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Integrated Ecosystem Science 
for 
Integrated Ecosystem-based Management: 
Fairy tale 
or 
Finally here?
f a i r y t a l e 
an engaging story that ultimately requires a sequence of far-fetched events
Bocaccio Canary Rockfish 
8 
7 
6 
5 
4 
3 
2 
1 
0 
1976 1981 1986 1991 1996 2001 
Mean number per trawl 
20 
15 
10 
5 
0 
1976 1981 1986 1991 1996 2001 
Levin et al. (2006) Conservation Biology
Redbanded Rockfish Pacific Ocean Perch 
1.5 
1.0 
0.5 
0.0 
1976 1981 1986 1991 1996 2001 
Mean number per trawl 
45 
35 
25 
15 
5 
0 
1976 1981 1986 1991 1996 2001
that w a s t h e n 
t h i s i s n o w
California Current Groundfish 
Overfishing (unsustainable fishing mortality) 
Overfished 
(biomass 
below limit) 
Things are OK 
from Levin & Wells (2012)
Then Now 
42% of assessed groundfish overfished 
Integrated Ecosystem Assessment (IEA)
This success is the result of Ecosystem-based 
• NO 
Management (EBM) and IEAs, right? 
– In general, this is good single-species 
management 
– Sometimes, informed by emerging 
ecological knowledge
In conclusion 
We don’t need 
Integrated Ecosystem Assessments 
Questions?
On the other hand 
By definition, 
s u s t a i n a b l e 
fishing means k i l l i n g 
lots of fish.
Mean Trophic Level of Groundfish 
probably caused by combination of recruitment variability and fishing 
Tolimieri , Samhouri, Levin (2014) Ecosystems
What is the impact of shifting (groundfish) trophic 
level on ecosystem structure and function? 
Pi /Bi 
(Annual production 
per unit biomass) 
Diet composition 
(1 – EE) • Pi /Bi 
(Annual production 
lost as detritus) 
Qi /Bi 
(Annual consumption 
per unit biomass) 
prey Detritus l 
preyj 
preyk 
Yi 
(Annual production 
taken by fisheries) 
Bi 
(Biomass of 
functional group i) 
predatorz 
predatorx 
predatory Annual production 
taken by predators; 
based on predator 
diets, B, Q/B 
ecopath with ecosim
Response 
Species group Instantaneous Dynamic (10 yr) 
Phytoplankton  
small zooplankton  
carnivorous zooplankton   
amphipods   
krill   
jellies   
pandalid shrimp   
crabs   
squid   
forage fish   
salmon   
lower TL groundfish   
albacore  
seabirds  
harbor seals  
whales  
Tolimieri , Samhouri, Levin (2014) Ecosystems
Fishing can affect the ecosystem 
Chorizo crusted cod 
Biomass in the water
Chorizo crusted cod 
Biomass in the water
Chorizo crusted cod 
Biomass in the water
EBM Challenge 
•Ecosystems provide a large 
number of goods and services 
•These services interact, often 
in ways we don’t understand 
•People place different values 
on different services
What do we do? 
Where do we do it? 
How much?
Integrated Ecosystem 
Assessments 
• Science for i n t e g r a t e d ocean 
& coastal management
w h a t is a healthy ecosystem? 
i s the ecosystem health? 
n o w what do we do?
What is a 
healthy 
ecosystem? 
SCOPING 
STAKEHOLDER 
ENGAGEMENT 
Is the 
ecosystem 
healthy? 
ECOSYSTEM 
STATUS 
• INDICATORS 
AND 
REFERENCE 
POINTS 
• RISK 
ASSESSMENT 
Now what 
do we do? 
SCENARIO 
ANALYSIS 
• Evaluate the 
likely tradeoffs 
associated with 
management 
alternatives
What is an ecosystem (or species)?
