The Systems Perspective

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Transcription:

SYSTEMS MAPPING 1

The Systems Perspective Increasing leverage Events and Decisions Patterns of Behavior System Structure Reactive Adaptive Generative Adapted from G. Richardson, U of Albany

The majority of information exists in mental models Forrester 1991

Limits to Growth (Meadows et al 1972) 4

Collaborative Systems Modeling 5

Collaborative SD modeling Cockerill et al (2009) Include experts, public and/or stakeholders in model development and governance or policy choices considered Consensus or dialogue tool Enable structured dialogue among participants Integrate scientific information, local knowledge, and values into the policy process Develop a deeper level of understanding of system among participants Increase agreement about root problems Gain appreciation for uncertainty inherent in data and methods in studying complex systems Personal Transformation seeing problems and possible solutions in a new way

A systems perspective Focuses on patterns of behavior (not just specific events) Focuses on policy structure (not just discrete decisions) Causal structure: feedback loops Delays Perceptions (a kind of accumulation) Pressures Affects, emotions, (ir)rationalities Stocks or Accumulations (populations, resources ) Allows for the integration of natural and social world variables

Causal Diagrams Ceteris paribus... All other influences held constant as we assign polarities. Causal mapping is a powerful tool for representing structure in complex systems. Student native Family stress ability Student achievement in school Arrows indicate causal influence. Underage drug and alcohol use in the community Teacher talent and resources

Polarities of Causal Links Positive and negative signs show the direction of causality: Student native ability Family stress = direct relation = inverse relation Underage drug and alcohol use in the community Student achievement in school Teacher talent and resources

Definitions of Link Polarities A leads to B in the same direction C leads to D in the opposite direction All words phrases are expressed as quantities that have a clear sense of increase or decrease. No verbs the action is in the causal arrows.

Examples Lawyers Court cases More lawyers mean more litigation; fewer lawyers, less litigation Outmigration Population Emigration subtracts from population: An increase in emigration means less (a decrease means more) than we d have without the change Ceteris paribus... All other influences held constant as we assign polarities.

Two kinds of feedback loops Reinforcing loops growth producing destabilizing accelerating even number of s positive loops Balancing loops counteracting goal seeking stabilizing odd number of s negative loops Symbolized by Symbolized by R C B

Examples of Reinforcing Loops Births per year Population Attractiveness for business Number of private businesses Performance Motivation Expected profitability of business Tax rate Tax base

Typical Reinforcing Loop Behaviors 20,000 15,000 10,000 Population and Births Loop 5,000 0 10,000 0 25 50 75 100 9,000 8,000 Businesses and Taxes Loop 7,000 6,000 0 25 50 75 100

World Population (billions) 8 6 4 2 0 1500 1600 1700 1800 1900 2000

Examples of Balancing Loops Water in glass Pouring rate Desired amount of water in glass Fraction filled - Population Gypsie moth net growth Wasps Outmigration Gypsie moths Wasp net growth

Typical Balancing Loop Behaviors 20 Filling a Glass 15 10 Predator-prey interactions 5 0 010,000 10 20 30 40 7,500 5,000 2,500 Population and emigration 0 7.5 15 22.5 30 0 0 25 50 75 100

Tips for Determining Link and Loop Polarities For each link, determine the effect of an increase in the variable at the tail of the arrow: If the variable at the head increases, assign a plus. If the variable at the head decreases, assign a minus. For each loop, count the number of negative signs: An even number of negative links is a reinforcing (R) loop. An odd number of negative links is a balancing (B) loop. Most important: For each loop, tell a story, and check that the story matches the loop polarity.

Example 19

20 S-shaped growth Sterman Business Dynamics 2000

Oscillation Sterman Business Dynamics 2000

22 Overshoot and collapse Sterman Business Dynamics 2000

Disadvantages Untraditional approach to policy analysis (not linear) Models can become complex fairly quickly Scoping of problem and determining model boundaries challenging Difficult to link up natural, social, behavior parameters with data or information

SD for public participation in environmental decisions Causal loop diagram of traffic congestion Stave 2002

Policy lever interface Stave 2002

Collaborative Modeling any method that brings together a multidisciplinary group and employs a model to better understand key relationships in the system being studied models can range from simple diagrams of causal behavior to complicated computer-based simulations

27 MAPPING TOOLS WITH FEWER RULES

Mind-mapping Guidance adapted from Davies 2011 Focus on topic Think of key elements and connect to central idea. Do not judge or filter, or focus on accuracy at this stage Use images, colors, upper or lower case, etc. to develop your Mind Map Once most ideas on table circle most important, move things if group desires, etc. Tell the story of your mind map in words

Another example

31 For today Start with the things your group cares most about for the type of variable (health or eco risk/benefit, policy, economics, social/cultural) and the case study (human health, conservation, agriculture) Put that variable down as a starting point Think of any type of variable (influences) and the connections to your key variable (what you care about)

32 Mapping If your group wants, try causal mapping Tell stories with your loops Identify competing loops Identify places where more information or data would be needed Identify potential places for social mitigation of undesirable effects Even identifying a couple of loops is great progress in two hours! If not, mental modeling is great too!

33 Example for gene drives Pests and agriculture, sociocultural use of gene drives social trust level for gene drives - pest pressure on crop - farmer favorable perceptions on gene drives farmer desire to use gene drives