SlideShare a Scribd company logo
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
M
Y
X
Y
b1
eY
1
X
M
XM
b2
b3
Model 1
Conceptual Diagram
Statistical Diagram
Conditional effect of X on Y = b1 + b3M
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
M
Y
X
Y
b1
eY
1
X
D1
b2
bk
Conceptual Diagram
Statistical Diagram
D1X
Dk-1
Dk-1X
.
.
.
.
.
.
.
.
.
bk+1 b2k-1
.
.
.
M
XM
Model 1
Multicategorical M with k categories
(PROCESS v2.14 or later)
Conditional effect of X on Y = b1 + bk+1D1 + + b2k-1D2k-1
.
.
.
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
M
Y
X
Y
b1
eY
1
D1
bk-1
bk
Model 1
Multicategorical X with k categories
(PROCESS v2.14 or later)
Conceptual Diagram
Statistical Diagram
b1 + bk+1M
bk-1 + b2k-1M
D1M
Dk-1
Dk-1M
.
.
.
.
.
.
.
.
.
bk+1 b2k-1
.
.
.
M
XM
X
Conditional effect of X on Y =
.
.
.
{
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
M
Y
X
Y
b2
eY
1
M
X
W
b1
b3
Model 2
Conceptual Diagram
Statistical Diagram
Conditional effect of X on Y = b1 + b4M + b5W
W
XW
XM
b4
b5
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
M
Y
X
Y
b2
eY
1
M
X
W
b1
b3
Model 3
Conceptual Diagram
Statistical Diagram
Conditional effect of X on Y = b1 + b4M + b5W+ b7MW
XW
XM
b4
b5
XMW
MW
b6
b7
W
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
c'
Model 4
Conceptual Diagram
Statistical Diagram
Indirect effect of X on Y through Mi = ai bi
ai bi
Mi
Y
X
eMi
1
Direct effect of X on Y = c'
Note: Model 4 allows up to 10 mediators operating in parallel.
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Conceptual Diagram
Statistical Diagram
Relative indirect effect of X on Y through Mi =
a1
bi
Mi
Y
eMi
1
Relative direct effect of X on Y =
Model 4
Multicategorical X with k categories
(PROCESS v2.15 or later)
D1
Dk-1
.
.
.
X
ak-1
c'
1
c'
k-1
.
.
.
.
.
.
i
Note: Model 4 allows up to 10 mediators operating in parallel.
a1 bi
.
.
.
{ak-1 bi
c'1
.
.
.
{c'k-1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 5
Conceptual Diagram
Statistical Diagram
Indirect effect of X on Y through Mi = ai bi
ai bi
Mi
Y
X
eMi
1
Conditional direct effect of X on Y = c1' + c3'W
*Model 5 allows up to 10 mediators operating in parallel
W
W
XW
c1'
c2'
c3'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
M1
Y
X
eY
1
Model 6
(2 mediators)
Conceptual Diagram
Statistical Diagram
Indirect effect of X on Y through Mi only = ai bi
eM1
1
Direct effect of X on Y = c'
M2
M1
Y
X
c'
a1
M2
a2 b1 b2
d21
eM2
1
Indirect effect of X on Y through M1 and M2 in serial = a1 d21 b2
Note: Model 6 allows up to 4 mediators operating in serial.
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Conceptual Diagram
Statistical Diagram
Model 6
(3 mediators)
Y
X
M1 M3
M2
Y
X
M1 M3
M2
eM3
eY
eM1
eM2
c'
b1
b2
b3
a1 a2
a3
d21 d32
d31
1
1
1
1
Indirect effect of X on Y through Mi only = ai bi
Direct effect of X on Y = c'
Indirect effect of X on Y through M1 and M2 in serial = a1 d21 b2
Indirect effect of X on Y through M1 and M3 in serial = a1 d31 b3
Indirect effect of X on Y through M1, M2, and M3 in serial = a1 d21 d32 b3
Indirect effect of X on Y through M2 and M3 in serial = a2 d32 b3
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Conceptual Diagram
Statistical Diagram
Model 6
(4 mediators)
Y
X
M1
M3
M2
a1
Indirect effect of X on Y through Mi only = ai bi
Direct effect of X on Y = c'
Indirect effect of X on Y through M1 and M2 in serial = a1 d21 b2
Indirect effect of X on Y through M1 and M3 in serial = a1 d31 b3
Indirect effect of X on Y through M1, M2, M3, and M4 in serial = a1 d21 d32 d43 b4
Indirect effect of X on Y through M2 and M3 in serial = a2 d32 b3
M4
eM1
1
Y
X
M1
M3
M2
M4
eM2
1
eM3
1
eM4
1
eY
1
a2 a3
a4
c'
b3
b4
b2
b1
d32
d21
d43
d31 d42
d41
Indirect effect of X on Y through M1 and M4 in serial = a1 d41 b4
Indirect effect of X on Y through M2 and M4 in serial = a2 d42 b4
Indirect effect of X on Y through M3 and M4 in serial = a3 d43 b4
Indirect effect of X on Y through M1, M2, and M3 in serial = a1 d21 d32 b3
Indirect effect of X on Y through M1, M2, and M4 in serial = a1 d21 d42 b4
Indirect effect of X on Y through M1, M3, and M4 in serial = a1 d31 d43 b4
Indirect effect of X on Y through M2, M3, and M4 in serial = a2 d32 d43 b4
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
c'
Model 7
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)bi
a1i bi
Mi
Y
X
eMi
1
Direct effect of X on Y = c'
Note: Model 7 allows up to 10 mediators operating in parallel.
W
W
XW
a2i
a3i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 8
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)bi
a1i bi
Mi
Y
X
eMi
1
Conditional direct effect of X on Y = c1' + c3'W
Note: Model 8 allows up to 10 mediators operating in parallel.
W
W
XW
a2i
a3i
c1'
c2'
c3'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
c'
Model 9
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ) bi
a1i bi
Mi
Y
X
eMi
1
Direct effect of X on Y = c'
*Model 9 allows up to 10 mediators operating in parallel
W
W
Z
a2i
a3i
Z
XW XZ
a4i a5i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 10
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ) bi
a1i bi
Mi
Y
X
eMi
1
*Model 10 allows up to 10 mediators operating in parallel
W
W
Z
a2i
a3i
Z
XW XZ
a4i
a5i
c1'
c2'
c3'
c4' c5'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
X
W
Model 11
Conceptual Diagram
Statistical Diagram
XW
WZ
XZ
XWZ
Z
Z
eMi
Mi
c'
a1i
a2i
a3i
a4i
a5i
bi
a6i a7i
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) bi
*Model 11 allows up to 10 mediators operating in parallel
Direct effect of X on Y = c'
W
Mi
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
X
W
Model 12
Conceptual Diagram
Statistical Diagram
XW
WZ
XZ
XWZ
Z
eMi
Mi
a1i
a2i
a3i
a4i
a5i
bi
a6i a7i
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) bi
Note: Model 12 allows up to 10 mediators operating in parallel.
c1'
c2'
c3'
c4'
c5'
c6'
c7'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ
Z
W
Mi
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
Mi
X
W
Model 13
Conceptual Diagram
Statistical Diagram
XW
WZ
XZ
XWZ
Z
eMi
Mi
a1i
a2i
a3i
a4i
a5i
bi
a6i a7i
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) bi
*Model 13 allows up to 10 mediators operating in parallel
c1'
c2'
c3'
Conditional direct effect of X on Y = c1' + c3'W
Z
W
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 14
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = ai (b1i + b3iV)
ai b1i
Mi
Y
X
eMi
1
Direct effect of X on Y = c'
Note: Model 14 allows up to 10 mediators operating in parallel.
V
V
MiV
c'
b2
b3i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 15
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = ai (b1i + b2iV)
ai
b1i
Mi
Y
X
eMi
1
Note: Model 15 allows up to 10 mediators operating in parallel.
V
V
XV
b2i
MiV
c1'
c3'
Conditional direct effect of X on Y = c1' + c3'V
c2'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 16
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = ai (b1i + b4iV + b5iQ)
ai b1i
Mi
Y
X
eMi
1
Direct effect of X on Y = c'
*Model 16 allows up to 10 mediators operating in parallel
V
V
MiV
c'
b2
b4i
Q
Q
MiQ
b3
b5i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 17
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = ai (b1i + b2iV + b3iQ)
ai b1i
Mi
Y
X
eMi
1
Conditional direct effect of X on Y = c1' + c4'V + c5'Q
*Model 17 allows up to 10 mediators operating in parallel
V
V
MiV
Q
Q
MiQ
XQ
XV
b2i
b3i
c1'
c2'
c3'
c4'
c5'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
Mi
X
V
Model 18
Conceptual Diagram
Statistical Diagram
VQ
Q
Q
eMi
Mi
c'
ai
Conditional indirect effect of X on Y through Mi = ai (b1i + b4iV + b5iQ + b7iVQ)
*Model 18 allows up to 10 mediators operating in parallel
Direct effect of X on Y = c'
V
MiV
MiQ
MiVQ
b1i
b2
b3
b4i
b5i
b6 b7i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 19 allows up to 10 mediators operating in parallel
Y
X
Y
eY
1
Mi
X
V
Model 19
Conceptual Diagram
Statistical Diagram
VQ
Q
Q
eMi
Mi
ai
Conditional indirect effect of X on Y through Mi = ai (b1i + b2iV + b3iQ + b4iVQ)
V
MiV MiQ MiVQ
b1i
b2i b3i
b4i
XV
XQ
XVQ
c1'
c2'
c3'
c4'
c5'
c6' c7'
Conditional direct effect of X on Y = c1' + c4'V + c5'Q + c7'VQ
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
Mi
X
V
Model 20
Conceptual Diagram
Statistical Diagram
VQ
Q
Q
eMi
Mi
ai
Conditional indirect effect of X on Y through Mi = ai (b1i + b3iV + b4iQ + b6iVQ)
*Model 20 allows up to 10 mediators operating in parallel
V
MiV
MiQ MiVQ
b1i
b2
b3
b4i b5i b6i
XV
c1'
c2'
c3'
Conditional direct effect of X on Y = c1' + c3'V
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 21
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV)
Direct effect of X on Y = c'
Note: Model 21 allows up to 10 mediators operating in parallel.
V
W
eY
1
c'
a1i
Mi
Y
X
eMi
1
W
XW
a2i
a3i
MiV
V
b1i
b2 b3i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 22
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV)
Note: Model 22 allows up to 10 mediators operating in parallel.
V
W
eY
1
a1i
Mi
Y
X
eMi
1
W
XW
a2i a3i
MiV
V
b1i
b2 b3i
Conditional direct effect of X on Y = c1' + c3'W
c1'
c2'
c3'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 23
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b3iV)
*Model 23 allows up to 10 mediators operating in parallel
V
W
Direct effect of X on Y = c'
Z
eY
1
Statistical Diagram
a1i
b1i
Mi
Y
X
eMi
1
W
XW
a2i
MiV
a3i
Z
XZ
a4i a5i b2
c'
V
b3i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 24
