Basic information about the tools of systems thinking
Ladder of Inference
|
The ladder of inference is visual tool that can be used to examine mental models, reflect on how they are formed and the effects they have on decision-making. |
Click on a lesson title to view the lesson
Lessons Involving the Ladder of Inference
|
Lesson Title
|
Subject
|
Grade
|
Ladder of Inference |
Multiple
|
5-12
|
Fact vs Fiction |
Science
|
K-3
|
Search-and-Destroy Policy in Vietnam |
Social Studies
|
6-12
|
Sample Ladders
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Adapted from The Fifth Discipline Fieldbook. Last modified 3'00
http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=173
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Iceberg Diagram
|
Much of the time our focus and reaction is on individual events and not patterns, trends and interdependencies. The Iceberg diagram is a visual tool that helps focus our thinking below the surface level of events and to the patterns, trends, structures and mental models that produced those events. Once a deeper understanding is acquired beneficial change in the system is more likely. |
Click on a lesson title to view the lesson
Lessons Involving the Iceberg Diagram
|
Lesson Title
|
Subject
|
Grade
|
Going Below the Surface of a System |
Multiple
|
3-12
|
Schoolwork, Homework, and Grades |
Multiple
|
6-12
|
Connections for Comprehension |
LA/SS
|
4-12
|
The Bean Game |
SS/Science
|
6-12
|
Patriots Unite |
Social Studies
|
5-6
|
The Civil War |
Social Studies
|
5-6
|
Search-and-Destroy Policy in Vietnam |
Social Studies
|
6-12
|
Iceberg Samples
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http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=174
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Behavior-Over-Time Graphs
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A BOTG is a simple tool that can help people focus on patterns of change over time rather than on isolated events, leading to rich discussions on how and why something is changing. BOTGs focus on trends. (©Catalina Foothills School District, 1997,2003) |
Click on a lesson title to view the lesson
Lessons Involving Behavior-Over-Time Graphs
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Tips for Behavior-Over-Time Graphs (BOTGs)
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Behavior-Over-Time Graphs (BOTGs): A BOTG is a simple tool that can help people focus on patterns of change over time rather than on isolated events, leading to rich discussions on how and why something is changing.
1. A BOTG is a basic line graph showing the trend, or pattern of change, of a variable over time.
2. The X axis:
2. · is always labeled in units of time or can reflect change in time.
· has defined beginning and ending points; the precision of the definition can meet your specific purpose.
Care should be taken to explain the logic for the time scale. Why does it start and end where it does? Examination of when and where a particular pattern of behavior starts, ends, or changes direction is also important.
3. The Y axis:
· clearly identifies the variable being graphed and must be labeled with that variable's name.
· should not include qualitative words such as more, less, increasing, bigger, etc., in the variable's name; for example, it's difficult to understand more fear decreasing over time.
· may represent concrete variables (quantities such as population or temperature) or abstract variables (like love or stress).
· must have a defined scale. Scales can be numeric (e.g., 2 to 1000 rabbits or on a scale of 0 to 100) or descriptive (e.g., low vs. high).
4. Different interpretations of the behavior of the variable are definitely possible. Both similarities and differences among graphs are grounds for rich discussion about individual interpretations or mental models.
5. More than one variable can be plotted on the same graph to compare
them for possible interdependence or causal relationships between
variables. Differentiate between the lines with careful labeling or the
inclusion of a key. This step can contribute to thought provoking
discussions.
them for possible interdependence or causal relationships between
variables. Differentiate between the lines with careful labeling or the
inclusion of a key. This step can contribute to thought provoking
discussions.
©Catalina Foothills School District, 1997, 2003
http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=175
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Connection Circles
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Connection circles are visual tools designed to increase understanding of dynamic systems. Key components of a system, that change over time are identified and placed around a circle. Arrows are drawn from one element to another to trace cause and effect relationships and expose feedback loops. |
Lessons Involving Connection Circles
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The lessons listed below can be found at the following link:The Shape of Change
Lesson Title
|
Subject
|
Grade
|
Do You Want Fries With That? |
Cross-Curricular
|
5-8
|
Keystone Species in an Ecosystem |
Cross-Curricular
|
5-8
|
The lessons below are available on this website.
Lesson Title
|
Subject
|
Grade
|
Perseverance Unit |
Multiple
|
K-3
|
Arizona Statehood |
Social Studies
|
4
|
Information and Sample Connection Circles
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How to work with connection circles:
Adapted from The Shape of Change. Quaden, Rob & Ticotsky, Alan. 2005
|
Below is a step by step sample of a connection circle from The Shape Change book based on the article Eyes on the Fries: America Needs a More Nutritious French Fry. Current Science, March 1, 2002 by Rene Ebersole.