Scientists, fishers, divers 
“pile sort”
0 
20 
40 
60 
80 
100 
Similarity 
s t r u c t u r e o f f o l k t a x o n o m i e s 
Salmon 
Other 
flatfish 
Jellyfish 
Copper 
Redstripe 
Greenstriped 
Puget Sound 
Other 
forage 
Seals 
Crabs 
Hake 
Pollock 
Cabezon 
Sablefish 
Ratfish 
Lingcod 
Cod 
Kelp, Stag 
Pile perch 
Striped 
Rockfish B 
Dogfish 
Orca 
Sandlance 
Dover, 
Halibut 
Rockfish A 
Black 
Beaudreau, Levin, Norman . 2012. Conservation Letters
Beaudreau, Levin, Norman . 2012. Conservation Letters 
scientific taxonomy 
folk taxonomies 
(including fish biologists, divers, fishers)
e y e 
o f t h e 
b e h o l d e r 
1977 2010 
year 
index of abundance
Fuzzy-Logic Cognitive Mapping (FCM) is a parameterized concept mapping where 
qualitative static models that are translated into semi-quantitative dynamic models. 
Adrian Stier et al. in prep
Adrian Stier et al. in prep 
e
Food web structure differs 
Adrian Stier et al. in prep
Adrian Stier et al. in prep
people (even fisheries scientists) 
don’t 
perceive 
the world the same way 
this can cause 
confusion, 
conflict, 
chaos
If we want the EBM fairy tale to come true 
E 
B 
M 
we have to make sure we all hear the same 
story
ecosystem-based management 
targets 
desired future state of the socio-ecological 
system 
what is a ‘good’ environment?
management targets are a 
societal choice 
informed by science 
but how?
Ecological 
Relationships 
Societal 
Preferences 
Management Targets
Ecological 
Relationships
Eelgrass
Puget Sound food web model 
• 66 functional groups (bacteria to orcas) from Central Puget Sound 
• 15 different fishery types 
• Direct connections are mainly predator-prey interactions 
• Strength of connections is a function of diets, consumption rates, 
production rates and predator-prey functional responses 
Harvey, Williams & Levin 2012 Ecosystems
Effects of eelgrass change on mediated groups 
• Averaged across all mediation strength combinations (strong, moderate, weak) 
• Wild, pink salmon groups most sensitive; effect carries to subadults 
• Crab, hatchery salmon responses were intermediate 
• Herring were least sensitive 
Harvey, Williams & Levin 2012 Ecosystems
Effects of eelgrass change on rest of food web 
Harvey, Williams & Levin 2012 Ecosystems
how much eelgrass do you want? 
Societal 
Preferences
Underwater 
(Marine Life) 
Rural Growth 
Urban Development 
Shorelines
Costs Costs 
Eelgrass 
Overwater 
structure 
Sediment 
Loading 
Nutrients 
Shoreline 
Armor 
Herring Crabs 
Birds 
Killer 
whales 
Salmon 
Rehr, Williams, Tolimieri, Levin 2014 Coastal Management
What is the effect of 
changes in human activities 
on eelgrass? 
What is the effect of 
changing eelgrass on 
Puget Sound marine 
life? 
What does 
this all cost?
Rehr, Williams,, Levin 2014 Marine Policy
2 
1 
0 
-1 
-2 
-35% -25% -15% 0% 10% 25% 45% 
Average Desirability 
Change is eelgrass cover 
Levin, Rehr, Norman, & Wiliams in prep
1.5 
1 
0.5 
0 
-0.5 
-1 
-1.5 
-2 
-35% -25% -15% 0% 10% 25% 45% 
Average Desirability 
Change in eelgrass cover 
Democrats 
Republicans
• given the diverse costs and benefits of 
eelgrass restoration, Puget Sound citizens 
would like to see 10-20% more eelgrass 
• normative orientation influences preferred 
restoration level, and 
• policy makers will now have knowledge of 
how different constituents view restoration
existential questions… 
• does this reduce the influence of science? 
• does this lead to less conservation? 
• is this raising a white flag of surrender? 
or 
• is this the real world in a democracy?
If we want the EBM fairy tale to come true 
we (scientists) can’t write the story alone
Telling the 
EBM story
Woe is me… 
No data…no certainty…no money…no this…not that
Ackoff, R. (1989) From data to wisdom. J. Appl Systems Analysis
How do we get from information to wisdom?
Herring roe 
Purse seine 
Herring roe-on-kelp 
Gathered by hand
Age-structured simulation model of 
herring and fishery 
Herring Biology 
• Constant adult mortality. 
• Constant weight-at-age 
• Sex ratio = 0.5. 
• Variable recruitment 
• Unfished Biomass (B0; 24,000 mt females) 
Fishery 
• Fishery closes at 0.2B0 
Shelton, Samhouri, Stier, Levin in review
451! 