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b3iV)
*Model 24 allows up to 10 mediators operating in parallel
V
W
Conditional direct effect of X on Y = c1' + c4'W + c5' Z
Z
eY
1
Statistical Diagram
a1i
b1i
Mi
Y
X
eMi
1
W
XW
a2i
MiV
a3i
Z
XZ
a4i
a5i
b2
V
b3i
c1'
c2'
c3'
c4' c5'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
X
W
Model 25
Conceptual Diagram
Statistical Diagram
XW
WZ
XZ
XWZ
Z
Z
eMi
Mi
c'
a1i
a2i
a3i
a4i
a5i
b1i
a6i a7i
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iV)
*Model 25 allows up to 10 mediators operating in parallel
Direct effect of X on Y = c'
W
MiV
Mi
V
b3i
b2
V
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
X
W
Model 26
Conceptual Diagram
Statistical Diagram
XW
WZ
XZ
XWZ
Z
eMi
Mi
a1i
a2i
a3i
a4i
a5i
a6i a7i
*Model 26 allows up to 10 mediators operating in parallel
c1'
c2'
c3'
c4'
c5'
c6'
c7'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ
Z
W
Mi
MiV
V
b3i
b2
V
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iV)
b1i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Y
eY
1
X
W
Model 27
Conceptual Diagram
Statistical Diagram
XW
WZ
XZ
XWZ
Z
eMi
Mi
a1i
a2i
a3i
a4i
a5i
a6i a7i
*Model 27 allows up to 10 mediators operating in parallel
c1'
c2'
c3'
Conditional direct effect of X on Y = c1' + c3'W
Z
W
Mi
MiV
V
b3i
b2
V
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iV)
b1i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 28
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV)
b1i
Mi
Y
X
eMi
1
*Model 28 allows up to 10 mediators operating in parallel
V
W
XV
c1'
Conditional direct effect of X on Y = c1' + c3'V
W
MiV
V
XW
a1i
a2i
a3i c3' c2' b2i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 29
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV)
b1i
Mi
Y
X
eMi
1
*Model 29 allows up to 10 mediators operating in parallel
V
W
XV
c1'
c2'
Conditional direct effect of X on Y = c1' + c4'W + c5'V
W
MiV
V
XW
a1i
a2i
a3i
c4'
c3' b2i
c5'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 30
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV)
*Model 30 allows up to 10 mediators operating in parallel
V
W
Conditional direct effect of X on Y = c1' + c3'V
Z
eY
1
Statistical Diagram
a1i
b1i
Mi
Y
X
eMi
1
W
XW
a2i
MiV
a3i
Z
XZ
a4i
a5i
V
b2i
c1'
c2' c3'
XV
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 31
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV)
*Model 31 allows up to 10 mediators operating in parallel
V
W
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'V
Z
eY
1
Statistical Diagram
a1i
b1i
Mi
Y
X
eMi
1
W
XW
a2i
MiV
a3i
Z
XZ
a4i
a5i
XV
b2i
c1'
c2'
c3'
V
c4'
c5' c7'
c6'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 32 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 32
Conceptual Diagram
Statistical Diagram
WZ
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV)
MiV
XV
b1i
b2i
XW
XZ
XWZ
c1'
Conditional direct effect of X on Y = c1' + c3'V
Mi
Y
X
a1i
a2i
a3i
Z
W V
V
a4i
a5i
a6i
a7i c2' c3'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 33 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 33
Conceptual Diagram
Statistical Diagram
WZ
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV)
MiV
XV
b1i
b2i
XW
XZ
XWZ
c1'
c2'
c3'
c4'
c6'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ + c9'V
Mi
Y
X
a1i
a2i
a3i
Z
W V
V
a4i
a5i
a6i a7i
c5'
c7'
c8' c9'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 34 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 34
Conceptual Diagram
Statistical Diagram
WZ
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV)
MiV
XV
b1i
b2i
XW
XZ
XWZ
c1'
c2'
c3'
c4' c5'
Conditional direct effect of X on Y = c1' + c3'W + c5'V
Mi
Y
X
a1i
a2i
a3i
Z
W V
V
a4i
a5i a6i a7i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
eY
1
Mi
W
X
Model 35
Statistical Diagram
Q
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ)
*Model 35 allows up to 10 mediators operating in parallel
Direct effect of X on Y = c'
MiV MiQ
b1i
b2
b3
b4i
b5i
Mi
Y
X
Conceptual Diagram
V
Q
W
V
XW
c'
a1i
a2i
a3i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 36
Conceptual Diagram
*Model 36 allows up to 10 mediators operating in parallel
V
Q
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ)
b1i
b2i b3i
V
XW
a1i
a2i
a3i
V
W
MiV MiQ
XV XQ
c1'
c2'
c3'
c5'
c4'
Conditional direct effect of X on Y = c1' + c4'V + c5'Q
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 37
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ + b7iVQ)
*Model 37 allows up to 10 mediators operating in parallel
Direct effect of X on Y = c'
V
W
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
b1i
b6 b7i
V
XW
a1i
a2i
a3i
VQ MiVQ
c'
MiV MiQ
b2
b3
b4i
b5i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 38
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ + b4iVQ)
*Model 38 allows up to 10 mediators operating in parallel
V
W
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
VQ MiVQ
MiV MiQ
b2i b3i b4i
XV
XVQ
XQ
c1'
c4'
c5'
c2'
c3'
c7'
Conditional direct effect of X on Y = c1' + c4'V + c5'Q + c7'VQ
c6'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 39
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV + b4iQ + b6iVQ)
*Model 39 allows up to 10 mediators operating in parallel
V
W
Y
eY
1
Mi
W
X
Statistical Diagram
VX
eMi
b1i
b6i
V
XW
a1i
a2i
a3i
VQ MiVQ
MiV MiQ
b2 b3i b4i b5
Q
c1'
c2'
c3'
Conditional direct effect of X on Y = c1' + c3'V
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
eY
1
Mi
W
X
Model 40
Statistical Diagram
Q
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ)
*Model 40 allows up to 10 mediators operating in parallel
Conditional direct effect of X on Y = c1' + c3'W
MiV MiQ
b1i
b2
b3
b4i b5i
Mi
Y
X
Conceptual Diagram
V
Q
W
V
XW
a1i
a2i
a3i
c1'
c2'
c3'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 41
Conceptual Diagram
*Model 41 allows up to 10 mediators operating in parallel
V
Q
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ)
b1i
b2i b3i
V
XW
a1i
a2i
a3i
V
W
MiV MiQ
XV XQ
c1'
c2'
c3'
c7'
c6'
Conditional direct effect of X on Y = c1' + c3'W + c6'V + c7'Q
c4'
c5'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 42
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ + b7iVQ)
*Model 42 allows up to 10 mediators operating in parallel
Conditional direct effect of X on Y = c1' + c3'W
V
W
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
b1i
b6i b7i
V
XW
a1i
a2i
a3i
VQ MiVQ
MiV MiQ
b2i
b3i
b4i
b5i
c1'
c2'
c3'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 43
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ + b4iVQ)
*Model 43 allows up to 10 mediators operating in parallel
V
W
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
VQ MiVQ
MiV MiQ
b2i b3i b4i
XV
XVQ
XQ
c1'
c6'
c7'
c4'
c5'
c9'
Conditional direct effect of X on Y = c1' + c3'W + c6'V + c7'Q + c9'VQ
c8'
c2'
c3'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 44
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV + b4iQ + b6iVQ)
*Model 44 allows up to 10 mediators operating in parallel
V
W
Y
eY
1
Mi
W
X
Statistical Diagram
VX
eMi
b1i
b6i
V
XW
a1i
a2i
a3i
VQ MiVQ
MiV MiQ
b2 b3i b4i b5i
Q
c1'
c4'
c5'
Conditional direct effect of X on Y = c1' + c3'W + c5'V
c2'
c3'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 45
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ)
*Model 45 allows up to 10 mediators operating in parallel
V
W
Direct effect of X on Y = c'
Z
Statistical Diagram
Y
eY
1
X
W
XW
V
XZ
Q
Z
eMi
c'
a1i
a2i
a3i
a4i
a5i
b1i
MiV
Mi
b4i
b2
Q
MiQ
b3 b5i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 46
Conceptual Diagram
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b4iV + b5iQ)
*Model 46 allows up to 10 mediators operating in parallel
Direct effect of X on Y = c'
Z
W
Y
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
MiV MiQ
WZ
c'
Z
XZ
XWZ
b2 b3 b4i b5i
a4i
a5i
a6i
a7i
V
Q
eY
1
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 47
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ + b7iVQ)
*Model 47 allows up to 10 mediators operating in parallel
V
Direct effect of X on Y = c'
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
VQ
MiV MiQ
c'
MiVQ
Z
XZ b2 b3 b4i
b5i
b6i b7i
a4i
a5i
W
Z
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
Model 48
Conceptual Diagram
Q
Mi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) .
(b1i + b4iV + b5iQ + b7iVQ)
*Model 48 allows up to 10 mediators operating in parallel
V
Direct effect of X on Y = c'
Z
W
Y
eY
1
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
VQ
MiV MiQ
WZ
c'
MiVQ
Z
XZ
XWZ
b2 b3 b4i
b5i
b6i b7i
a4i
a5i
a6i
a7i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 49
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ)
*Model 49 allows up to 10 mediators operating in parallel
V
W
Z
Statistical Diagram
Y
eY
1
X
W
XW
V
XZ
Q
Z
eMi
a1i
a2i
a3i
a4i
a5i
b1i
MiV
Mi
b4i
b2
Q
MiQ
b3 b5i
Conditional direct effect of X on Y = + c1' + c4'W + c5' Z
c1'
c2'
c4'
c5'
c3'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 50
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV + b3iQ)
*Model 50 allows up to 10 mediators operating in parallel
V
W
Z Q
Y
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
XV MiV MiQ
XQ
Z
XZ b2i
b3i
a4i
a5i
eY
1
c1'
c2'
c3' c4' c5'
Conditional direct effect of X on Y = c1' + c4'V + c5'Q
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 51
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b4iV + b5iQ)