Choose elements from the system and write them around the circle.
|
Find elements that cause another element to increase or decrease.
Draw an arrow from the cause to the effect. |
http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=163
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Causal Loop Diagram (CLD)
|
Causal loop diagrams help one understand and communicate the interactions that determine the dynamics of a system. System behaviors are generated from within the system and are the result of one or more causal (or feedback) loops. CLDs illustrate how "structure generates behavior" within a system. (©Catalina Foothills School District, 1997,2003) |
Click on a lesson title to view the lesson
Lessons Involving Causal Loop Diagrams
|
Lesson Title
|
Subject
|
Grade
|
Understanding Fixes that Backfire |
Multiple
|
5-8
|
Understanding Escalation |
Multiple
|
5-8
|
Reaching Goals |
Multiple
|
4-12
|
Connections for Comprehension |
LA/SS
|
4-12
|
Patriots Unite |
Social Studies
|
5-6
|
The Civil War |
Social Studies
|
5-6
|
Be Nice to Spiders |
Children's Story
|
K-8
|
One Grain of Rice: A Mathematical Folktale |
Children's Story
|
3-8
|
War with Grandpa |
Children's Story
|
3-8
|
Who Really Killed Cock Robin |
Children's Story
|
3-8
|
The Gingerbread Boy |
Children's Story
|
K-8
|
Billibonk and the Thorn Patch |
Children's Story
|
2-8
|
The Growing Plant |
Science
|
3-5
|
Schoolwork, Homework, and Grades |
Multiple
|
6-12
|
Tips for Causal Loop Diagrams
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Causal Loop Diagrams (CLDs) help one understand and communicate the interactions that determine the dynamics of a system. System behaviors are generated from within the system and are the result of one or more causal (or feedback) loops.
1. CLDs show causal relationships and illustrate circular feedback within a system. A cause becomes an effect, becomes a cause. You should be able to read around the loop several times. "What goes around comes around."
2. You may choose to identify important CLDs by looking for causal relationships among behavior-over-time graphs (BOTGs) that describe the system or by extracting those found within Stock/Flow maps and computer simulations.
Since CLDs are about the causes of change, it is helpful to identify how key elements actually did change by drawing accompanying BOTGs .(See Fig. 1: As drug use goes up, dependency goes up; as dependency goes up, drug use goes up.)
3. Find a specific focus for the loop(s) you draw, taking into account the purpose and audience for the loop(s). A CLD can help you tell a story or express your interpretation or mental model of how a system works. A single, understandable CLD can describe a simple system or a part of a more complex one.
Pick one aspect of the system. Focus on a behavior that is changing over time. What are the causes? What are the effects? This/these become the other aspects of the loop(s).
4. CLDs contain 4 elements (See Fig. 1):
a. Variables that are related in cause/effect sequence(s) (See #5 below.)
b. Arrows that indicate which elements are affecting other elements.
c. Symbols associated with the arrows that denote the direction of the influence of the relationships (See #6 below.)
d. A central symbol indicating the overall identity of the loop (either "R" reinforcing or "B" balancing) (See #7 below.)
5. All variables in a CLD must be able to increase or decrease; at least one must be a stock, i.e. an accumulation. (See "Tips for Stock/Flow Maps.")
a. Choose precise, non-repetitive terms for the variables in CLDs, e.g. "Feelings" is too nebulous a term to include in a loop...what does an increase in feelings really mean? Try a more specific feeling such as "happiness," "sadness," or "frustration" instead.
b. Do not use words such as more/less, or increases/decreases in
the variable name. It is very hard to interpret less "more drug
use" or more "less drug use."
the variable name. It is very hard to interpret less "more drug
use" or more "less drug use."
6. Symbols associated with the arrowhead end of each arrow indicate the effect of the influence.
a. An "S" means that both variables move in the same direction. If
the first variable increases, the second variable will be greater
than it would have been otherwise; a decrease in the first
causes the second to be less than it would have otherwise
been. A "+" may be used in a similar although not identical
fashion. (For clarification of the difference between "S" and "+,"
refer to writings by John Sterman and/or George Richardson.)
a. An "S" means that both variables move in the same direction. If
the first variable increases, the second variable will be greater
than it would have been otherwise; a decrease in the first
causes the second to be less than it would have otherwise
been. A "+" may be used in a similar although not identical
fashion. (For clarification of the difference between "S" and "+,"
refer to writings by John Sterman and/or George Richardson.)
b. An "O" shows that the two variables change in the opposite direction. If the first variable increases, the second will be less than it would have been otherwise; a decrease in the first variable causes the second to be greater than it would have been otherwise. A "-" may be used in a similar, although not identical, fashion. (For clarification of the difference between "O" and "-," refer to writings by John Sterman and/or George Richardson.)
