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System Dynamics


       Preston Gales
Systems Thinking

 Systems Thinking is a way to look at
 complex systems.
   It is an approach to observing and analyzing
   complex organizations in a comprehensive
   manner: seeking to understand the structure,
   the interconnections between all of the
   components, and how changes in any one area
   will affect the whole system and its related parts
   over time.
Systems Thinking (cont.)


 What is a “system”?
   a system is "a collection of interacting elements
   that function together for some purpose" (Roberts
   et al. 1983, 5).
Key Systems Thinking Concepts
 Mental Models
   Our beliefs, assumptions, and ideas about how things work.
   Mental models are often hidden, even from ourselves.
 Dynamic System
   Systems, which change over time, are dynamic. Growth, decay,
   and oscillations are the fundamental patterns of systems.
 Change Over Time
   There are patterns in the world that we can understand, with a
   little effort. These patterns are usually generated by
   interconnectedness.
 Feedback
   The real world often operates in circular causality, not just cause
   and effect.
 Leverage
   How can I generate viable options and solve real problems in a
   complex and interconnected world?
Examples of systems thinking in
action
 In history class, students study the inter-dependent relationships
 between oppression, power, and rebellion in order to better
 understand the causes of various revolutions.

 In literature class, students use a computer simulation of the novel,
 “The Giver”, to discover the possible results of changes in the society
 represented in the story.”

 In the community, city planners use causal loop diagrams to study
 long-term, unintended consequences of a new policy. They consider
 potential effects throughout the system – not just in the immediate
 proximity.

 In science class, students graph the growth patterns over time of
 various populations in a pond and look for possible clues to
 understanding the extreme level of toxicity in the water
What is the relationship between Systems
Thinking and System Dynamics?
 Dynamic systems are those that change over time.
   Organizations
      Companies
      Schools
      Government entities


 Systems thinking and dynamics look at exactly the same
 kind of systems from the same perspective.

 Systems thinking constructs the same causal loop
 diagrams, but it rarely takes the additional steps of
 constructing and testing a computer simulation model,
 and testing alternative policies in the model.
System Dynamics
 System dynamics is a methodology for studying and
 managing complex feedback systems, such as one finds
 in business and other social systems.

 While the word system has been applied to all sorts of
 situations, feedback is the differentiating descriptor here.
    Feedback refers to the situation of X affecting Y and Y in turn
    affecting X perhaps through a chain of causes and effects.
    One cannot study the link between X and Y and, independently,
    the link between Y and X and predict how the system will
    behave. Only the study of the whole system as a feedback
    system will lead to correct results.
System Dynamics (cont.)
The methodology
   identify a problem
  develop a dynamic hypothesis to explain the cause of the problem
  build a computer simulation model of the system at the root of the
  problem
  test the model to be certain that it reproduces the behavior seen in
  the real world
  devise and test alternative policies in the model that alleviate the
  problem
  implement the solution

Rarely is one able to proceed through these steps without reviewing
and refining an earlier step. For instance, the first problem identified
may be only a symptom of a still greater problem.
System Dynamics (cont.)
 The field developed initially from the work of Jay W.
 Forrester. His book Industrial Dynamics (Forrester 1961)
 is still a significant statement of philosophy and
 methodology in the field. Since its publication, the span
 of applications has grown extensively and now
 encompasses work in:
   corporate planning and policy design
   public management and policy
   biological and medical modeling
   energy and the environment
   theory development in the natural and social sciences
   dynamic decision making
   complex nonlinear dynamics
   education
System Dynamics (cont.)
 Understanding Stocks and Flows
    The stock of goods is increased by restocking and depleted by
    customer purchases over time.

    The accumulation of water in a bathtub increases as water flows in
    through the faucet and decreases as water flows out through the drain.

    Money in a bank account increases with deposits and decreases with
    withdrawals.

    Populations of people and other species change over time through
    births and deaths.

    The number of passengers on a bus or train varies as people get on
    and off.

    Your weight depends on the calories you consume and burn off.
System Dynamics (cont.)
System Dynamics (cont.)
STELLA®
  STELLA offers a practical way to dynamically visualize
  and communicate how complex systems and ideas really
  work.
  Modelers, teachers, students, and researchers use
  STELLA to explore and answer endless questions like:
     How does climate change influence an ecosystem over time?
     Would Hamlet’s fate have changed if he’d killed Claudius
     earlier?
     How do oil prices respond to shocks in supply and/or demand?
     What will happen when the ozone layer is gone?
     How do basic macroeconomic principles affect income and
     consumption?
Creating Models and Conducting
Experiments
 Borneo Model
 Immigration Model
   Conduct experiments
 A.T. Kearney Distribution Modeler
   Conduct experiments
System Dynamics in Distance Education
In 1983 Moore proposed a theory of distance education
that defined distance in terms of the "responsiveness" of an
educational program to the learner, rather than in terms of
the physical separation of the instructor and the learner.

