
                                                                   Clay

                                          qMet
                                                                                                                 Zona da Mata, BR
          -1.0




                                                                           0-10
                                                                            cm
                                                                                                                 (de Sousa et al, in prep)
                  -1.0                                                       1.0




                       La Sepultura Reserve and buffer zone,
                                     Chiapas

                             DRIVERS:                                                                  IMPACT:
                             Landscape-level                                                           Field-based assessment of
                             forest cover analysis                                                     riparian woody plant
                             using Landsat data                                                        diversity and soil quality
                             from different yrs
                                                                                                                                                                (Jackson et al, in prep)
                                                                                                                                             La Sepultura, MX




                                                                                                                                                                                           8
Participatory
modeling and
consensus
building
Multi-agent
modiling




                               And: Participatory
                               implementation of fodder trees
                               for climate change adaptation
                               and forest conservation




                agroBIODIVERSITY
    Work in progress: Integration across 8 sites – connect
                   global and local learning:

  Collection of a minimum common data set from all sites
  Synthesis of results across sites to show agricultural
   production-biodiversity relationships, and potential for
   resilience/adaptation to (climate) change based on
   assets (N, F, S, H, P capital)
  Identifying biodiversity-based adaptation pathways in a
   given landscape domain
  Testing of hypotheses in field sites




                                                                9
Biodiversity and Climate Resilience in
          Agricultural Landscapes

  1. agroBIODIVERSITY research for sustainable
     agricultural landscapes and rural livelihoods

  2. Joint meeting CCAFS/DIVERSITAS/CRP6 (26-
     28 November 2010, Chiapas)
       –     Filter and buffer functions provided by
             (agro)biodiversity & vulnerability/adaptation to
             climate change
       –     Identification of synergies and potential research
             topics for collaboration




                            26‐28 November 2010
DIVERSITAS (ESSP)                                  CCAFS (CGIAR/ESSP) // CRP7
Agrobiodiversity network                           Climate change agriculture and
                                                   food systems
   8-site global comparison
                                                          3- focal regions, interest
   of consequences of
                                                          in broader scope; Linking
   agricultural intensification
                                                          adaptation, mitigation &
                                                          poverty agenda’s
Chiapas site hosts (ECOSUR)
                                  Exploring shared
                                    agenda’s for
                                      research,                    November 
    Friday                        Synergies in site
                                                                     27 & 28 
 November                          networks, Joint
                                       funding                     Exploring a 
  26 visit to            Forest, Tree, Agroforestry // CRP6           joint 
  ‘learning              CIFOR, ICRAF, Bioversity, CIAT
                                                                    research 
 landscape’                     Sentinel landscapes
                                                                     agenda
                                across forest/tree cover
                                transition, focus on
                                ‘ecosystem services’




                                                                                       10
Joint meeting
          CCAFS/DIVERSITAS/CRP6
   Goals of the project
   • Enhance knowledge on the way filter and buffer
     functions provided by agrobiodiversity reduce
     human vulnerability to climate change across a
     wide range of settings
   • Support current development efforts to reduce
     human vulnerability through identification of
     current ‘best practice’ and promote the use of
     such approaches




Variability of    Variability of        Human vulnerability to
climate           water flows           floods & droughts
                                             Vulnerability
                                          Resiliency
                                     Tolerated range
                                             range
                                                 range
                     Landscape
                   filter & buffer
                      functions
Currently          Currently            Focus of ‘adapta-
increasing         decreasing            tion stragegies’?
                 Preventable increase
                     in exposure
                                              M. Van Noordwijk




                                                                 11
Adaptation
          options
                                                    M. Van Noordwijk




                   Social stressors originating within
Persistence            and among community/ies
                                Shielding      Economic stressors
  Climatic stressors:           networks              due to market
  means, variability                           fluctuations & policy
     and change                                      Market  shifts
           Landscape                                access & 
            buffers &                              insurance
             filters           Pover
M. Van Noordwijk               -ty?
           Resource 
                                            Innovation 
          accessibility
                                              support
     Access to under-                         Access to new
   utilized resources for                 markets, satisfying new
        innovative use                      types of demand
Change                                              M. Van Noordwijk




