How to Make an Influence Diagram-Step by Step(with Influence Chart)

Recommended for early stages of any problem formulation task

Luca Chuang
Luca Chuang’s BAPM notes
3 min readOct 14, 2019

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What is Influence Diagram?

Influence Diagram is a simple diagram to show outputs and how they are calculated from inputs, it is a useful tool for complex, unstructured problems.

Influence Chart Principles

  • Built from output to input
  • Identify input data and decisions as they arise
  • A variable should appear only once
  • Decompose outcome measure into independent variables that directly determine it
  • Repeat decomposition for each variable, in turn, until no variable left

Conventions on types of variables

  • Objectives — hexagon
  • Variables — circle
  • Fixed parameters — triangle
  • Random parameters — double circle (I am not familiar with this one yet, if someone can explain to me, please comment below thanks!)
  • Decisions — box

Hand-on practice

This is a case from my first assignment of Decision Modeling course, I will show you how to make an influence diagram step by step

Step1: Identify the outcome, the thing we want to know, and decompose into independent variables that directly determine it.

Profit = Revenue - Cost

Step2: Repeat decomposition for each variable, in turn, until no variable left

I started from the side of Revenue.

  • Revenue = Order Value($40) * Number of response(Variable)
  • Number of response = Response Rate(5%) * Number of catalogs(plans to mail 100,000 catalogs) (Stop here! No more variable left)

Then, decomposition the side of cost

  • Cost = Total order cost + Total catalog cost + Fixed cost($20,000)
  • Total order cost = Cost of goods +Total envelope cost
  • Total catalog cost = [Printing cost($0.10/ per catalog) + Mailing cost($0.15/ per catalog)]* Number of catalogs(plans to mail 100,000 catalogs)
  • Cost of goods = Order value * Number of response(already decompose above) * Cost percentage(80% of the order’s value)
  • Total envelope cost = Number of response(already decompose above) * Envelope cost($0.20 in postage)

There is no any variable left! We Just made our first nice and clear Influence Diagram!

Let’s make the spreadsheet for this case!

↑Click the link to learn about Spreadsheet Engineering.

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