System dynamics was selected for conceptualizing the
relationships among the key variables and for simulating
the temporal dynamics (time-based variance) of such
interrelationships. Analysis of the discourse between the
instructor and the learners provided the means of
measuring the variables under study and the raw data for
simulating the interrelationships of the variables. (Saba 1994)
System Dynamics in Distance Education
(cont.)

  In 1980, Moore introduced the concept of transactional distance and
  defined it as a function of two variables, dialogue and structure
  (Moore, 1980).

          Dialogue is "the extent to which, in any educational program, the learner
          and educator are able to respond to each other";

          Structure is "a measure of an educational programme's responsiveness
          to learners' individual needs" (Moore 1983, 171).

  Transactional distance was defined as a function of the variance in
  dialogue and structure as they related to each other; from this
  perspective, "distance" in education is not determined by geographic
  proximity, but rather by the level and rate of dialogue and structure
  (Moore 1983; Saba 1988).
System Dynamics in Distance Education
(cont.)


   In 1988, Saba proposed a system dynamics model to represent the
   relationship among these variables. This model assumed a systemic
   and dynamic relationship between dialogue and structure, and
   suggested how a learner and a teacher, by varying the rate of
   dialogue and structure, could control the level of transactional
   distance in a purposeful instructional setting.




                   Causal Loop Diagram of Transactional Distance
System Dynamics in Distance Education
(cont.)

Transaction Distance is only one area where Systems Thinking and Systems
Dynamics can be used.

Coldeway (1988) suggested the use of system modeling in distance education
contexts to study several interrelated variables such as:
          instructional content
          technological delivery system
          policies related to course completion
          the timing of course events

Also, based on Hawkridge and Robinson's (1982) analysis of international
distance education organizations, Saba and Twitchell (1988/89) developed a
system dynamics model that simulated the relationship of:
          available resources
          student population and attrition
          management
          instructional development
          production of instructional materials
          dissemination
System Dynamics in Distance Education
(cont.)

   Distance education is a complex concept; its study
   requires,
          methodology that can accommodate data collected on several
          variables
          the analysis of their interrelationship over time

   Distance education is affected by the political, social,
   financial, and technological factors in its environment.

   System dynamics also provides for the study of
   interrelated variables over a period of time. The variables
   of transactional distance, dialogue and structure, are not
   static: they change over time depending on the
   interaction between an instructor and a learner.
The variables, or system components, are
defined as follows:

  dialogue is "the extent to which, in any educational program, learner
  and educator are able to respond to each other" (Moore 1983, 171). In
  other words, it is the extent of verbal interaction between the educator
  and the learner.

  Structure is "a measure of an educational programme's responsiveness
  to learners' individual needs" (Moore 1983, 171) or the extent to which
  pace, sequence, feedback, and content are organized.

  Transactional distance is a function of the variance in dialogue and
  structure as they relate to each other; therefore, "distance" in education
  is not determined by geographic proximity, but by the level and rate of
  dialogue and structure (Moore 1983; Saba 1988).

  learner control is a dynamic variable changed by the dialogue
  (discourse) between learner and instructor and continuously influencing
  (altering) the overall dialogue of a telelesson in terms of objectives,
  feedback, pace, sequence, content, etc. (Garrison and Baynton 1989;
  Shearer 1991).
active indicates speech acts by the learner that show involvement in the
instructional transaction: providing information, requesting clarification
and elaboration, asking questions, providing feedback, and responding
to the instructor's directives.

passive indicates speech acts in which the learner responds by a simple
yes or no, or the absence of speech acts for long periods.

Instructor control is a dynamic variable changed by the interaction
between the instructor and learner and continuously influencing
(altering) the structure of a lesson in terms of objectives, feedback,
pace, sequence, content, etc.

direct indicates the instructor's expository speech acts that provide
guidance, information, and feedback; lead the learner by asking
questions; and respond to the learner by informative comments.

indirect indicates the instructor's inquisitive speech acts that request
clarification and elaboration from the learner, ask questions for the
purpose of clarification, respond to the learner's inquiries, and provide
supportive and corrective feedback.
Research
 Descriptive
   Empirical observation of systems in order to
   describe their status
     Observing and reporting
       • student/teacher behavior
       • Student/teacher interaction
 Prescriptive
   Testing results of empirical observation to
   derive principles for decision making, and
   problem solving
Research (cont.)
     Descriptive

                      Prescriptive

                   Instructor Script
Questions

 None? Ok good night!