7 A CLD may be "reinforcing" and grow, or shrink, until acted upon by a limiting force, or "balancing" and move toward, return to, or oscillate around a particular condition. Reinforcing loops are marked with an "R" in the center; balancing loops are indicated with a "B" in the center . Graphs of behaviors from:
Reinforcing Loops Balancing Loops
8. If there is a significant amount of time between the action of one
variable and the reaction of the next variable in the loop, a time delay
can be indicated by drawing two short, parallel line segments across
the arrow that connects those two variables.
©Catalina Foothills School District, 1997, 2003
http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=165
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Archetypes
|
Systems archetypes are common causal loop combinations (combinations of balancing and reinforcing loops) that are often found within a system structure. (Systems Thinking and Dynamic Modeling, David P. Kreutzer, 1994) |
Click on a lesson title to view the lesson
Lessons Involving Archetypes
|
Lesson Title
|
Subject
|
Grade
|
Understanding Escalation |
Multiple
|
3-12
|
Understanding Fixes that Backfire |
Multiple
|
3-8
|
Cause and Effect |
Social Studies
|
3
|
The Bean Game |
SS/Science
|
6-12
|
Search-and-Destroy Policy in Vietnam |
Social Studies
|
6-12
|
Archetype Lenses
The archetypes can be used as templates to view situations from new perspectives. Below are different archetypes and questions to consider when determining if the archetype fits the system's behavior. |
Archetype - Fixes that Fail/Backfire
|
· Have actions been taken to respond quickly to a problem/crisis without much
consideration of long-term consequences? · Did the response help to reduce the problem in the beginning but long term consequences actually created more problems? |
One Fixes that Fail/Backfire Story
|
· Problem Symptom - Achievement gap
· Fix - Administration unilaterally add a new program to the curriculum · Unintended Consequences - Teacher resentment, have too much to do already without learning a new program on top of everything else that probably will be replaced shortly by another new program. |
The fix relieves the problem symptom in the short run. However, it creates an unintended consequence that makes the problem symptom worse. This requires the fix to be applied again creating the unintended consequences once more, which in turn increases the severity of the problem symptom. |
Archetype - Drifting Goals
|
· Are there goals or standards that are eroding over time?
· Are people focused on achieving the goal or on reducing the discomfort of not achieving the goals? |
One Drifting Goal Story
|
· Goal - Mrs. Dumas wants all of her social studies students to complete their reading assignment outside of class so they can participate in class discussions about the controversial issues raised. · Condition - Many students arrive to class without having done their reading, making class discussion difficult and ineffective. · Gap - The difference between the goal and the condition. · Actions to Improve Conditions - Mrs. Dumas would need to find new ways to motivate and facilitate her students in doing their reading assignment outside of class. · Pressures to Adjust Goals - Mrs. Dumas chooses to use class time for reading, thereby reducing or eliminating the time for valuable discussion. This engenders an expectation that students do not need to read outside of class. |
Drifting goals occur when a goal is watered down or changed due to the conditions or a lack of understanding of the big picture, instead of taking the necessary actions to improve conditions and/or change the structure to create an environment in which the goal may be attained. |
Archetype - Escalation
|
· Are there two or more players of equal power whose individual actions can be
perceived as a threat by the others?
· Does each player have the capacity to retaliate with similar actions? |
· Activity by A - During the Cold War the US developed new weapon systems
to address a perceived threat from the USSR · A's Result - The US felt safer · Results of A's Relative to B's - The US had more sophisticated weapons than the USSR · Threat to B - The USSR sees the new development in the US arsenal as a threat to their security · Activity by B - The USSR increased its weapons capabilities · B's Result - The USSR felt safer · A's Position Relative to B's - The USSR had more sophisticated weapons than the US · Threat to A - The US sees the new development in the USSR arsenal as a threat to their security · Activity by A - As a result the US increased its weapons capabilities and around and around they went. |
The actions of both parties continue to escalate until other strategies are employed to stop the behavior and/or resources are exhausted.