*Model 51 allows up to 10 mediators operating in parallel
V
Q
Y
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
MiV MiQ
Z
XZ b4i b5i
a4i
a5i
eY
1
c1'
c2'
c3'
c4'
c5'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ
Z
W
WZ XWZ
b2 b3
a6i
a7i
c6'
c7'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 52
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV + b3iQ)
*Model 52 allows up to 10 mediators operating in parallel
V
Q
Y
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
XV XQ
Z
XZ
b2i b3i
a4i
a5i
c1'
c2' c3' c4' c5'
Conditional direct effect of X on Y = c1' + c4'V + c5'Q
Z
W
WZ XWZ
a6i
a7i
MiV MiQ
eY
1
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 53
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ + b7iVQ)
*Model 53 allows up to 10 mediators operating in parallel
Y
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
MiV MiQ
Z
XZ b4i b5i
a4i
a5i
eY
1
c1'
c2'
c3'
c4'
c5'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z
b2 b3
Q
V
W
Z
MiVQ
VQ
b6 b7i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 54
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV + b3iQ + b4iVQ)
*Model 54 allows up to 10 mediators operating in parallel
Y
Mi
W
X
Statistical Diagram
Q
eMi
b1i
V
XW
a1i
a2i
a3i
MiV MiQ
Z
XZ b2i b3i
a4i
a5i
c1'
c2' c3'
c4'
c6'
Conditional direct effect of X on Y = c1' + c4'V + c5'Q + c7'VQ
Q
V
W
Z
MiVQ
VQ
b4i
XQ
XV XVQ
eY
1
c5' c7'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 55
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) .
(b1i + b4iV + b5iQ + b7iVQ)
*Model 55 allows up to 10 mediators operating in parallel
Statistical Diagram
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ
Q
V
W
Z
Y
Mi
W
X
Q
eMi
b1i
V
XW
a1i
a2i
a3i
MiV MiQ
Z
XZ b4i b5i
a4i
a5i
c1'
c2'
c3'
c4'
c5'
WZ XWZ
b2 b3
a6i
a7i
c6'
c7'
VQ MiVQ
b6 b7i
eY
1
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 56
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) .
(b1i + b2iV + b3iQ + b4iVQ)
*Model 56 allows up to 10 mediators operating in parallel
Statistical Diagram
Conditional direct effect of X on Y = (c1' + c4'V + c5'Q + c7'VQ)
Q
V
W
Z
Y
Mi
W
X
Q
eMi
b1i
V
XW
a1i
a2i
a3i
MiV MiQ
Z
XZ
b4i
a4i
a5i
c1'
WZ XWZ
a6i
a7i
VQ
MiVQ
eY
1
XV XQ
XVQ
c2' c3' c4' c5' c6'
c7' b2i b3i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
Model 57
Conceptual Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) .
(b1i + b2iV + b3iQ + b4iVQ)
*Model 57 allows up to 10 mediators operating in parallel
Statistical Diagram
Conditional direct effect of X on Y = (c1' + c4'W + c5'Z + c7'WZ + c10'V + c11'Q + c13'VQ)
Q
V
W
Z
Y
Mi
W
X
Q
eMi
b1i
V
XW
a1i
a2i
a3i
MiV MiQ
Z
XZ
b4i
a4i
a5i
c1'
c2'
c3'
c4'
c5'
WZ XWZ
a6i
a7i
c6'
c7'
VQ
MiVQ
eY
1
XV XQ
XVQ
c8' c9' c10' c11' c12'
c13' b2i b3i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Y
X
eY
1
Model 58
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b3iW)
a1i
b1i
Mi
Y
X
eMi
1
Note: Model 58 allows up to 10 mediators operating in parallel.
W
c'
Direct effect of X on Y = c'
Mi
W
XW
a2i
MiW
b3i
b2
a3i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
eY
1
Model 59
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b2iW)
a1i b1i
Mi
Y
X
eMi
1
Note: Model 59 allows up to 10 mediators operating in parallel.
c1'
W
XW
a2i
MiW
b2i
a3i
Mi
Y
X
W
c3'
c2'
Conditional direct effect of X on Y = c1' + c3'W
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
eY
1
Model 60
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b3iW)
a1i
b1i
Mi
Y
X
eMi
1
*Model 60 allows up to 10 mediators operating in parallel
c'
W
XW
a2i
MiW
b3i
a3i
Mi
Y
X
W
Direct effect of X on Y = c'
Z
Z
XZ
a4i
a5i
b2
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
eY
1
Model 61
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b2iW)
a1i
b1i
Mi
Y
X
eMi
1
*Model 61 allows up to 10 mediators operating in parallel
c1'
W
XW
a2i
MiW
b2i
a3i
Mi
Y
X
W
c3'
c2'
Conditional direct effect of X on Y = c1' + c3'W
Z
Z
XZ
a4i
a5i
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
eY
1
Model 62
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b3iW)
a1i
b1i
Mi
Y
X
eMi
1
*Model 62 allows up to 10 mediators operating in parallel
W
XW
a2i
MiW
b3i
a3i
Mi
Y
X
W
Z
Z
XZ
a4i
a5i
b2
c1'
c2' c3'
Conditional direct effect of X on Y = c1' + c3'Z
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
eY
1
Model 63
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b2iW)
a1i
b1i
Mi
Y
X
eMi
1
*Model 63 allows up to 10 mediators operating in parallel
W
XW
a2i
MiW
a3i
Mi
Y
X
W
Z
Z
XZ
a4i
a5i
b2i
c1'
c2'
c3'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z
c4' c5'
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
eY
1
Model 64
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b4iW + b5iV)
a1i b1i
Mi
Y
X
eMi
1
*Model 64 allows up to 10 mediators operating in parallel
c'
W
XW
a2i
b4i
a3i
Mi
Y
X
W
Direct effect of X on Y = c'
V
MiV
b3 b5i
V
b2
MiW
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Model 65
Conceptual Diagram
Statistical Diagram
*Model 65 allows up to 10 mediators operating in parallel
Mi
Y
X
W
Conditional direct effect of X on Y = c1' + c3'W
V
eY
1
a1i b1i
Mi
Y
X
c1'
W
XW
a2i
b3i
a3i
c3'
c2'
MiV
b2 b4i
V
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b3iW + b4iV)
MiW
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Model 66
Conceptual Diagram
Statistical Diagram
*Model 66 allows up to 10 mediators operating in parallel
Mi
Y
X
W
Conditional direct effect of X on Y = c1' + c3'V
V
eY
1
a1i
b1i
Mi
Y
X
c1'
W
a2i
a3i
c2'
MiV
b4i
XW
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b3iW + b4iV)
XV MiW
b3i
c3'
b2
V
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Model 67
Conceptual Diagram
Statistical Diagram
*Model 67 allows up to 10 mediators operating in parallel
Mi
Y
X
W
Conditional direct effect of X on Y = c1' + c3'W + c5'V
V
eY
1
a1i
b1i
Mi
Y
X
c1'
W
a2i
a3i
c2'
MiV
b3i
XW
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b2iW + b3iV)
XV MiW
b2i
c5'
V
c3'
c4'
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 68 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 68
Conceptual Diagram
Statistical Diagram
WZ
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iW)
MiW
b1i
b3i
XW
XZ
XWZ
c'
Direct effect of X on Y = c'
Mi
Y
X
W
Z
a1i
a2i
a3i
a4i
a5i
a6i
a7i
b2
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 69 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 69
Conceptual Diagram
Statistical Diagram
WZ
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iW)
MiW
b1i
b2i
XW
XZ
XWZ
c1'
c2'
c3'
c4'
c5'
c6'
c7'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ
Mi
Y
X
W
Z
a1i
a2i
a3i
a4i
a5i
a6i
a7i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 70 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
Model 70
Conceptual Diagram
Statistical Diagram
WV
W
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iW + b5iV + b7iWV)
MiW MiV MiWV
b1i
b2
b4i b5i
XW
c'
Direct effect of X on Y = c'
Mi
Y
X
W V
a1i
a2i a3i
V
b3
b7i
b6
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 71 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 71
Conceptual Diagram
Statistical Diagram
WV
V
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iW + b3iV + b4iWV)
MiW MiV MiWV
b1i
b2i b3i b4i
XW
XV
XWV
c1'
c2'
c3'
c4'
c5'
c6'
c7'
Conditional direct effect of X on Y = c1' + c4'W + c5'V + c7'WV
Mi
Y
X
W V
a1i
a2i
a3i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 72 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 72
Conceptual Diagram
Statistical Diagram
WZ
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) .
(b1i + b4iW + b5iZ + b7iWZ)
MiW MiZ MiWZ
b1i
b2
b3
b4i
XW
XZ
XWZ
c'
Direct effect of X on Y = c'
Mi
Y
X
W
Z
a1i
a2i
a3i
a4i
a5i
a6i a7i
b5i
b6
b7i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 73 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 73
Conceptual Diagram
Statistical Diagram
WZ
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) .
(b1i + b2iW + b3iZ + b4iWZ)
MiW MiZ MiWZ
b1i
b2i b3i b4i
XW
XZ
XWZ
c1'
c2'
c3'
c4'
c5'
c6'
c7'
Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ
Mi
Y
X
W
Z
a1i
a2i
a3i
a4i
a5i
a6i
a7i
1
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
Mi
Y
X
eY
1
Model 74
Conceptual Diagram
Statistical Diagram
Conditional indirect effect of X on Y through Mi = ai (b1i + c2i'X)
ai b1i
Mi
Y
X
eMi
1
Note: Model 74 allows up to 10 mediators operating in parallel. PROCESS does not
produce a table of conditional direct effects for model 74. With only one mediator, use
model 1 to generate the conditional direct effects, specifying M as moderator.
XMi
c1'
c2i'
Conditional direct effect of X = c1' + c2i'M
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 75 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Model 75
(PROCESS v2.05 or later)
Conceptual Diagram
Statistical Diagram
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iW + b5iZ)
MiZ
b1i
b2
b3
b4i
XW
XZ
c'
Direct effect of X on Y = c'
Mi
Y
X
W Z
a1i
a2i
a3i
a4i
a5i
b5i
1
MiW
Model templates for PROCESS for SPSS and SAS
c
⃝2013-2016 Andrew F. Hayes and The Guilford Press
*Model 76 allows up to 10 mediators operating in parallel
Y
eY
1
Mi
X
W
Conceptual Diagram
Statistical Diagram
Z
eMi
Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iW + b3iZ)
MiZ
b1i
b2i
XW
XZ
a1i
a2i
a3i
a4i
a5i
b3i
1
MiW
Conditional direct effect of X on Y = c1' + c4'W + c5'Z
c2'
c3'
c4'
c5'
c1'
Mi
Y
X
W Z
Model 76
(PROCESS v2.05 or later)

