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Post Hoc & Ad Hoc :Post Hoc & Ad Hoc headlessprofessor
Post Hoc & Ad Hoc :Post Hoc & Ad Hoc Explanations as to why: causal speculation
Post Hoc & Ad Hoc :Post Hoc & Ad Hoc Explanations as to why: causal speculation
Both are flawed science
How to infer cause & effect :How to infer cause & effect Independent Dependent
X Y
cause effect
Relationship between variables :Relationship between variables X caused Y
Relationship between variables :Relationship between variables X caused Y
Y caused X
Relationship between variables :Relationship between variables X caused Y
Y caused X
Both are effects
Relationship between variables :Relationship between variables X caused Y
Y caused X
Both are effects
(spurious)
Post hoc fallacy :Post hoc fallacy Spurious correlation = collateral effects due to same underlying cause
Spurious Relationship :Spurious Relationship X Y
Z
Relationship between variables :Relationship between variables X caused Y
Y caused X
Both are effects
Null hypothesis
How do we prove that :How do we prove that X caused Y ?
How to infer cause & effect :How to infer cause & effect Reject the null to establish significance
How to infer cause & effect :How to infer cause & effect Reject the null to establish significance
p < .05
How to infer cause & effect :How to infer cause & effect Reject the null to establish significance
p < .05
inferential statistics
How to infer cause & effect :How to infer cause & effect Reject the null to establish significance
Identify the direction of the correlation
How to infer cause & effect :How to infer cause & effect Reject the null to establish significance
Identify the direction of the correlation
If X helps Y, the correlation should be positive
How to infer cause & effect :How to infer cause & effect Reject the null to establish significance
Identify the direction of the correlation
If X hurts Y, the correlation should be negative
How to infer cause & effect :How to infer cause & effect Reject the null to establish significance
Identify the direction of the correlation
Identify if one variable is the IV
Experiments are the best way to :Experiments are the best way to confirm a causal relationship
Fallacies of scientific induction :Fallacies of scientific induction Post hoc ergo propter hoc
Fallacies of scientific induction :Fallacies of scientific induction Post hoc ergo propter hoc
fallacy of causal reasoning
Fallacies of scientific induction :Fallacies of scientific induction Post hoc ergo propter hoc
fallacy of causal reasoning
assumes that an event which occurred before the effect must be its cause
Post Hoc jumps to this :Post Hoc jumps to this X caused Y
Post Hoc ignores Spurious :Post Hoc ignores Spurious X Y
Z
Example of Post Hoc :Example of Post Hoc Of all the different religions in the U.S., Hindus have the highest median income
Example of Post Hoc :Example of Post Hoc Of all the different religions in the U.S., Hindus have the highest median income
Causal inference: being a Hindu helps you get rich
Alternative Explanation :Alternative Explanation Many Hindu immigrants to the U.S. are investors, entrepreneurs or professionals
Alternative Explanation :Alternative Explanation They are not wealth because they are Hindus
Alternative Explanation :Alternative Explanation They are Hindus because they come from India
Alternative Explanation :Alternative Explanation They are Hindus because they come from India
They are wealthy because of selective migration from India
Spurious correlation :Spurious correlation X Y
Z
Alternative Explanation :Alternative Explanation Hindu Wealthy
X Y
Z
Educated Immigrant
Post hoc fallacy :Post hoc fallacy correlation: association between two variables
Post hoc fallacy :Post hoc fallacy correlation: association between two variables
permits prediction, but not always causal inferences
Post hoc fallacy :Post hoc fallacy correlation: association between two variables
permits prediction, but not always causal inferences
Experiments get around post hoc
Ad hoc hypothesis :Ad hoc hypothesis An explanation flexible enough for all occurrences
Ad hoc hypothesis :Ad hoc hypothesis An explanation flexible enough for all occurrences
Cannot be rejected by any empirical data
Karl Popper :Karl Popper “A hypothesis is only scientific if it could be rejected by empirical evidence”
Religious Claim :Religious Claim God is all powerful, all wise and always wants what is best for us.
Religious Claim :Religious Claim God is all powerful, all wise and always wants what is best for us.
If I am healthy and prosperous, thank God.
Religious Claim :Religious Claim God is all powerful, all wise and always wants what is best for us.
But, if I am suffering …
Religious Claim :Religious Claim God is all powerful, all wise and always wants what is best for us.
suffering…
Ad hoc explanation: we cannot understand God’s wisdom.
Purposes of Science :Purposes of Science Understand (causal analysis)
Predict (testable hypotheses)
Control (technology)
Psychoanalysis :Psychoanalysis Freud’s theory that unconscious sexual & aggressive drives determine human behavior
Psychoanalysis :Psychoanalysis If someone acts out
Freud’s theory explains that.
Psychoanalysis :Psychoanalysis If someone does not act out
Freud’s theory explains that.
Psychoanalysis :Psychoanalysis explains anything.
Psychoanalysis :Psychoanalysis explains anything.
predicts nothing.
Psychoanalysis :Psychoanalysis Popper: “psychoanalytic explanations are ad hoc”
Both post hoc and ad hoc :Both post hoc and ad hoc Frustrate causal analysis in science.
Both post hoc and ad hoc :Both post hoc and ad hoc Frustrate causal analysis in science.
Refuse to consider an alternative explanation
Solution :Solution Standards of scientific methodology
Solution :Solution Standards of scientific methodology
Peer review
Post Hoc & Ad Hoc :Post Hoc & Ad Hoc headlessprofessor