|
Archetype - Shifting the Burden
|
· Are actions that were taken to address problem symptoms actually making it more difficult to implement more fundamental solutions? · Are there additional consequences that systematically erode the capability to implement a fundamental solution? |
One Shifting the Burden Story
|
· Problem Symptom - Students are not prepared after high school · Symptomatic Solution - Accountability based on standardized testing in core subjects focused on content knowledge · Side Effect - Standardized tests tend to assess fact knowledge and not critical thinking or problem solving skills. Teaching time and effort focused on core subjects and test prep · Fundamental Solution - Developing a structure where students develop critical thinking and problem solving skills necessary to be successful in the future, as well as content knowledge |
Not understanding the big picture and focusing on a symptomatic solution produces side effects. Side effects siphon off resources that could be used to implement the fundamental solution. The fundamental solution will address the problem long term. However, there is a delay before a positive change starts to take place. This delay, if not accounted for can lead to abandoning the fundamental solution before positive change starts. |
Archetype - Success to the Successful
|
· Are there two or more equal options that are linked to a common resource and support and gain for one results in loss of support and gain for another? |
One Success to the Successful Story
|
· Success of A - After attending a training session on a new reading instruction program, Ms Jones students show dramatic gains in reading comprehension at the end of the semester. · Success of B - While he attended the same training as Ms Jones, Mr. Bakers students show more moderate gains. · Allocation to A instead of B - When a new training opportunity, in boosting student self-confidence, comes along, the principal decides to send Ms Jones because she has shown she can successfully implement new techniques. · Resources to A - Ms Jones gains a greater repertoire of effective teaching techniques. · Resources to B - Mr. Baker gets fewer opportunities to build his teaching skill. |
This system structure, in which there are limited resources, programs and/or people that are already successful receive a majority of the resources. Leaving alternative programs and/or people with inadequate resources to develop and become successful. |
Archetype - Limits to Success
|
· Are once-successful systems experiencing diminishing returns? · Are there limits in the system that are constraining the growth? |
One Limits to Success Story
|
Performance
· Student development of critical thinking skills and lifelong learning · Efforts · Teacher training in systems thinking · Mentors working with teachers to identify & plan how systems thinking tools, concepts and habits can enhance student development of critical thinking and problem solving skills · Informing curriculum specialists of the role systems thinking plays in the development of critical thinking and lifelong learning · Coordination of existing programs to identify and take advantage of efficiencies · Limiting Actions · As more teachers are trained more mentors are needed · More mentors mean an increase in budget · Teachers wary of the latest greatest new thing to add to an already overloaded work environment · Constraints · Time, · Budget |
No system can grow forever. By being aware of the limiting actions and constraints of a system, participants can make changes as success grows. Enabling maximum growth and efficiency. |
Archetype - Tragedy of the Commons
|
· Is there a large number of equal players who have free or equal
· Is the system set up to be self-regulated, with no governing policiesaccess to a common and limited resource? or goals and competition or greed could cause problems? |
One Tragedy of the Commons Story
|
· Resource Limit · The time it takes for trees to grow to a harvestable size · Gain per Individual Activity · Number of harvestable trees available for company A & B · Net Gains for A · Trees harvested and profits produced each year · A's Activity · The more harvesting the greater the profits · Net Gains for B · Trees harvested and profits produced each year · B's Activity · The more harvesting the greater the profits Total Activity · Total number of trees harvested by company A and company B each time period. |
As the total activity overtakes the resource limit fewer trees are available for harvest. The mature trees gained per individual activity will decline resulting in lost profits. The two competing companies may start to harvest immature trees to protect their profit margin. If this action is allowed the resource will be depleted beyond its ability to regenerate. |
Archetype diagrams and questions adapted from Applying Systems Archetypes,
Daniel H. Kim & Colleen P. Lannon
http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=176
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Stock/Flow Maps
|
Stock/Flow (S/F) maps can show interdependencies and feedback within a system by identifying major accumulations and the factors that increase and decrease them over time. (©Catalina Foothills School District, 1997, 2003) |
Click on a lesson title to view the lesson
Lessons Involving Stock/Flow Maps
|
Lesson Title
|
Subject
|
Grade
|
Writing an Animal Report |
Language Arts
|
2
|
Understanding Nonfiction Text |
LA/SS
|
5-12
|
Dynamics of Scrooge's Generosity |
Language Arts
|
6-12
|
The Niko Shoe Company |
Math
|
6-8
|
The Birthday Challenge |
Math
|
8-12
|
The Growing Plant 2 |
Science
|
K-2
|
Search-and-Destroy Policy in Vietnam |
Social Studies
|
6-12
|
S-Shaped Growth and Sustainability |
Science
|
6-12
|
Tips for Stock/Flow Maps
|
Stock/Flow (S/F) Maps: Stock/Flow (S/F) maps can show interdependencies and feedback within a system by identifying major accumulations and the factors that increase and decrease them over time.