More Related Content

What's hot

Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...
Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...
Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...
Hatice Çilsalar
 
Moderator mediator
Moderator mediatorModerator mediator
Moderator mediator
Carlo Magno
 
Dissertation oral defense presentation
Dissertation   oral defense presentationDissertation   oral defense presentation
Dissertation oral defense presentation
Dr. Naomi Mangatu
 
Writing up your results – apa style guidelines
Writing up your results – apa style guidelinesWriting up your results – apa style guidelines
Writing up your results – apa style guidelines
Marialena Kostouli
 

What's hot (20)

Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...
Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...
Experimental, Quasi experimental, Single-Case, and Internet-based Researches ...
 
Two-way Repeated Measures ANOVA
Two-way Repeated Measures ANOVATwo-way Repeated Measures ANOVA
Two-way Repeated Measures ANOVA
 
Business Statistics Chapter 3
Business Statistics Chapter 3Business Statistics Chapter 3
Business Statistics Chapter 3
 
Null hypothesis for Pearson Correlation (independence)
Null hypothesis for Pearson Correlation (independence)Null hypothesis for Pearson Correlation (independence)
Null hypothesis for Pearson Correlation (independence)
 
Moderator mediator
Moderator mediatorModerator mediator
Moderator mediator
 
My Thesis Defense Presentation
My Thesis Defense PresentationMy Thesis Defense Presentation
My Thesis Defense Presentation
 
Correlations using SPSS
Correlations using SPSSCorrelations using SPSS
Correlations using SPSS
 
Reporting Pearson Correlation Test of Independence in APA
Reporting Pearson Correlation Test of Independence in APAReporting Pearson Correlation Test of Independence in APA
Reporting Pearson Correlation Test of Independence in APA
 
Thesis Defense Presentation
Thesis Defense PresentationThesis Defense Presentation
Thesis Defense Presentation
 
Mixed between-within groups ANOVA
Mixed between-within groups ANOVAMixed between-within groups ANOVA
Mixed between-within groups ANOVA
 
Simple Regression
Simple RegressionSimple Regression
Simple Regression
 
Dissertation oral defense presentation
Dissertation   oral defense presentationDissertation   oral defense presentation
Dissertation oral defense presentation
 
Multiple regression in spss
Multiple regression in spssMultiple regression in spss
Multiple regression in spss
 
Reporting a paired sample t test
Reporting a paired sample t testReporting a paired sample t test
Reporting a paired sample t test
 
Thesis Defense Presentation
Thesis Defense PresentationThesis Defense Presentation
Thesis Defense Presentation
 
Chap12 simple regression
Chap12 simple regressionChap12 simple regression
Chap12 simple regression
 
SmartPLS presentation
SmartPLS presentationSmartPLS presentation
SmartPLS presentation
 
Writing up your results – apa style guidelines
Writing up your results – apa style guidelinesWriting up your results – apa style guidelines
Writing up your results – apa style guidelines
 
Gary Broils, D.B.A. - Dissertation Defense: Virtual Teaming and Collaboration...
Gary Broils, D.B.A. - Dissertation Defense: Virtual Teaming and Collaboration...Gary Broils, D.B.A. - Dissertation Defense: Virtual Teaming and Collaboration...
Gary Broils, D.B.A. - Dissertation Defense: Virtual Teaming and Collaboration...
 
Simple Linear Regression: Step-By-Step
Simple Linear Regression: Step-By-StepSimple Linear Regression: Step-By-Step
Simple Linear Regression: Step-By-Step
 

More from Trisnadi Wijaya

More from Trisnadi Wijaya (20)

Analisis terhadap Faktor-Faktor Determinan Penanaman Modal Asing pada Negara ...
Analisis terhadap Faktor-Faktor Determinan Penanaman Modal Asing pada Negara ...Analisis terhadap Faktor-Faktor Determinan Penanaman Modal Asing pada Negara ...
Analisis terhadap Faktor-Faktor Determinan Penanaman Modal Asing pada Negara ...
 
Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada Mega Phone ...
Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada Mega Phone ...Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada Mega Phone ...
Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada Mega Phone ...
 
Pengaruh Suku Bunga Deposito dan Volume Perdagangan Saham terhadap Return Saham
Pengaruh Suku Bunga Deposito dan Volume Perdagangan Saham terhadap Return SahamPengaruh Suku Bunga Deposito dan Volume Perdagangan Saham terhadap Return Saham
Pengaruh Suku Bunga Deposito dan Volume Perdagangan Saham terhadap Return Saham
 
Pengaruh Profitabilitas, Struktur Modal dan Ukuran Perusahaan terhadap Nilai ...
Pengaruh Profitabilitas, Struktur Modal dan Ukuran Perusahaan terhadap Nilai ...Pengaruh Profitabilitas, Struktur Modal dan Ukuran Perusahaan terhadap Nilai ...
Pengaruh Profitabilitas, Struktur Modal dan Ukuran Perusahaan terhadap Nilai ...
 
Analisis Pengaruh Agency Cost dan Corporate Social Responsibility terhadap Ni...
Analisis Pengaruh Agency Cost dan Corporate Social Responsibility terhadap Ni...Analisis Pengaruh Agency Cost dan Corporate Social Responsibility terhadap Ni...
Analisis Pengaruh Agency Cost dan Corporate Social Responsibility terhadap Ni...
 
Pengaruh Inflasi dan Tingkat Suku Bunga terhadap Return Saham pada Perusahaan...
Pengaruh Inflasi dan Tingkat Suku Bunga terhadap Return Saham pada Perusahaan...Pengaruh Inflasi dan Tingkat Suku Bunga terhadap Return Saham pada Perusahaan...
Pengaruh Inflasi dan Tingkat Suku Bunga terhadap Return Saham pada Perusahaan...
 