452! 
Roe harvest via purse seine 
453! Figure 3: Consequences of adult and egg harvest strategies on the herring fisheries. a) 
454! Mean catch of spawning biomass (mt), b) mean catch of eggs (trillions), c) the proportion 
Roe-on-kelp harvest 
Shelton, Samhouri, Stier, Levin in review
If I am willing to accept a 10% risk of the fishery closing, 
what is the “safe operating space” ? 
Providing for predators 
Ignoring prey needs of 
predators 
probability of fisheries closure and Becosystem for all 
Shelton, Samhouri, Stier, Levin in review
Even donkeys can be useful 
These are timely results… the more modeling that is encompassing and holistic, the 
better 
– Council of the Haida Nation 
We are really excited about this herring model. It will be useful as we think about 
herring conservation this year 
-Parks Canada
If we want the EBM fairy tale to come true 
We must answer the questions that managers ask, but also the 
questions that should have asked
An IEA Fairy tale 
can come true if 
• We engage stakeholders, managers, & policy makers 
early, often and continually 
• We conduct rigorous human dimensions research as a 
core component of IEAs (not an add-on) 
• We don’t let the perfect be the enemy of the good 
• Embrace realistic expectations about IEA science 
• Serve current management needs, but not at the 
expense of more integrative ocean management 
Samhouri, Haupt, Levin, Link, Shuford 2013 ICES J Mar Sci
In a utilitarian age, of all other times, it is a matter of grave 
importance that fairy tales should be respected." 
~Charles Dickens~ 
"If you want your children to be intelligent, read them fairy tales. 
If you want them to be more intelligent, read them more fairy 
tales.” 
~Albert Einstein~
Key	Ecosystem		 
Components	 
Mediating	 
Components	 
Drivers	and	 
Pressures	 
Ecological	Integrity	 
Fisheries,	protected	 
species,	biodiversity	 
Human	Ac vi es	 
	 
Ins tu ons	&	 
Governance	 
Habitat	 
	 
Climate	&	Ocean	 
Drivers	 
Human	Wellbeing	 
Health	&	safety	 
Autonomy	&	self-sufficiency 
	 
Socio-cultural	rela onships	 
Economic	condi ons	 
Broad	Social,	Poli cal	&	 
Economic	Forces
Why Assess Human Wellbeing? 
• Understand the human dimensions of the ecosystem -- 
beyond commercial revenue 
• Develop management strategies that work for people 
• Meet legal & policy requirements -- & ethical obligations 
• Identify & understand trade-offs 
• Maintain & improve the wellbeing of people 
-- in ways that also maintain & improve the integrity of 
ecosystems

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ICES ASC Plenary lecture "Integrated science for integrated management: fairy tale or finally here?"

  • 1. Integrated Ecosystem Science for Integrated Ecosystem-based Management: Fairy tale or Finally here?
  • 2.
  • 3. f a i r y t a l e an engaging story that ultimately requires a sequence of far-fetched events
  • 4.
  • 5. Bocaccio Canary Rockfish 8 7 6 5 4 3 2 1 0 1976 1981 1986 1991 1996 2001 Mean number per trawl 20 15 10 5 0 1976 1981 1986 1991 1996 2001 Levin et al. (2006) Conservation Biology
  • 6. Redbanded Rockfish Pacific Ocean Perch 1.5 1.0 0.5 0.0 1976 1981 1986 1991 1996 2001 Mean number per trawl 45 35 25 15 5 0 1976 1981 1986 1991 1996 2001
  • 7. that w a s t h e n t h i s i s n o w
  • 8. California Current Groundfish Overfishing (unsustainable fishing mortality) Overfished (biomass below limit) Things are OK from Levin & Wells (2012)
  • 9. Then Now 42% of assessed groundfish overfished Integrated Ecosystem Assessment (IEA)
  • 10. This success is the result of Ecosystem-based • NO Management (EBM) and IEAs, right? – In general, this is good single-species management – Sometimes, informed by emerging ecological knowledge
  • 11. In conclusion We don’t need Integrated Ecosystem Assessments Questions?
  • 12. On the other hand By definition, s u s t a i n a b l e fishing means k i l l i n g lots of fish.
