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Published byJerome Hampton Modified over 9 years ago
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Introduction to Causal Analysis Farrokh Alemi Ph.D.
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What is a cause? Farrokh Alemi Ph.D.
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What is a cause? Farrokh Alemi Ph.D. for exercise
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What is a Cause?
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Fitting in clothes one size smaller
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What is a Cause? … because I want to be healthy.
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What is a Cause? My commitment and will power makes me exercise.
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What is a Cause?
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Root Cause Immediate cause Relapse Analyze & Understand Change
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Cause and Effects Are Events
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My spouse makes me exercise My spouse reminded me to exercise Causes are Temporary Events
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All Causes Describe a Mechanism Root cause … Direct cause Effect
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All Causes Describe a Mechanism Watching a late show Sleeping late Waking up late No exercise before work
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The Impact of a Cause Is Not Certain
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Watching a late show Sleeping late Waking up late Exercise before work
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Causes Increase Likelihood of Effects Vacation Exercise
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Causes Precede Effects Vacation Exercise
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Causes Precede Effects Anticipation of going on vacation Exercise
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Effect Cause Other causes Everything Is Not a Cause
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Exercise Bike to work Make a bike route Everything Is Not a Cause
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Exercise Bike to work Everything Is Not a Cause
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Counterfactual
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Got up early Phone call No exercise I got up early and almost did my morning exercise before I got interrupted by a call.
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Counterfactual I could have exercised if I had gotten up early.
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Counterfactual I would have exercised if I were on vacation.
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Counterfactual Instead of getting up early to exercise I took my time and made a good breakfast.
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Counterfactual
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Get a ballInvite friends Play soccer Get right clothes Causes Working In Concert
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Sell car and bike to work Give up space and park at far end of the lot Exercise Alternative Causes
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Take Home Lesson New Thinking
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Take Home Lesson A cause is an event that occurs sometimes
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Take Home Lesson Precedes the effect
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Take Home Lesson Co-occurs frequently with the effect
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Take Home Lesson Absent cause, absent effect
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Take Home Lesson Directly leads to the effect
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Take Home Lesson Describes a mechanism
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Take Home Lesson Can be modified
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Take Home Lesson Search for Causes An event that occurs sometimes Frequently precedes the effect Absent causes, absent effect Directly leads to the effect Describes a mechanism Can be modified
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