                                                                       12
Multidimensional Buffer-Filters create “Shields” that can differ among local groups
                              with different coping/adapting conditions.
                                                         Physical/Financial
                                                              Wealth
                          Before BUFFER-FILTERING                                          After BUFFER-FILTERING




                                                                                            Land Tenure
                                                                                                                       Time series of percieved
                           Eco-Tecnology                                                   Norms and Laws
                                                                                                                       Climate Variable “A”



                                                                                                            Big Coffee producers




                                                         low
Time series of                                                                                              have a shield based on




                                                         m
Climate Variable “A”
                                                                                                            Wealth and Market institutions




                                                      diu
                                                    me
                                                                                        Tree Cover




                                                    h
                                                 hig
                             Local Cooperative
                                 Institutions
                                                         Physical/Financial
                                                              Wealth                                        Small Coffee producers
                                                                                                            have a shield based on




                                                                   high medium low
                                                                                                            local cooperation and
 Time series of                                                                                             agroforestry technology
 Climate Variable “A”

                                                                                            Land Tenure               Time series of percieved
                                                                                           Norms and Laws             Climate Variable “A”
                          Eco-Tecnology




                                                                                                      L. Garcia Barrios
                                                                                                      San Cristóbal Meeting Nov 26-28
                            Local Cooperative                                        Tree Cover
                                Institutions




                        26 November: Field trip




                                                                                                                                                  13
Where would you like 
               to see more trees?




 27 Nov: Conceptual frameworks,
    hypotheses and methods

28 Nov: Modalities for cooperation,
   sites and research priorities




                                      14
Boundary research / adaptive research
                                    A.Communicate
Current understanding of buffers ‘ready to use’          Global
& filters as intermediate between science          governance
external drivers (incl. climate,                 of the climate
social, economic) and local                             change
livelihood options & vulnerability                    challenge
                                           B. Facilitate multi-
                    C.Priority issues
                                           scale mitigadap-
                    for new science
                                           tation approaches
                    Site level multistakeholder complexity of
                  ‘driving forces’ and ‘intervention points’ 
                            relevance of ‘negotiation support’




      A. Science ready to be communicated
• Conserving and utilizing AB at different scales is necessary for
  sustaining livelihoods of poor farmers by increasing the flow of
  provisioning services and the stability of such flows, hence leading to
  food security, especially in the face of enviro/economic stressors.
• Institutional issues related to secure access/control of natural capital
  (incl land tenure) are key for climate change mitigation and adaptation
  through the use of AB. Ecological buffers have the potential to benefit
  both adaptation and mitigation.
• Strong social capital is a key social filter/buffer by poor farmer
  communities to enhance the capacity of adaptation through improved
  coping strategies (& change beyond coping)
• Any measure to be taken has to be accompanied by consideration of
  potential social, economic and environmental trade-offs in a multi-
  stakeholder landscape and global linkages between them (e.g. in the
  case of biofuel production on land suitable for food production).




                                                                             15
C. Priority research




• Forecasting
   – How can forecast models be made more relevant to the
     society in specific local contexts, by integrating societal
     needs, critical drivers, thresholds, and emerging properties
     at the appropriate temporal and spatial scales?
• Observing
   – How do people’s situation, knowledge and behavior affect
     ecosystems and their services and vice versa, in a context of
     adaptation?
• Confining
   – How will the spatial and temporal configuration of ecological
     and social buffers and filters increase the sustainability and
     efficiency of adaptation policies and projects?
• Responding
   – What are the governance and institutional mechanisms for
     enhancing buffers and filters, depending on the context, and
     what their cost, benefit and distributional effects?
• Innovating
   – Where is innovation needed for enhancing buffers and filters
     and how can these buffers and filters act as incentives for
     further innovation?




                                                                      16
Innovating




Forecasting                              Observing




         Research sites

• Represent different climate risks (rainfall variability, drought,
  storms, flooding)
• Agroecological conditions (regions)
• Different institutional settings (countries)
• Social norms (communities)
• Endowment (farm)

Analogue sites? =>
does it work for landscapes?