  • 13. Mean Trophic Level of Groundfish probably caused by combination of recruitment variability and fishing Tolimieri , Samhouri, Levin (2014) Ecosystems
  • 14. What is the impact of shifting (groundfish) trophic level on ecosystem structure and function? Pi /Bi (Annual production per unit biomass) Diet composition (1 – EE) • Pi /Bi (Annual production lost as detritus) Qi /Bi (Annual consumption per unit biomass) prey Detritus l preyj preyk Yi (Annual production taken by fisheries) Bi (Biomass of functional group i) predatorz predatorx predatory Annual production taken by predators; based on predator diets, B, Q/B ecopath with ecosim
  • 15. Response Species group Instantaneous Dynamic (10 yr) Phytoplankton  small zooplankton  carnivorous zooplankton   amphipods   krill   jellies   pandalid shrimp   crabs   squid   forage fish   salmon   lower TL groundfish   albacore  seabirds  harbor seals  whales  Tolimieri , Samhouri, Levin (2014) Ecosystems
  • 16. Fishing can affect the ecosystem Chorizo crusted cod Biomass in the water
  • 17. Chorizo crusted cod Biomass in the water
  • 18. Chorizo crusted cod Biomass in the water
  • 19. EBM Challenge •Ecosystems provide a large number of goods and services •These services interact, often in ways we don’t understand •People place different values on different services
  • 20. What do we do? Where do we do it? How much?
  • 21. Integrated Ecosystem Assessments • Science for i n t e g r a t e d ocean & coastal management
  • 22. w h a t is a healthy ecosystem? i s the ecosystem health? n o w what do we do?
  • 23. What is a healthy ecosystem? SCOPING STAKEHOLDER ENGAGEMENT Is the ecosystem healthy? ECOSYSTEM STATUS • INDICATORS AND REFERENCE POINTS • RISK ASSESSMENT Now what do we do? SCENARIO ANALYSIS • Evaluate the likely tradeoffs associated with management alternatives
  • 24.
  • 25. What is an ecosystem (or species)?
  • 26. Scientists, fishers, divers “pile sort”
  • 27. 0 20 40 60 80 100 Similarity s t r u c t u r e o f f o l k t a x o n o m i e s Salmon Other flatfish Jellyfish Copper Redstripe Greenstriped Puget Sound Other forage Seals Crabs Hake Pollock Cabezon Sablefish Ratfish Lingcod Cod Kelp, Stag Pile perch Striped Rockfish B Dogfish Orca Sandlance Dover, Halibut Rockfish A Black Beaudreau, Levin, Norman . 2012. Conservation Letters
  • 28. Beaudreau, Levin, Norman . 2012. Conservation Letters scientific taxonomy folk taxonomies (including fish biologists, divers, fishers)
  • 29. e y e o f t h e b e h o l d e r 1977 2010 year index of abundance
  • 30.
  • 31. Fuzzy-Logic Cognitive Mapping (FCM) is a parameterized concept mapping where qualitative static models that are translated into semi-quantitative dynamic models. Adrian Stier et al. in prep
  • 32. Adrian Stier et al. in prep e
  • 33. Food web structure differs Adrian Stier et al. in prep
  • 34. Adrian Stier et al. in prep
  • 35. people (even fisheries scientists) don’t perceive the world the same way this can cause confusion, conflict, chaos
  • 36. If we want the EBM fairy tale to come true E B M we have to make sure we all hear the same story
  • 37. ecosystem-based management targets desired future state of the socio-ecological system what is a ‘good’ environment?
  • 38. management targets are a societal choice informed by science but how?
  • 39. Ecological Relationships Societal Preferences Management Targets
  • 42. Puget Sound food web model • 66 functional groups (bacteria to orcas) from Central Puget Sound • 15 different fishery types • Direct connections are mainly predator-prey interactions • Strength of connections is a function of diets, consumption rates, production rates and predator-prey functional responses Harvey, Williams & Levin 2012 Ecosystems
  • 43. Effects of eelgrass change on mediated groups • Averaged across all mediation strength combinations (strong, moderate, weak) • Wild, pink salmon groups most sensitive; effect carries to subadults • Crab, hatchery salmon responses were intermediate • Herring were least sensitive Harvey, Williams & Levin 2012 Ecosystems
  • 44. Effects of eelgrass change on rest of food web Harvey, Williams & Levin 2012 Ecosystems
  • 45. how much eelgrass do you want? Societal Preferences
  • 46. Underwater (Marine Life) Rural Growth Urban Development Shorelines
  • 47. Costs Costs Eelgrass Overwater structure Sediment Loading Nutrients Shoreline Armor Herring Crabs Birds Killer whales Salmon Rehr, Williams, Tolimieri, Levin 2014 Coastal Management
  • 48. What is the effect of changes in human activities on eelgrass? What is the effect of changing eelgrass on Puget Sound marine life? What does this all cost?