1. Definitions: stock: an accumulation of "stuff", either concrete (e.g. dollars) or abstract (e.g. anger (to match e.g. in flow), that can increase or decrease over time. Stocks are the "nouns" in the system and should be named (and labeled) as such. Stocks can only be modified through flows.
flow: action or process that transports "stuff", directly adding to (inflow) or taking away from (outflow) the accumulation in the stock. A flow is always a rate and is defined in terms of units of the stock per unit of time ("stuff" in the stock per time). Flows are the "verbs" in the system and it's best that they be labeled to reflect that- e.g., "dollars added/ing (per month)" or "anger released/ing (per hour)." The "cloud" at the end of the flow symbol represents the boundary of the system.
converter: holds information about the system that affects the rate of the flows, or that affects the value of another converter. e.g. allowance affects the rate of dollars added per month
connector: moves information from one element of the system/map to another. You can think of a connector as a "wire" that carries information (in contrast to a flow that carries "stuff"). It originates at the point where it "picks up" that information and terminates (the arrowhead end) at the place the information is delivered. (Remember, stocks can only be affected through flows, therefore you should not attach a connector directly to a stock.)
2. A "bathtub" analogy may help to explain the concept of stocks and
flows.
flows.
· A stock is like the water in a bathtub, the level of which can change over time.
· An inflow represents water being added through a faucet; an outflow represents water flowing out through a drain.
· Converters and connectors determine how quickly the water flows in and/or out.
3. Stock/flow mapping (and computer modeling, for that matter) proceeds by identifying the critical stock(s), then determining what flows are important in changing the amount of the stock, and finally by defining what elements in the system influence the rate of the flow(s).
4. To identify which stock(s) to include in a map, first identify the critical behaviors of the system and create and discuss BOTGs that reflect those behaviors.
· When choosing a name for any element in a Stock/Flow Map, keep comparative words such as more or less out of the name, e.g., Level of Stress is preferable to More Stress. (See #5 in Tips for CLDs.)
· Labeling parts of the map clearly is critically important. The labels make the story clear to others.
5. Converters contain information that, ultimately, affects the flows that affect the stocks. Work outward from the flows in identifying those converters. What converter(s) will affect each flow? What converter(s) will affect those original converters?
6. Once you have drawn your stock(s), flows, converters, and
connectors, make sure you look for the feedback from the stock(s)
that makes a system dynamic. Ask questions such as: Does the
accumulation in the stock affect its inflow? outflow? converters? other
stocks inflow/outflow/converters?
connectors, make sure you look for the feedback from the stock(s)
that makes a system dynamic. Ask questions such as: Does the
accumulation in the stock affect its inflow? outflow? converters? other
stocks inflow/outflow/converters?
©Catalina Foothills School District, 1997, 2003
http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=177
==================================================================
Computer Simulation Models
|
Complex dynamic systems involve many interdependencies and feedback loops. Understanding such systems is a daunting task for the human mind. Computer models can simulate the interdependent relationships and system behavior over time. Builders and/or users of the model have an opportunity to observe and experiment by changing variables to increase understanding and explore the long-term effects of different policy choices. |
Click on a lesson title to view the lesson
Lessons Involving Pre-Built Computer Simulations
|
Lesson Title
|
Subject
|
Grade
|
Schoolwork, Homework, and Grades |
Multiple
|
6-12
|
Dynamics of Scooge's Generosity |
Language Arts
|
6-12
|
Search-and-Destroy Policy in Vietnam |
Social Studies
|
6-12
|
Rumors - Exponential Growth |
Multiple
|
6-12
|
Newton's 2nd Law |
Science
|
9-12
|
Bacteria - Exponential Growth |
Math/Science
|
6-12
|
S-Shaped Growth and Sustainability |
Science
|
6-12
|
Lessons Requiring Model Building
|
Lesson Title
|
Subject
|
Grade
|
The Birthday Challenge |
Math
|
8-12
|
The Niko Shoe Company |
Math
|
6-8
|
Extinction of Wooly Mammoths |
Math/Science
|
3-5
|
http://www.watersfoundation.org/index.cfm?fuseaction=content.display&id=178
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