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Systems 550 ppt_art

  • 1. System Dynamics Preston Gales
  • 2. Systems Thinking Systems Thinking is a way to look at complex systems. It is an approach to observing and analyzing complex organizations in a comprehensive manner: seeking to understand the structure, the interconnections between all of the components, and how changes in any one area will affect the whole system and its related parts over time.
  • 3. Systems Thinking (cont.) What is a “system”? a system is "a collection of interacting elements that function together for some purpose" (Roberts et al. 1983, 5).
  • 4. Key Systems Thinking Concepts Mental Models Our beliefs, assumptions, and ideas about how things work. Mental models are often hidden, even from ourselves. Dynamic System Systems, which change over time, are dynamic. Growth, decay, and oscillations are the fundamental patterns of systems. Change Over Time There are patterns in the world that we can understand, with a little effort. These patterns are usually generated by interconnectedness. Feedback The real world often operates in circular causality, not just cause and effect. Leverage How can I generate viable options and solve real problems in a complex and interconnected world?
  • 5. Examples of systems thinking in action In history class, students study the inter-dependent relationships between oppression, power, and rebellion in order to better understand the causes of various revolutions. In literature class, students use a computer simulation of the novel, “The Giver”, to discover the possible results of changes in the society represented in the story.” In the community, city planners use causal loop diagrams to study long-term, unintended consequences of a new policy. They consider potential effects throughout the system – not just in the immediate proximity. In science class, students graph the growth patterns over time of various populations in a pond and look for possible clues to understanding the extreme level of toxicity in the water
  • 6. What is the relationship between Systems Thinking and System Dynamics? Dynamic systems are those that change over time. Organizations Companies Schools Government entities Systems thinking and dynamics look at exactly the same kind of systems from the same perspective. Systems thinking constructs the same causal loop diagrams, but it rarely takes the additional steps of constructing and testing a computer simulation model, and testing alternative policies in the model.
  • 7. System Dynamics System dynamics is a methodology for studying and managing complex feedback systems, such as one finds in business and other social systems. While the word system has been applied to all sorts of situations, feedback is the differentiating descriptor here. Feedback refers to the situation of X affecting Y and Y in turn affecting X perhaps through a chain of causes and effects. One cannot study the link between X and Y and, independently, the link between Y and X and predict how the system will behave. Only the study of the whole system as a feedback system will lead to correct results.
  • 8. System Dynamics (cont.) The methodology identify a problem develop a dynamic hypothesis to explain the cause of the problem build a computer simulation model of the system at the root of the problem test the model to be certain that it reproduces the behavior seen in the real world devise and test alternative policies in the model that alleviate the problem implement the solution Rarely is one able to proceed through these steps without reviewing and refining an earlier step. For instance, the first problem identified may be only a symptom of a still greater problem.
  • 9. System Dynamics (cont.) The field developed initially from the work of Jay W. Forrester. His book Industrial Dynamics (Forrester 1961) is still a significant statement of philosophy and methodology in the field. Since its publication, the span of applications has grown extensively and now encompasses work in: corporate planning and policy design public management and policy biological and medical modeling energy and the environment theory development in the natural and social sciences dynamic decision making complex nonlinear dynamics education
  • 10. System Dynamics (cont.) Understanding Stocks and Flows The stock of goods is increased by restocking and depleted by customer purchases over time. The accumulation of water in a bathtub increases as water flows in through the faucet and decreases as water flows out through the drain. Money in a bank account increases with deposits and decreases with withdrawals. Populations of people and other species change over time through births and deaths. The number of passengers on a bus or train varies as people get on and off. Your weight depends on the calories you consume and burn off.
  • 12. System Dynamics (cont.) STELLA® STELLA offers a practical way to dynamically visualize and communicate how complex systems and ideas really work. Modelers, teachers, students, and researchers use STELLA to explore and answer endless questions like: How does climate change influence an ecosystem over time? Would Hamlet’s fate have changed if he’d killed Claudius earlier? How do oil prices respond to shocks in supply and/or demand? What will happen when the ozone layer is gone? How do basic macroeconomic principles affect income and consumption?
  • 13. Creating Models and Conducting Experiments Borneo Model Immigration Model Conduct experiments A.T. Kearney Distribution Modeler Conduct experiments