  • 49. Rehr, Williams,, Levin 2014 Marine Policy
  • 50.
  • 51. 2 1 0 -1 -2 -35% -25% -15% 0% 10% 25% 45% Average Desirability Change is eelgrass cover Levin, Rehr, Norman, & Wiliams in prep
  • 52. 1.5 1 0.5 0 -0.5 -1 -1.5 -2 -35% -25% -15% 0% 10% 25% 45% Average Desirability Change in eelgrass cover Democrats Republicans
  • 53. • given the diverse costs and benefits of eelgrass restoration, Puget Sound citizens would like to see 10-20% more eelgrass • normative orientation influences preferred restoration level, and • policy makers will now have knowledge of how different constituents view restoration
  • 54. existential questions… • does this reduce the influence of science? • does this lead to less conservation? • is this raising a white flag of surrender? or • is this the real world in a democracy?
  • 55. If we want the EBM fairy tale to come true we (scientists) can’t write the story alone
  • 57. Woe is me… No data…no certainty…no money…no this…not that
  • 58. Ackoff, R. (1989) From data to wisdom. J. Appl Systems Analysis
  • 59. How do we get from information to wisdom?
  • 60.
  • 61. Herring roe Purse seine Herring roe-on-kelp Gathered by hand
  • 62. Age-structured simulation model of herring and fishery Herring Biology • Constant adult mortality. • Constant weight-at-age • Sex ratio = 0.5. • Variable recruitment • Unfished Biomass (B0; 24,000 mt females) Fishery • Fishery closes at 0.2B0 Shelton, Samhouri, Stier, Levin in review
  • 63. 451! 452! Roe harvest via purse seine 453! Figure 3: Consequences of adult and egg harvest strategies on the herring fisheries. a) 454! Mean catch of spawning biomass (mt), b) mean catch of eggs (trillions), c) the proportion Roe-on-kelp harvest Shelton, Samhouri, Stier, Levin in review
  • 64. If I am willing to accept a 10% risk of the fishery closing, what is the “safe operating space” ? Providing for predators Ignoring prey needs of predators probability of fisheries closure and Becosystem for all Shelton, Samhouri, Stier, Levin in review
  • 65. Even donkeys can be useful These are timely results… the more modeling that is encompassing and holistic, the better – Council of the Haida Nation We are really excited about this herring model. It will be useful as we think about herring conservation this year -Parks Canada
  • 66. If we want the EBM fairy tale to come true We must answer the questions that managers ask, but also the questions that should have asked
  • 67. An IEA Fairy tale can come true if • We engage stakeholders, managers, & policy makers early, often and continually • We conduct rigorous human dimensions research as a core component of IEAs (not an add-on) • We don’t let the perfect be the enemy of the good • Embrace realistic expectations about IEA science • Serve current management needs, but not at the expense of more integrative ocean management Samhouri, Haupt, Levin, Link, Shuford 2013 ICES J Mar Sci
  • 68. In a utilitarian age, of all other times, it is a matter of grave importance that fairy tales should be respected." ~Charles Dickens~ "If you want your children to be intelligent, read them fairy tales. If you want them to be more intelligent, read them more fairy tales.” ~Albert Einstein~
  • 69.
  • 70. Key Ecosystem Components Mediating Components Drivers and Pressures Ecological Integrity Fisheries, protected species, biodiversity Human Ac vi es Ins tu ons & Governance Habitat Climate & Ocean Drivers Human Wellbeing Health & safety Autonomy & self-sufficiency Socio-cultural rela onships Economic condi ons Broad Social, Poli cal & Economic Forces
  • 71. Why Assess Human Wellbeing? • Understand the human dimensions of the ecosystem -- beyond commercial revenue • Develop management strategies that work for people • Meet legal & policy requirements -- & ethical obligations • Identify & understand trade-offs • Maintain & improve the wellbeing of people -- in ways that also maintain & improve the integrity of ecosystems