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Is the problem dealing with a predictive or arbitrary relationship?

Is the relationship arbitrary or causal? (2)

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Is the relationship arbitrary or causal? (2)

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Page 1: Is the relationship arbitrary or causal? (2)

Is the problem dealing with a predictive or arbitrary relationship?

Page 2: Is the relationship arbitrary or causal? (2)

By the end of this presentation you will be able to determine if your relationship question is –

Page 3: Is the relationship arbitrary or causal? (2)

By the end of this presentation you will be able to determine if your relationship question is –

Predictive

Page 4: Is the relationship arbitrary or causal? (2)

By the end of this presentation you will be able to determine if your relationship question is –

Predictive

or

Page 5: Is the relationship arbitrary or causal? (2)

By the end of this presentation you will be able to determine if your relationship question is –

Predictive

or

Arbitrary

Page 6: Is the relationship arbitrary or causal? (2)

What is a predictive relationship?

Page 7: Is the relationship arbitrary or causal? (2)

A predictive relationship is a relationship where one variable

Page 8: Is the relationship arbitrary or causal? (2)

A predictive relationship is a relationship where one variable (temperature)

Page 9: Is the relationship arbitrary or causal? (2)

A predictive relationship is a relationship where one variable (temperature)

Page 10: Is the relationship arbitrary or causal? (2)

A predictive relationship is a relationship where one variable (temperature) predicts another variable

Page 11: Is the relationship arbitrary or causal? (2)

A predictive relationship is a relationship where one variable (temperature) predicts another variable (ice melting).

Page 12: Is the relationship arbitrary or causal? (2)

A predictive relationship is a relationship where one variable (temperature) predicts another variable (ice melting).

Page 13: Is the relationship arbitrary or causal? (2)

For example,

Page 14: Is the relationship arbitrary or causal? (2)

For example,

Does stress predict anxiety?

Page 15: Is the relationship arbitrary or causal? (2)

For example,

Does stress predict anxiety?

Meaning you can tell the amount of anxiety someone has, if you know the amount of stress they are under.

Page 16: Is the relationship arbitrary or causal? (2)

Here are some more examples:

Page 17: Is the relationship arbitrary or causal? (2)

Administrators wish to know the degree to which the number professor publications in professional journals predicts the time it takes for them to achieve tenure.

Page 18: Is the relationship arbitrary or causal? (2)

Administrators wish to know the degree to which the number professor publications in professional journals predicts the time it takes for them to achieve tenure.So, if you know the number of professor

publications, you can predict the time it takes to be tenured.

Page 19: Is the relationship arbitrary or causal? (2)

Marine biologist wish to determine the degree to which the levels of nitrogen phosphate concentration predicts a decrease in the number of sea mollusks on the coast of California.

Page 20: Is the relationship arbitrary or causal? (2)

Marine biologist wish to determine the degree to which the levels of nitrogen phosphate concentration predicts a decrease in the number of sea mollusks on the coast of California.So, if you know the levels of nitrogen

phosphate concentration, you can predict the number of Mollusks.

Page 21: Is the relationship arbitrary or causal? (2)

Social scientists wish to determine the extent to which the need for extrinsic motivation predicts the number of selfies taken in a given day.

Page 22: Is the relationship arbitrary or causal? (2)

Social scientists wish to determine the extent to which the need for extrinsic motivation predicts the number of selfies taken in a given day.

So, if you know need for extrinsic motivation, you can predict the number of selfies taken in a given day.

Page 23: Is the relationship arbitrary or causal? (2)

In such cases, you will classify the relationship as:

Predictive

Arbitrary

Page 24: Is the relationship arbitrary or causal? (2)

In other instances the relationship between two variables is not predictive but arbitrary.

Page 25: Is the relationship arbitrary or causal? (2)

In other instances the relationship between two variables is not predictive but arbitrary.

Arbitrary

Predictive

Page 26: Is the relationship arbitrary or causal? (2)

Meaning we do not know what causes what, we just know that:

Page 27: Is the relationship arbitrary or causal? (2)

Meaning we do not know what causes what, we just know that:

- when one increases the other increases,

Page 28: Is the relationship arbitrary or causal? (2)

Meaning we do not know what causes what, we just know that:

- when one increases the other increases,

- or when one decreases the other decreases,

Page 29: Is the relationship arbitrary or causal? (2)

Meaning we do not know what causes what, we just know that:

- when one increases the other increases,

- or when one decreases the other decreases,

- or when one increases the other decreases.

Page 30: Is the relationship arbitrary or causal? (2)

We just don’t know which influences which.

Page 31: Is the relationship arbitrary or causal? (2)

We just don’t know which influences which.

Generally they most likely influence each other:

Page 32: Is the relationship arbitrary or causal? (2)

We just don’t know which influences which.

Generally they most likely influence each other:

Probably influences and is influenced byPeace Honorable

Living

Page 33: Is the relationship arbitrary or causal? (2)

We just don’t know which influences which.

Generally they most likely influence each other:

Anxiety DepressionProbably influences and is influenced by

Page 34: Is the relationship arbitrary or causal? (2)

When we are not sure which is which, then this becomes an arbitrary relationship as opposed to a predictive relationship.

Page 35: Is the relationship arbitrary or causal? (2)

When we are not sure which is which, then this becomes an arbitrary relationship as opposed to a predictive relationship.

Predictive

Arbitrary

Page 36: Is the relationship arbitrary or causal? (2)

Note – unless your relationship problem specifies a predictive relationship (with one variable influencing directly another variable) then the problem is most likely arbitrary.

Page 37: Is the relationship arbitrary or causal? (2)

What is the nature of your relationship question?

Page 38: Is the relationship arbitrary or causal? (2)

What is the nature of your relationship question?

Predictive

or

Arbitrary