can a variable be both a mediator and a moderator? dominique muller (university of...

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Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University of Colorado) Vincent Yzerbyt (Catholic University of Louvain)

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Page 1: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

Can a Variable be both a Mediator and a Moderator?

Dominique Muller(University of Grenoble/University Institute of France)

Charles M. Judd(University of Colorado)

Vincent Yzerbyt (Catholic University of Louvain)

Page 2: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

2

Y i3 c ' X bMe e

3

Y i1 cX e

1

Me i2 aX e

2

Mediation (Baron & Kenny, 1986; Judd & Kenny, 1981)

X is a treatment and units are randomly assigned to conditions

Me is a mediator measured after X (and before Y)

Y is the dependent variable

Page 3: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

3

X Y

Me

c '

a b

Mediation

X Y c

Y i3 c ' X bMe e

3

Y i1 cX e

1

Me i2 aX e

2

Page 4: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

4

X Y

Me

c '

a b

Mediation

Y i3 c ' X bMe e

3

Y i1 cX e

1

Me i2 aX e

2

Without a causal argument, these are nothing else than regression equations, not a strong case for mediation

Social psychologists have been very concerned with causality in mediation models (e.g., Spencer, Zanna, & Fong, 2005)

Page 5: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

5

Mediation in the MacArthur approach

dXMe e3

Y i1 cX e

1

Me i2 aX e

2

The MacArthur approach (see Kraemer, Kiernan, Essex, & Kupfer, 2008) takes its root in clinical interventions and randomized clinical trials (RCT)

Y i3 c ' X bMe

c, a, and b conjointly significantorc, a, and d conjointly significant

Mediation

Page 6: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

6

Moderation in social psychology

Y i4 c

21S

1 c

22P

2 c

23SP e

4

Y (i4 c

22P

2) (c

21 c

23P)S e

4

S Y

P

Page 7: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

7

Y i4 c

21S c

22P c

23SP e

4

Y (i4 c

21S) (c

22 c

23S)P e

4

P Y

S

Moderation in social psychology

Page 8: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

8

Y i4 c

21S c

22P c

23SP e

4

S Y

P

P Y

S

Social psychologists are fine with both models

Only preferences dictate which one will be used

Moderation in social psychology

Moderation is equated with simply a statistical interaction

Page 9: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

9

Y i4 c

21X c

22Mo c

23XMo e

4

X is a treatment and units are randomly assigned to conditions

Mo, the moderator, is measured PRIOR to the treatment

And therefore, the Treatment and the moderator are uncorrelated

Moderation in the Mac Arthur approach

Moderation is not the same as simply a statistical interaction

Y (i4 c

22Mo) (c

21 c

23Mo)X e

4

Page 10: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

10

In social psychology:

Definition of moderation

In Mac Arthur Approach:

A moderator P is a variable that affects a S – Y relationship or a moderator S is a variable that affects a P – Y relationship

A moderator is a variable that affects a causal effect of X on Y

Page 11: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

11

Can a variable be both a mediator and a moderator?

Y i3 c ' X bMe dXMe e

3

Y i1 cX e

1

Me i2 aX e

2

From a social psychology perspective:

-> Me is a mediator (c, a, and b are conjointly significant)

-> Me is a moderator (the d interaction is significant)

For the MacArthur approach:

-> Me is only a mediator (c, a, and d are conjointly significant)

Page 12: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

12

Y i3 c ' X bMe dXMe e

3

X Y

Me

Y i3 bMe (c ' dMe)X e

3

For social psychologists

Page 13: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

13

Y i3 c ' X bMe dXMe e

3

Y i3 c ' X (b dX )Me e

3

X Y

Me

This explains why it has been argued that this is a case of moderated mediation (Preacher, Rucker, & Hayes, 2007)

For social psychologists

Page 14: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

14

Y i3 c ' X bMe dXMe e

3

X Y

Me

XMe

For the MacArthur approach

Page 15: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

15

X Y

Me

X Y

Me

X Y

Me

XMe

Can a variable be both a mediator and a moderator?

Social psychology perspective MacArthur Approach

Page 16: Can a Variable be both a Mediator and a Moderator? Dominique Muller (University of Grenoble/University Institute of France) Charles M. Judd (University

16

Conclusion

Can a variable be both a mediator and a moderator?

Yes, it can be both if moderation and statistical interactions are equated

No, if moderation and statistical interactions are not equated

How should we define moderation?