Analisis Portofolio yang Optimal pada Saham Indeks Kompas100 di Bursa Efek In...
Analisis Portofolio yang Optimal pada Saham Indeks Kompas100 di Bursa Efek In...Analisis Portofolio yang Optimal pada Saham Indeks Kompas100 di Bursa Efek In...
Analisis Portofolio yang Optimal pada Saham Indeks Kompas100 di Bursa Efek In...
 
Pengaruh Struktur Modal, Return on Equity (ROE), dan Kebijakan Dividen terhad...
Pengaruh Struktur Modal, Return on Equity (ROE), dan Kebijakan Dividen terhad...Pengaruh Struktur Modal, Return on Equity (ROE), dan Kebijakan Dividen terhad...
Pengaruh Struktur Modal, Return on Equity (ROE), dan Kebijakan Dividen terhad...
 
Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada PT. Autoche...
Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada PT. Autoche...Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada PT. Autoche...
Analisis Sistem Informasi Akuntansi Persediaan Barang Dagang pada PT. Autoche...
 
Analisis Penggunaan Model Altman Z-Score untuk Memprediksi Kebangkrutan pada ...
Analisis Penggunaan Model Altman Z-Score untuk Memprediksi Kebangkrutan pada ...Analisis Penggunaan Model Altman Z-Score untuk Memprediksi Kebangkrutan pada ...
Analisis Penggunaan Model Altman Z-Score untuk Memprediksi Kebangkrutan pada ...
 
Pengaruh Pertumbuhan Laba, Investment Opportunity Set, Leverage dan Ukuran Pe...
Pengaruh Pertumbuhan Laba, Investment Opportunity Set, Leverage dan Ukuran Pe...Pengaruh Pertumbuhan Laba, Investment Opportunity Set, Leverage dan Ukuran Pe...
Pengaruh Pertumbuhan Laba, Investment Opportunity Set, Leverage dan Ukuran Pe...
 
Analisis Perbandingan Reaksi Pasar Sebelum dan Sesudah Pengumuman Opini Audit...
Analisis Perbandingan Reaksi Pasar Sebelum dan Sesudah Pengumuman Opini Audit...Analisis Perbandingan Reaksi Pasar Sebelum dan Sesudah Pengumuman Opini Audit...
Analisis Perbandingan Reaksi Pasar Sebelum dan Sesudah Pengumuman Opini Audit...
 
Pengaruh Karakter Eksekutif, Komite Audit dan Profitabilitas terhadap Tax Avo...
Pengaruh Karakter Eksekutif, Komite Audit dan Profitabilitas terhadap Tax Avo...Pengaruh Karakter Eksekutif, Komite Audit dan Profitabilitas terhadap Tax Avo...
Pengaruh Karakter Eksekutif, Komite Audit dan Profitabilitas terhadap Tax Avo...
 
Pengaruh Profitabilitas, Solvabilitas, dan Audit Delay terhadap Penerimaan Op...
Pengaruh Profitabilitas, Solvabilitas, dan Audit Delay terhadap Penerimaan Op...Pengaruh Profitabilitas, Solvabilitas, dan Audit Delay terhadap Penerimaan Op...
Pengaruh Profitabilitas, Solvabilitas, dan Audit Delay terhadap Penerimaan Op...
 
Pengaruh Likuiditas dan Corporate Social Responsibility terhadap Agresivitas ...
Pengaruh Likuiditas dan Corporate Social Responsibility terhadap Agresivitas ...Pengaruh Likuiditas dan Corporate Social Responsibility terhadap Agresivitas ...
Pengaruh Likuiditas dan Corporate Social Responsibility terhadap Agresivitas ...
 
Pengaruh Kualitas Audit, Audit Tenure, dan Audit Capacity Stress terhadap Man...
Pengaruh Kualitas Audit, Audit Tenure, dan Audit Capacity Stress terhadap Man...Pengaruh Kualitas Audit, Audit Tenure, dan Audit Capacity Stress terhadap Man...
Pengaruh Kualitas Audit, Audit Tenure, dan Audit Capacity Stress terhadap Man...
 
Pengaruh Intensitas Aset Tetap, Biaya Operasional, dan Intensitas Persediaan ...
Pengaruh Intensitas Aset Tetap, Biaya Operasional, dan Intensitas Persediaan ...Pengaruh Intensitas Aset Tetap, Biaya Operasional, dan Intensitas Persediaan ...
Pengaruh Intensitas Aset Tetap, Biaya Operasional, dan Intensitas Persediaan ...
 
Pengaruh Beban Pajak, Mekanisme Bonus, Leverage dan Profitabilitas terhadap T...
Pengaruh Beban Pajak, Mekanisme Bonus, Leverage dan Profitabilitas terhadap T...Pengaruh Beban Pajak, Mekanisme Bonus, Leverage dan Profitabilitas terhadap T...
Pengaruh Beban Pajak, Mekanisme Bonus, Leverage dan Profitabilitas terhadap T...
 
Pengaruh Independensi, Kualitas Audit dan Pergantian Auditor terhadap Integri...
Pengaruh Independensi, Kualitas Audit dan Pergantian Auditor terhadap Integri...Pengaruh Independensi, Kualitas Audit dan Pergantian Auditor terhadap Integri...
Pengaruh Independensi, Kualitas Audit dan Pergantian Auditor terhadap Integri...
 
Pengaruh Leverage, Ukuran Perusahaan, Perputaran Modal Kerja dan Likuiditas ...
Pengaruh Leverage, Ukuran Perusahaan, Perputaran  Modal Kerja dan Likuiditas ...Pengaruh Leverage, Ukuran Perusahaan, Perputaran  Modal Kerja dan Likuiditas ...
Pengaruh Leverage, Ukuran Perusahaan, Perputaran Modal Kerja dan Likuiditas ...
 

Recently uploaded

The Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdfThe Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdf
kaushalkr1407
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdf
joachimlavalley1
 

Recently uploaded (20)

The Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve ThomasonThe Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve Thomason
 
How libraries can support authors with open access requirements for UKRI fund...
How libraries can support authors with open access requirements for UKRI fund...How libraries can support authors with open access requirements for UKRI fund...
How libraries can support authors with open access requirements for UKRI fund...
 
The Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdfThe Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdf
 
Synthetic Fiber Construction in lab .pptx
Synthetic Fiber Construction in lab .pptxSynthetic Fiber Construction in lab .pptx
Synthetic Fiber Construction in lab .pptx
 
Sectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdfSectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdf
 
The geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideasThe geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideas
 
Home assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdfHome assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdf
 
Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
 
NCERT Solutions Power Sharing Class 10 Notes pdf
NCERT Solutions Power Sharing Class 10 Notes pdfNCERT Solutions Power Sharing Class 10 Notes pdf
NCERT Solutions Power Sharing Class 10 Notes pdf
 
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXPhrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
 
Extraction Of Natural Dye From Beetroot (Beta Vulgaris) And Preparation Of He...
Extraction Of Natural Dye From Beetroot (Beta Vulgaris) And Preparation Of He...Extraction Of Natural Dye From Beetroot (Beta Vulgaris) And Preparation Of He...
Extraction Of Natural Dye From Beetroot (Beta Vulgaris) And Preparation Of He...
 
Jose-Rizal-and-Philippine-Nationalism-National-Symbol-2.pptx
Jose-Rizal-and-Philippine-Nationalism-National-Symbol-2.pptxJose-Rizal-and-Philippine-Nationalism-National-Symbol-2.pptx
Jose-Rizal-and-Philippine-Nationalism-National-Symbol-2.pptx
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdf
 
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
 
How to Break the cycle of negative Thoughts
How to Break the cycle of negative ThoughtsHow to Break the cycle of negative Thoughts
How to Break the cycle of negative Thoughts
 
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
 
Unit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdfUnit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdf
 
Overview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with MechanismOverview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with Mechanism
 
PART A. Introduction to Costumer Service
PART A. Introduction to Costumer ServicePART A. Introduction to Costumer Service
PART A. Introduction to Costumer Service
 