  • 14. System Dynamics in Distance Education In 1983 Moore proposed a theory of distance education that defined distance in terms of the "responsiveness" of an educational program to the learner, rather than in terms of the physical separation of the instructor and the learner. System dynamics was selected for conceptualizing the relationships among the key variables and for simulating the temporal dynamics (time-based variance) of such interrelationships. Analysis of the discourse between the instructor and the learners provided the means of measuring the variables under study and the raw data for simulating the interrelationships of the variables. (Saba 1994)
  • 15. System Dynamics in Distance Education (cont.) In 1980, Moore introduced the concept of transactional distance and defined it as a function of two variables, dialogue and structure (Moore, 1980). Dialogue is "the extent to which, in any educational program, the learner and educator are able to respond to each other"; Structure is "a measure of an educational programme's responsiveness to learners' individual needs" (Moore 1983, 171). Transactional distance was defined as a function of the variance in dialogue and structure as they related to each other; from this perspective, "distance" in education is not determined by geographic proximity, but rather by the level and rate of dialogue and structure (Moore 1983; Saba 1988).
  • 16. System Dynamics in Distance Education (cont.) In 1988, Saba proposed a system dynamics model to represent the relationship among these variables. This model assumed a systemic and dynamic relationship between dialogue and structure, and suggested how a learner and a teacher, by varying the rate of dialogue and structure, could control the level of transactional distance in a purposeful instructional setting. Causal Loop Diagram of Transactional Distance
  • 17. System Dynamics in Distance Education (cont.) Transaction Distance is only one area where Systems Thinking and Systems Dynamics can be used. Coldeway (1988) suggested the use of system modeling in distance education contexts to study several interrelated variables such as: instructional content technological delivery system policies related to course completion the timing of course events Also, based on Hawkridge and Robinson's (1982) analysis of international distance education organizations, Saba and Twitchell (1988/89) developed a system dynamics model that simulated the relationship of: available resources student population and attrition management instructional development production of instructional materials dissemination
  • 18. System Dynamics in Distance Education (cont.) Distance education is a complex concept; its study requires, methodology that can accommodate data collected on several variables the analysis of their interrelationship over time Distance education is affected by the political, social, financial, and technological factors in its environment. System dynamics also provides for the study of interrelated variables over a period of time. The variables of transactional distance, dialogue and structure, are not static: they change over time depending on the interaction between an instructor and a learner.
  • 19.
  • 20. The variables, or system components, are defined as follows: dialogue is "the extent to which, in any educational program, learner and educator are able to respond to each other" (Moore 1983, 171). In other words, it is the extent of verbal interaction between the educator and the learner. Structure is "a measure of an educational programme's responsiveness to learners' individual needs" (Moore 1983, 171) or the extent to which pace, sequence, feedback, and content are organized. Transactional distance is a function of the variance in dialogue and structure as they relate to each other; therefore, "distance" in education is not determined by geographic proximity, but by the level and rate of dialogue and structure (Moore 1983; Saba 1988). learner control is a dynamic variable changed by the dialogue (discourse) between learner and instructor and continuously influencing (altering) the overall dialogue of a telelesson in terms of objectives, feedback, pace, sequence, content, etc. (Garrison and Baynton 1989; Shearer 1991).
  • 21. active indicates speech acts by the learner that show involvement in the instructional transaction: providing information, requesting clarification and elaboration, asking questions, providing feedback, and responding to the instructor's directives. passive indicates speech acts in which the learner responds by a simple yes or no, or the absence of speech acts for long periods. Instructor control is a dynamic variable changed by the interaction between the instructor and learner and continuously influencing (altering) the structure of a lesson in terms of objectives, feedback, pace, sequence, content, etc. direct indicates the instructor's expository speech acts that provide guidance, information, and feedback; lead the learner by asking questions; and respond to the learner by informative comments. indirect indicates the instructor's inquisitive speech acts that request clarification and elaboration from the learner, ask questions for the purpose of clarification, respond to the learner's inquiries, and provide supportive and corrective feedback.
  • 22. Research Descriptive Empirical observation of systems in order to describe their status Observing and reporting • student/teacher behavior • Student/teacher interaction Prescriptive Testing results of empirical observation to derive principles for decision making, and problem solving
  • 23. Research (cont.) Descriptive Prescriptive Instructor Script
  • 24. Questions None? Ok good night!