                                                                      17
Acknowledgements
• Meine van Noordwijk and all participants




• The agroBIODIVERSITY network
 Louise Jackson, Lijbert Brussaard, Kamal Bawa, Irene Cardoso, Luis Garcia
 Barrios, George Brown,Elisée Ouedraogo, Unai Pascual, Peter de Ruiter,
 Teja Tscharntke, Meine van Noordwijk




                      Thank you!




         agroBIODIVERSITY site – the Netherlands – intensive ag




                                                                             18

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Pulleman - Biodiversity and climate resilience

  • 1. Biodiversity and Climate Resilience in Agricultural Landscapes Mirjam Pulleman agroBIODIVERSITY International Project Office, DIVERSITAS Biodiversity and Climate Resilience in Agricultural Landscapes 1. agroBIODIVERSITY research for sustainable agricultural landscapes and rural livelihoods 2. Joint meeting CCAFS/DIVERSITAS/CRP6 (26- 28 November 2010, Chiapas) – Filter and buffer functions provided by (agro)biodiversity & vulnerability/adaptation to climate change – Identification of synergies and potential research topics for collaboration 1
  • 2. agroBIODIVERSITY • The challenge for agriculture will be to increase productivity of agriculture, while addressing risk and variability • Such focus should address the critical human and economic dimensions, and environmental outputs, e.g. GHG emissions, other ecosystem services and biodiversity loss. • Eco-efficiency / ecological intensification => addresses synergies and trade-offs among a host of production, conservation, economic, and social values at landscape scale (e.g., Groot et al., 2007). Keating et al. 2010 agroBIODIVERSITY Who are we? What binds us? – The drivers of biodiversity conservation in agricultural landscapes and trade- offs/synergies with sustainable agricultural production – The role of AGBD for sustainability/resilience/ adaptation of agriculture and rural livelihoods, in different social/ecological domains – How to engage local stakeholders in sustainable landscape management? 2
  • 3. agroBIODIVERSITY • Wild and agricultural biodiversity within the landscape mosaic interact in affecting ecosystem goods and services at multiple scales (plot to landscape level) Synergies (and trade-offs) across multiple scales Courtesy Claire Kremen 3
  • 4. agroBIODIVERSITY Agrobiodiversity; Management of local resources in a global /regional context A key aim of analysis is to identify enabling policies that can create a greater space for local innovation response and strengthen local communities influence at higher scales (Giller et al. 2008). agroBIODIVERSITY Planning for future uncertainty – sustainagility Keep options open – trade-offs in time? Jackson et al., 2010 4
  • 5. agroBIODIVERSITY • Ecosystems potentially show nonlinear responses to land-use intensification that would open management options with limited ecological losses but satisfying economic gains (Dewenter et al 2007) • Climate change and scarcity of resources can change/have changed these dynamics • Need for interdisciplinary studies to quantify ecological and socioeconomic tradeoffs (in space and time) under different levels of agricultural intensification and trajectories Current Biodiversity-based dominant trend alternative pathway High Natural forest Agroforest domain environmental services Biodiversity & Adapted from Brussaard et al., 2010 Low external input agro- ecosystems Intensive agroecosys- tem domain Degrading Degraded, aban- agricultural doned land landscapes Low Low High Agricultural production 5
  • 6. agroBIODIVERSITY •Eight research sites, 6 biodiversity hotspots AGROFOREST FRAGILE,  INTESIVE AG NATURAL  DEGRADING  FOREST LANSCAPE Indonesia India Mexico Forest Cover Brazil California Burkina Faso Netherlands Degradation Recovering agroBIODIVERSITY - 200-500 km-2 landscapes positioned along a biodiversity-production gradient in a wide range socio-economic conditions - Builds upon local research teams and participatory experimentation with diversified production Jackson et al., in prep. systems/landscapes 6