Model Templates for PROCESS

  • 1. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press M Y X Y b1 eY 1 X M XM b2 b3 Model 1 Conceptual Diagram Statistical Diagram Conditional effect of X on Y = b1 + b3M
  • 2. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press M Y X Y b1 eY 1 X D1 b2 bk Conceptual Diagram Statistical Diagram D1X Dk-1 Dk-1X . . . . . . . . . bk+1 b2k-1 . . . M XM Model 1 Multicategorical M with k categories (PROCESS v2.14 or later) Conditional effect of X on Y = b1 + bk+1D1 + + b2k-1D2k-1 . . .
  • 3. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press M Y X Y b1 eY 1 D1 bk-1 bk Model 1 Multicategorical X with k categories (PROCESS v2.14 or later) Conceptual Diagram Statistical Diagram b1 + bk+1M bk-1 + b2k-1M D1M Dk-1 Dk-1M . . . . . . . . . bk+1 b2k-1 . . . M XM X Conditional effect of X on Y = . . . {
  • 4. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press M Y X Y b2 eY 1 M X W b1 b3 Model 2 Conceptual Diagram Statistical Diagram Conditional effect of X on Y = b1 + b4M + b5W W XW XM b4 b5
  • 5. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press M Y X Y b2 eY 1 M X W b1 b3 Model 3 Conceptual Diagram Statistical Diagram Conditional effect of X on Y = b1 + b4M + b5W+ b7MW XW XM b4 b5 XMW MW b6 b7 W
  • 6. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 c' Model 4 Conceptual Diagram Statistical Diagram Indirect effect of X on Y through Mi = ai bi ai bi Mi Y X eMi 1 Direct effect of X on Y = c' Note: Model 4 allows up to 10 mediators operating in parallel.
  • 7. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Conceptual Diagram Statistical Diagram Relative indirect effect of X on Y through Mi = a1 bi Mi Y eMi 1 Relative direct effect of X on Y = Model 4 Multicategorical X with k categories (PROCESS v2.15 or later) D1 Dk-1 . . . X ak-1 c' 1 c' k-1 . . . . . . i Note: Model 4 allows up to 10 mediators operating in parallel. a1 bi . . . {ak-1 bi c'1 . . . {c'k-1
  • 8. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 5 Conceptual Diagram Statistical Diagram Indirect effect of X on Y through Mi = ai bi ai bi Mi Y X eMi 1 Conditional direct effect of X on Y = c1' + c3'W *Model 5 allows up to 10 mediators operating in parallel W W XW c1' c2' c3'
  • 9. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press M1 Y X eY 1 Model 6 (2 mediators) Conceptual Diagram Statistical Diagram Indirect effect of X on Y through Mi only = ai bi eM1 1 Direct effect of X on Y = c' M2 M1 Y X c' a1 M2 a2 b1 b2 d21 eM2 1 Indirect effect of X on Y through M1 and M2 in serial = a1 d21 b2 Note: Model 6 allows up to 4 mediators operating in serial.
  • 10. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Conceptual Diagram Statistical Diagram Model 6 (3 mediators) Y X M1 M3 M2 Y X M1 M3 M2 eM3 eY eM1 eM2 c' b1 b2 b3 a1 a2 a3 d21 d32 d31 1 1 1 1 Indirect effect of X on Y through Mi only = ai bi Direct effect of X on Y = c' Indirect effect of X on Y through M1 and M2 in serial = a1 d21 b2 Indirect effect of X on Y through M1 and M3 in serial = a1 d31 b3 Indirect effect of X on Y through M1, M2, and M3 in serial = a1 d21 d32 b3 Indirect effect of X on Y through M2 and M3 in serial = a2 d32 b3
  • 11. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Conceptual Diagram Statistical Diagram Model 6 (4 mediators) Y X M1 M3 M2 a1 Indirect effect of X on Y through Mi only = ai bi Direct effect of X on Y = c' Indirect effect of X on Y through M1 and M2 in serial = a1 d21 b2 Indirect effect of X on Y through M1 and M3 in serial = a1 d31 b3 Indirect effect of X on Y through M1, M2, M3, and M4 in serial = a1 d21 d32 d43 b4 Indirect effect of X on Y through M2 and M3 in serial = a2 d32 b3 M4 eM1 1 Y X M1 M3 M2 M4 eM2 1 eM3 1 eM4 1 eY 1 a2 a3 a4 c' b3 b4 b2 b1 d32 d21 d43 d31 d42 d41 Indirect effect of X on Y through M1 and M4 in serial = a1 d41 b4 Indirect effect of X on Y through M2 and M4 in serial = a2 d42 b4 Indirect effect of X on Y through M3 and M4 in serial = a3 d43 b4 Indirect effect of X on Y through M1, M2, and M3 in serial = a1 d21 d32 b3 Indirect effect of X on Y through M1, M2, and M4 in serial = a1 d21 d42 b4 Indirect effect of X on Y through M1, M3, and M4 in serial = a1 d31 d43 b4 Indirect effect of X on Y through M2, M3, and M4 in serial = a2 d32 d43 b4
  • 12. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 c' Model 7 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW)bi a1i bi Mi Y X eMi 1 Direct effect of X on Y = c' Note: Model 7 allows up to 10 mediators operating in parallel. W W XW a2i a3i
  • 13. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 8 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW)bi a1i bi Mi Y X eMi 1 Conditional direct effect of X on Y = c1' + c3'W Note: Model 8 allows up to 10 mediators operating in parallel. W W XW a2i a3i c1' c2' c3'
  • 14. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 c' Model 9 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ) bi a1i bi Mi Y X eMi 1 Direct effect of X on Y = c' *Model 9 allows up to 10 mediators operating in parallel W W Z a2i a3i Z XW XZ a4i a5i
  • 15. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 10 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ) bi a1i bi Mi Y X eMi 1 *Model 10 allows up to 10 mediators operating in parallel W W Z a2i a3i Z XW XZ a4i a5i c1' c2' c3' c4' c5' Conditional direct effect of X on Y = c1' + c4'W + c5'Z
  • 16. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 X W Model 11 Conceptual Diagram Statistical Diagram XW WZ XZ XWZ Z Z eMi Mi c' a1i a2i a3i a4i a5i bi a6i a7i Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) bi *Model 11 allows up to 10 mediators operating in parallel Direct effect of X on Y = c' W Mi 1
  • 17. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 X W Model 12 Conceptual Diagram Statistical Diagram XW WZ XZ XWZ Z eMi Mi a1i a2i a3i a4i a5i bi a6i a7i Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) bi Note: Model 12 allows up to 10 mediators operating in parallel. c1' c2' c3' c4' c5' c6' c7' Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ Z W Mi 1
  • 18. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 Mi X W Model 13 Conceptual Diagram Statistical Diagram XW WZ XZ XWZ Z eMi Mi a1i a2i a3i a4i a5i bi a6i a7i Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) bi *Model 13 allows up to 10 mediators operating in parallel c1' c2' c3' Conditional direct effect of X on Y = c1' + c3'W Z W 1
  • 19. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 14 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = ai (b1i + b3iV) ai b1i Mi Y X eMi 1 Direct effect of X on Y = c' Note: Model 14 allows up to 10 mediators operating in parallel. V V MiV c' b2 b3i
  • 20. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 15 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = ai (b1i + b2iV) ai b1i Mi Y X eMi 1 Note: Model 15 allows up to 10 mediators operating in parallel. V V XV b2i MiV c1' c3' Conditional direct effect of X on Y = c1' + c3'V c2'
  • 21. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 16 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = ai (b1i + b4iV + b5iQ) ai b1i Mi Y X eMi 1 Direct effect of X on Y = c' *Model 16 allows up to 10 mediators operating in parallel V V MiV c' b2 b4i Q Q MiQ b3 b5i
  • 22. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 17 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = ai (b1i + b2iV + b3iQ) ai b1i Mi Y X eMi 1 Conditional direct effect of X on Y = c1' + c4'V + c5'Q *Model 17 allows up to 10 mediators operating in parallel V V MiV Q Q MiQ XQ XV b2i b3i c1' c2' c3' c4' c5'
  • 23. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 Mi X V Model 18 Conceptual Diagram Statistical Diagram VQ Q Q eMi Mi c' ai Conditional indirect effect of X on Y through Mi = ai (b1i + b4iV + b5iQ + b7iVQ) *Model 18 allows up to 10 mediators operating in parallel Direct effect of X on Y = c' V MiV MiQ MiVQ b1i b2 b3 b4i b5i b6 b7i 1
  • 24. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 19 allows up to 10 mediators operating in parallel Y X Y eY 1 Mi X V Model 19 Conceptual Diagram Statistical Diagram VQ Q Q eMi Mi ai Conditional indirect effect of X on Y through Mi = ai (b1i + b2iV + b3iQ + b4iVQ) V MiV MiQ MiVQ b1i b2i b3i b4i XV XQ XVQ c1' c2' c3' c4' c5' c6' c7' Conditional direct effect of X on Y = c1' + c4'V + c5'Q + c7'VQ 1
  • 25. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 Mi X V Model 20 Conceptual Diagram Statistical Diagram VQ Q Q eMi Mi ai Conditional indirect effect of X on Y through Mi = ai (b1i + b3iV + b4iQ + b6iVQ) *Model 20 allows up to 10 mediators operating in parallel V MiV MiQ MiVQ b1i b2 b3 b4i b5i b6i XV c1' c2' c3' Conditional direct effect of X on Y = c1' + c3'V 1
  • 26. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 21 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV) Direct effect of X on Y = c' Note: Model 21 allows up to 10 mediators operating in parallel. V W eY 1 c' a1i Mi Y X eMi 1 W XW a2i a3i MiV V b1i b2 b3i
  • 27. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 22 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV) Note: Model 22 allows up to 10 mediators operating in parallel. V W eY 1 a1i Mi Y X eMi 1 W XW a2i a3i MiV V b1i b2 b3i Conditional direct effect of X on Y = c1' + c3'W c1' c2' c3'
  • 28. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 23 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b3iV) *Model 23 allows up to 10 mediators operating in parallel V W Direct effect of X on Y = c' Z eY 1 Statistical Diagram a1i b1i Mi Y X eMi 1 W XW a2i MiV a3i Z XZ a4i a5i b2 c' V b3i