  • 7. Native forest Agroforestry Sun-coffee Participatory agroforestry research Zona da Mata, BR (de Sousa et al., in prep) Zona da Mata, BR Tree species NFV2 NFV1 (de Sousa et al., in prep) NFA9 NFA8 AFD1 • Multiple ecosystem services AFA7 AFA3 AFA6 • Livelihoods / food security AFA5 AFA2 • Trade-offs AFA4 AFA1 0.04 0.2 0.36 0.52 0.68 0.84 1 • Adaptation to climate change Sorensen's Coefficient Tree families NFV2 NFV1 NFA9 NFA8 AFA6 AFA4 AFA2 AFA7 AFA5 AFD1 AFA3 AFA1 0.4 0.5 0.6 0.7 0.8 0.9 1 SØorensen's Coefficient 7
  • 8. 40 oC SC MAX 30 AF MAX NF MAX Climate 20 SC MIN change resilience AF MIN 10 NF MIN +3oC 0 Loss: 69 JAN FEB MAR APR MAY JUN JUL AGO SEP OCT NOV DEC MONTH % 1.0 NF*D1 Cmic Total N TOC Silt CO2 qMic Nmin Mg CEC NF*A1 Al sat CaK Al NF*A2 H+Al pH AF*D1 P Sand Base Sat AF*A2 Soil fertility Also: Coffee productivity SC*D1 SC*A1 SC*A2 AF*A1 and soil C Economics incl. labour Clay qMet Zona da Mata, BR -1.0 0-10 cm (de Sousa et al, in prep) -1.0 1.0 La Sepultura Reserve and buffer zone, Chiapas DRIVERS: IMPACT: Landscape-level Field-based assessment of forest cover analysis riparian woody plant using Landsat data diversity and soil quality from different yrs (Jackson et al, in prep) La Sepultura, MX 8
  • 9. Participatory modeling and consensus building Multi-agent modiling And: Participatory implementation of fodder trees for climate change adaptation and forest conservation agroBIODIVERSITY Work in progress: Integration across 8 sites – connect global and local learning:  Collection of a minimum common data set from all sites  Synthesis of results across sites to show agricultural production-biodiversity relationships, and potential for resilience/adaptation to (climate) change based on assets (N, F, S, H, P capital)  Identifying biodiversity-based adaptation pathways in a given landscape domain  Testing of hypotheses in field sites 9
  • 10. Biodiversity and Climate Resilience in Agricultural Landscapes 1. agroBIODIVERSITY research for sustainable agricultural landscapes and rural livelihoods 2. Joint meeting CCAFS/DIVERSITAS/CRP6 (26- 28 November 2010, Chiapas) – Filter and buffer functions provided by (agro)biodiversity & vulnerability/adaptation to climate change – Identification of synergies and potential research topics for collaboration 26‐28 November 2010 DIVERSITAS (ESSP) CCAFS (CGIAR/ESSP) // CRP7 Agrobiodiversity network Climate change agriculture and food systems 8-site global comparison 3- focal regions, interest of consequences of in broader scope; Linking agricultural intensification adaptation, mitigation & poverty agenda’s Chiapas site hosts (ECOSUR) Exploring shared agenda’s for research, November  Friday  Synergies in site 27 & 28  November  networks, Joint funding Exploring a  26 visit to  Forest, Tree, Agroforestry // CRP6 joint  ‘learning  CIFOR, ICRAF, Bioversity, CIAT research  landscape’ Sentinel landscapes agenda across forest/tree cover transition, focus on ‘ecosystem services’ 10
  • 11. Joint meeting CCAFS/DIVERSITAS/CRP6 Goals of the project • Enhance knowledge on the way filter and buffer functions provided by agrobiodiversity reduce human vulnerability to climate change across a wide range of settings • Support current development efforts to reduce human vulnerability through identification of current ‘best practice’ and promote the use of such approaches Variability of Variability of Human vulnerability to climate water flows floods & droughts Vulnerability Resiliency Tolerated range range range Landscape filter & buffer functions Currently Currently Focus of ‘adapta- increasing decreasing tion stragegies’? Preventable increase in exposure M. Van Noordwijk 11
  • 12. Adaptation options M. Van Noordwijk Social stressors originating within Persistence and among community/ies Shielding  Economic stressors Climatic stressors: networks due to market means, variability fluctuations & policy and change Market  shifts Landscape  access &  buffers &  insurance filters Pover M. Van Noordwijk -ty? Resource  Innovation  accessibility support Access to under- Access to new utilized resources for markets, satisfying new innovative use types of demand Change M. Van Noordwijk 12