  • 29. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 24 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b3iV) *Model 24 allows up to 10 mediators operating in parallel V W Conditional direct effect of X on Y = c1' + c4'W + c5' Z Z eY 1 Statistical Diagram a1i b1i Mi Y X eMi 1 W XW a2i MiV a3i Z XZ a4i a5i b2 V b3i c1' c2' c3' c4' c5'
  • 30. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 X W Model 25 Conceptual Diagram Statistical Diagram XW WZ XZ XWZ Z Z eMi Mi c' a1i a2i a3i a4i a5i b1i a6i a7i Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iV) *Model 25 allows up to 10 mediators operating in parallel Direct effect of X on Y = c' W MiV Mi V b3i b2 V 1
  • 31. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 X W Model 26 Conceptual Diagram Statistical Diagram XW WZ XZ XWZ Z eMi Mi a1i a2i a3i a4i a5i a6i a7i *Model 26 allows up to 10 mediators operating in parallel c1' c2' c3' c4' c5' c6' c7' Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ Z W Mi MiV V b3i b2 V Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iV) b1i 1
  • 32. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Y eY 1 X W Model 27 Conceptual Diagram Statistical Diagram XW WZ XZ XWZ Z eMi Mi a1i a2i a3i a4i a5i a6i a7i *Model 27 allows up to 10 mediators operating in parallel c1' c2' c3' Conditional direct effect of X on Y = c1' + c3'W Z W Mi MiV V b3i b2 V Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iV) b1i 1
  • 33. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 28 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV) b1i Mi Y X eMi 1 *Model 28 allows up to 10 mediators operating in parallel V W XV c1' Conditional direct effect of X on Y = c1' + c3'V W MiV V XW a1i a2i a3i c3' c2' b2i
  • 34. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 29 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV) b1i Mi Y X eMi 1 *Model 29 allows up to 10 mediators operating in parallel V W XV c1' c2' Conditional direct effect of X on Y = c1' + c4'W + c5'V W MiV V XW a1i a2i a3i c4' c3' b2i c5'
  • 35. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 30 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV) *Model 30 allows up to 10 mediators operating in parallel V W Conditional direct effect of X on Y = c1' + c3'V Z eY 1 Statistical Diagram a1i b1i Mi Y X eMi 1 W XW a2i MiV a3i Z XZ a4i a5i V b2i c1' c2' c3' XV
  • 36. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 31 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV) *Model 31 allows up to 10 mediators operating in parallel V W Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'V Z eY 1 Statistical Diagram a1i b1i Mi Y X eMi 1 W XW a2i MiV a3i Z XZ a4i a5i XV b2i c1' c2' c3' V c4' c5' c7' c6'
  • 37. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 32 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 32 Conceptual Diagram Statistical Diagram WZ Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV) MiV XV b1i b2i XW XZ XWZ c1' Conditional direct effect of X on Y = c1' + c3'V Mi Y X a1i a2i a3i Z W V V a4i a5i a6i a7i c2' c3' 1
  • 38. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 33 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 33 Conceptual Diagram Statistical Diagram WZ Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV) MiV XV b1i b2i XW XZ XWZ c1' c2' c3' c4' c6' Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ + c9'V Mi Y X a1i a2i a3i Z W V V a4i a5i a6i a7i c5' c7' c8' c9' 1
  • 39. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 34 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 34 Conceptual Diagram Statistical Diagram WZ Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV) MiV XV b1i b2i XW XZ XWZ c1' c2' c3' c4' c5' Conditional direct effect of X on Y = c1' + c3'W + c5'V Mi Y X a1i a2i a3i Z W V V a4i a5i a6i a7i 1
  • 40. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y eY 1 Mi W X Model 35 Statistical Diagram Q eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ) *Model 35 allows up to 10 mediators operating in parallel Direct effect of X on Y = c' MiV MiQ b1i b2 b3 b4i b5i Mi Y X Conceptual Diagram V Q W V XW c' a1i a2i a3i 1
  • 41. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 36 Conceptual Diagram *Model 36 allows up to 10 mediators operating in parallel V Q Y eY 1 Mi W X Statistical Diagram Q eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ) b1i b2i b3i V XW a1i a2i a3i V W MiV MiQ XV XQ c1' c2' c3' c5' c4' Conditional direct effect of X on Y = c1' + c4'V + c5'Q 1
  • 42. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 37 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ + b7iVQ) *Model 37 allows up to 10 mediators operating in parallel Direct effect of X on Y = c' V W Y eY 1 Mi W X Statistical Diagram Q eMi b1i b6 b7i V XW a1i a2i a3i VQ MiVQ c' MiV MiQ b2 b3 b4i b5i 1
  • 43. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 38 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ + b4iVQ) *Model 38 allows up to 10 mediators operating in parallel V W Y eY 1 Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i VQ MiVQ MiV MiQ b2i b3i b4i XV XVQ XQ c1' c4' c5' c2' c3' c7' Conditional direct effect of X on Y = c1' + c4'V + c5'Q + c7'VQ c6' 1
  • 44. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 39 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV + b4iQ + b6iVQ) *Model 39 allows up to 10 mediators operating in parallel V W Y eY 1 Mi W X Statistical Diagram VX eMi b1i b6i V XW a1i a2i a3i VQ MiVQ MiV MiQ b2 b3i b4i b5 Q c1' c2' c3' Conditional direct effect of X on Y = c1' + c3'V 1
  • 45. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y eY 1 Mi W X Model 40 Statistical Diagram Q eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ) *Model 40 allows up to 10 mediators operating in parallel Conditional direct effect of X on Y = c1' + c3'W MiV MiQ b1i b2 b3 b4i b5i Mi Y X Conceptual Diagram V Q W V XW a1i a2i a3i c1' c2' c3' 1
  • 46. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 41 Conceptual Diagram *Model 41 allows up to 10 mediators operating in parallel V Q Y eY 1 Mi W X Statistical Diagram Q eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ) b1i b2i b3i V XW a1i a2i a3i V W MiV MiQ XV XQ c1' c2' c3' c7' c6' Conditional direct effect of X on Y = c1' + c3'W + c6'V + c7'Q c4' c5' 1
  • 47. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 42 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iV + b5iQ + b7iVQ) *Model 42 allows up to 10 mediators operating in parallel Conditional direct effect of X on Y = c1' + c3'W V W Y eY 1 Mi W X Statistical Diagram Q eMi b1i b6i b7i V XW a1i a2i a3i VQ MiVQ MiV MiQ b2i b3i b4i b5i c1' c2' c3' 1
  • 48. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 43 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iV + b3iQ + b4iVQ) *Model 43 allows up to 10 mediators operating in parallel V W Y eY 1 Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i VQ MiVQ MiV MiQ b2i b3i b4i XV XVQ XQ c1' c6' c7' c4' c5' c9' Conditional direct effect of X on Y = c1' + c3'W + c6'V + c7'Q + c9'VQ c8' c2' c3' 1
  • 49. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 44 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b3iV + b4iQ + b6iVQ) *Model 44 allows up to 10 mediators operating in parallel V W Y eY 1 Mi W X Statistical Diagram VX eMi b1i b6i V XW a1i a2i a3i VQ MiVQ MiV MiQ b2 b3i b4i b5i Q c1' c4' c5' Conditional direct effect of X on Y = c1' + c3'W + c5'V c2' c3' 1
  • 50. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 45 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ) *Model 45 allows up to 10 mediators operating in parallel V W Direct effect of X on Y = c' Z Statistical Diagram Y eY 1 X W XW V XZ Q Z eMi c' a1i a2i a3i a4i a5i b1i MiV Mi b4i b2 Q MiQ b3 b5i 1
  • 51. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 46 Conceptual Diagram Mi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b4iV + b5iQ) *Model 46 allows up to 10 mediators operating in parallel Direct effect of X on Y = c' Z W Y Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i MiV MiQ WZ c' Z XZ XWZ b2 b3 b4i b5i a4i a5i a6i a7i V Q eY 1 1
  • 52. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 47 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ + b7iVQ) *Model 47 allows up to 10 mediators operating in parallel V Direct effect of X on Y = c' Y eY 1 Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i VQ MiV MiQ c' MiVQ Z XZ b2 b3 b4i b5i b6i b7i a4i a5i W Z 1
  • 53. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X Model 48 Conceptual Diagram Q Mi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) . (b1i + b4iV + b5iQ + b7iVQ) *Model 48 allows up to 10 mediators operating in parallel V Direct effect of X on Y = c' Z W Y eY 1 Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i VQ MiV MiQ WZ c' MiVQ Z XZ XWZ b2 b3 b4i b5i b6i b7i a4i a5i a6i a7i 1
  • 54. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 49 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ) *Model 49 allows up to 10 mediators operating in parallel V W Z Statistical Diagram Y eY 1 X W XW V XZ Q Z eMi a1i a2i a3i a4i a5i b1i MiV Mi b4i b2 Q MiQ b3 b5i Conditional direct effect of X on Y = + c1' + c4'W + c5' Z c1' c2' c4' c5' c3' 1
  • 55. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 50 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV + b3iQ) *Model 50 allows up to 10 mediators operating in parallel V W Z Q Y Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i XV MiV MiQ XQ Z XZ b2i b3i a4i a5i eY 1 c1' c2' c3' c4' c5' Conditional direct effect of X on Y = c1' + c4'V + c5'Q 1