  • 13. Multidimensional Buffer-Filters create “Shields” that can differ among local groups with different coping/adapting conditions. Physical/Financial Wealth Before BUFFER-FILTERING After BUFFER-FILTERING Land Tenure Time series of percieved Eco-Tecnology Norms and Laws Climate Variable “A” Big Coffee producers low Time series of have a shield based on m Climate Variable “A” Wealth and Market institutions diu me Tree Cover h hig Local Cooperative Institutions Physical/Financial Wealth Small Coffee producers have a shield based on high medium low local cooperation and Time series of agroforestry technology Climate Variable “A” Land Tenure Time series of percieved Norms and Laws Climate Variable “A” Eco-Tecnology L. Garcia Barrios San Cristóbal Meeting Nov 26-28 Local Cooperative Tree Cover Institutions 26 November: Field trip 13
  • 14. Where would you like  to see more trees? 27 Nov: Conceptual frameworks, hypotheses and methods 28 Nov: Modalities for cooperation, sites and research priorities 14
  • 15. Boundary research / adaptive research A.Communicate Current understanding of buffers ‘ready to use’ Global & filters as intermediate between science governance external drivers (incl. climate, of the climate social, economic) and local change livelihood options & vulnerability challenge B. Facilitate multi- C.Priority issues scale mitigadap- for new science tation approaches Site level multistakeholder complexity of ‘driving forces’ and ‘intervention points’  relevance of ‘negotiation support’ A. Science ready to be communicated • Conserving and utilizing AB at different scales is necessary for sustaining livelihoods of poor farmers by increasing the flow of provisioning services and the stability of such flows, hence leading to food security, especially in the face of enviro/economic stressors. • Institutional issues related to secure access/control of natural capital (incl land tenure) are key for climate change mitigation and adaptation through the use of AB. Ecological buffers have the potential to benefit both adaptation and mitigation. • Strong social capital is a key social filter/buffer by poor farmer communities to enhance the capacity of adaptation through improved coping strategies (& change beyond coping) • Any measure to be taken has to be accompanied by consideration of potential social, economic and environmental trade-offs in a multi- stakeholder landscape and global linkages between them (e.g. in the case of biofuel production on land suitable for food production). 15
  • 16. C. Priority research • Forecasting – How can forecast models be made more relevant to the society in specific local contexts, by integrating societal needs, critical drivers, thresholds, and emerging properties at the appropriate temporal and spatial scales? • Observing – How do people’s situation, knowledge and behavior affect ecosystems and their services and vice versa, in a context of adaptation? • Confining – How will the spatial and temporal configuration of ecological and social buffers and filters increase the sustainability and efficiency of adaptation policies and projects? • Responding – What are the governance and institutional mechanisms for enhancing buffers and filters, depending on the context, and what their cost, benefit and distributional effects? • Innovating – Where is innovation needed for enhancing buffers and filters and how can these buffers and filters act as incentives for further innovation? 16
  • 17. Innovating Forecasting Observing Research sites • Represent different climate risks (rainfall variability, drought, storms, flooding) • Agroecological conditions (regions) • Different institutional settings (countries) • Social norms (communities) • Endowment (farm) Analogue sites? => does it work for landscapes? 17
  • 18. Acknowledgements • Meine van Noordwijk and all participants • The agroBIODIVERSITY network Louise Jackson, Lijbert Brussaard, Kamal Bawa, Irene Cardoso, Luis Garcia Barrios, George Brown,Elisée Ouedraogo, Unai Pascual, Peter de Ruiter, Teja Tscharntke, Meine van Noordwijk Thank you! agroBIODIVERSITY site – the Netherlands – intensive ag 18