  • 56. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 51 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b4iV + b5iQ) *Model 51 allows up to 10 mediators operating in parallel V Q Y Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i MiV MiQ Z XZ b4i b5i a4i a5i eY 1 c1' c2' c3' c4' c5' Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ Z W WZ XWZ b2 b3 a6i a7i c6' c7' 1
  • 57. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 52 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iV + b3iQ) *Model 52 allows up to 10 mediators operating in parallel V Q Y Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i XV XQ Z XZ b2i b3i a4i a5i c1' c2' c3' c4' c5' Conditional direct effect of X on Y = c1' + c4'V + c5'Q Z W WZ XWZ a6i a7i MiV MiQ eY 1 1
  • 58. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 53 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iV + b5iQ + b7iVQ) *Model 53 allows up to 10 mediators operating in parallel Y Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i MiV MiQ Z XZ b4i b5i a4i a5i eY 1 c1' c2' c3' c4' c5' Conditional direct effect of X on Y = c1' + c4'W + c5'Z b2 b3 Q V W Z MiVQ VQ b6 b7i 1
  • 59. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 54 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iV + b3iQ + b4iVQ) *Model 54 allows up to 10 mediators operating in parallel Y Mi W X Statistical Diagram Q eMi b1i V XW a1i a2i a3i MiV MiQ Z XZ b2i b3i a4i a5i c1' c2' c3' c4' c6' Conditional direct effect of X on Y = c1' + c4'V + c5'Q + c7'VQ Q V W Z MiVQ VQ b4i XQ XV XVQ eY 1 c5' c7' 1
  • 60. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 55 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) . (b1i + b4iV + b5iQ + b7iVQ) *Model 55 allows up to 10 mediators operating in parallel Statistical Diagram Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ Q V W Z Y Mi W X Q eMi b1i V XW a1i a2i a3i MiV MiQ Z XZ b4i b5i a4i a5i c1' c2' c3' c4' c5' WZ XWZ b2 b3 a6i a7i c6' c7' VQ MiVQ b6 b7i eY 1 1
  • 61. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 56 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) . (b1i + b2iV + b3iQ + b4iVQ) *Model 56 allows up to 10 mediators operating in parallel Statistical Diagram Conditional direct effect of X on Y = (c1' + c4'V + c5'Q + c7'VQ) Q V W Z Y Mi W X Q eMi b1i V XW a1i a2i a3i MiV MiQ Z XZ b4i a4i a5i c1' WZ XWZ a6i a7i VQ MiVQ eY 1 XV XQ XVQ c2' c3' c4' c5' c6' c7' b2i b3i 1
  • 62. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X Model 57 Conceptual Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) . (b1i + b2iV + b3iQ + b4iVQ) *Model 57 allows up to 10 mediators operating in parallel Statistical Diagram Conditional direct effect of X on Y = (c1' + c4'W + c5'Z + c7'WZ + c10'V + c11'Q + c13'VQ) Q V W Z Y Mi W X Q eMi b1i V XW a1i a2i a3i MiV MiQ Z XZ b4i a4i a5i c1' c2' c3' c4' c5' WZ XWZ a6i a7i c6' c7' VQ MiVQ eY 1 XV XQ XVQ c8' c9' c10' c11' c12' c13' b2i b3i 1
  • 63. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Y X eY 1 Model 58 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b3iW) a1i b1i Mi Y X eMi 1 Note: Model 58 allows up to 10 mediators operating in parallel. W c' Direct effect of X on Y = c' Mi W XW a2i MiW b3i b2 a3i
  • 64. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press eY 1 Model 59 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b2iW) a1i b1i Mi Y X eMi 1 Note: Model 59 allows up to 10 mediators operating in parallel. c1' W XW a2i MiW b2i a3i Mi Y X W c3' c2' Conditional direct effect of X on Y = c1' + c3'W
  • 65. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press eY 1 Model 60 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b3iW) a1i b1i Mi Y X eMi 1 *Model 60 allows up to 10 mediators operating in parallel c' W XW a2i MiW b3i a3i Mi Y X W Direct effect of X on Y = c' Z Z XZ a4i a5i b2
  • 66. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press eY 1 Model 61 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b2iW) a1i b1i Mi Y X eMi 1 *Model 61 allows up to 10 mediators operating in parallel c1' W XW a2i MiW b2i a3i Mi Y X W c3' c2' Conditional direct effect of X on Y = c1' + c3'W Z Z XZ a4i a5i
  • 67. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press eY 1 Model 62 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b3iW) a1i b1i Mi Y X eMi 1 *Model 62 allows up to 10 mediators operating in parallel W XW a2i MiW b3i a3i Mi Y X W Z Z XZ a4i a5i b2 c1' c2' c3' Conditional direct effect of X on Y = c1' + c3'Z
  • 68. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press eY 1 Model 63 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a4iW+ a5iZ) (b1i + b2iW) a1i b1i Mi Y X eMi 1 *Model 63 allows up to 10 mediators operating in parallel W XW a2i MiW a3i Mi Y X W Z Z XZ a4i a5i b2i c1' c2' c3' Conditional direct effect of X on Y = c1' + c4'W + c5'Z c4' c5'
  • 69. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press eY 1 Model 64 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b4iW + b5iV) a1i b1i Mi Y X eMi 1 *Model 64 allows up to 10 mediators operating in parallel c' W XW a2i b4i a3i Mi Y X W Direct effect of X on Y = c' V MiV b3 b5i V b2 MiW
  • 70. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Model 65 Conceptual Diagram Statistical Diagram *Model 65 allows up to 10 mediators operating in parallel Mi Y X W Conditional direct effect of X on Y = c1' + c3'W V eY 1 a1i b1i Mi Y X c1' W XW a2i b3i a3i c3' c2' MiV b2 b4i V eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b3iW + b4iV) MiW 1
  • 71. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Model 66 Conceptual Diagram Statistical Diagram *Model 66 allows up to 10 mediators operating in parallel Mi Y X W Conditional direct effect of X on Y = c1' + c3'V V eY 1 a1i b1i Mi Y X c1' W a2i a3i c2' MiV b4i XW eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b3iW + b4iV) XV MiW b3i c3' b2 V 1
  • 72. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Model 67 Conceptual Diagram Statistical Diagram *Model 67 allows up to 10 mediators operating in parallel Mi Y X W Conditional direct effect of X on Y = c1' + c3'W + c5'V V eY 1 a1i b1i Mi Y X c1' W a2i a3i c2' MiV b3i XW eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW) (b1i + b2iW + b3iV) XV MiW b2i c5' V c3' c4' 1
  • 73. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 68 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 68 Conceptual Diagram Statistical Diagram WZ Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b3iW) MiW b1i b3i XW XZ XWZ c' Direct effect of X on Y = c' Mi Y X W Z a1i a2i a3i a4i a5i a6i a7i b2 1
  • 74. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 69 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 69 Conceptual Diagram Statistical Diagram WZ Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ)(b1i + b2iW) MiW b1i b2i XW XZ XWZ c1' c2' c3' c4' c5' c6' c7' Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ Mi Y X W Z a1i a2i a3i a4i a5i a6i a7i 1
  • 75. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 70 allows up to 10 mediators operating in parallel Y eY 1 Mi X Model 70 Conceptual Diagram Statistical Diagram WV W eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b4iW + b5iV + b7iWV) MiW MiV MiWV b1i b2 b4i b5i XW c' Direct effect of X on Y = c' Mi Y X W V a1i a2i a3i V b3 b7i b6 1
  • 76. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 71 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 71 Conceptual Diagram Statistical Diagram WV V eMi Conditional indirect effect of X on Y through Mi = (a1i + a3iW)(b1i + b2iW + b3iV + b4iWV) MiW MiV MiWV b1i b2i b3i b4i XW XV XWV c1' c2' c3' c4' c5' c6' c7' Conditional direct effect of X on Y = c1' + c4'W + c5'V + c7'WV Mi Y X W V a1i a2i a3i 1
  • 77. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 72 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 72 Conceptual Diagram Statistical Diagram WZ Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) . (b1i + b4iW + b5iZ + b7iWZ) MiW MiZ MiWZ b1i b2 b3 b4i XW XZ XWZ c' Direct effect of X on Y = c' Mi Y X W Z a1i a2i a3i a4i a5i a6i a7i b5i b6 b7i 1
  • 78. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 73 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 73 Conceptual Diagram Statistical Diagram WZ Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ + a7iWZ) . (b1i + b2iW + b3iZ + b4iWZ) MiW MiZ MiWZ b1i b2i b3i b4i XW XZ XWZ c1' c2' c3' c4' c5' c6' c7' Conditional direct effect of X on Y = c1' + c4'W + c5'Z + c7'WZ Mi Y X W Z a1i a2i a3i a4i a5i a6i a7i 1
  • 79. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press Mi Y X eY 1 Model 74 Conceptual Diagram Statistical Diagram Conditional indirect effect of X on Y through Mi = ai (b1i + c2i'X) ai b1i Mi Y X eMi 1 Note: Model 74 allows up to 10 mediators operating in parallel. PROCESS does not produce a table of conditional direct effects for model 74. With only one mediator, use model 1 to generate the conditional direct effects, specifying M as moderator. XMi c1' c2i' Conditional direct effect of X = c1' + c2i'M
  • 80. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 75 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Model 75 (PROCESS v2.05 or later) Conceptual Diagram Statistical Diagram Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b4iW + b5iZ) MiZ b1i b2 b3 b4i XW XZ c' Direct effect of X on Y = c' Mi Y X W Z a1i a2i a3i a4i a5i b5i 1 MiW
  • 81. Model templates for PROCESS for SPSS and SAS c ⃝2013-2016 Andrew F. Hayes and The Guilford Press *Model 76 allows up to 10 mediators operating in parallel Y eY 1 Mi X W Conceptual Diagram Statistical Diagram Z eMi Conditional indirect effect of X on Y through Mi = (a1i + a4iW + a5iZ)(b1i + b2iW + b3iZ) MiZ b1i b2i XW XZ a1i a2i a3i a4i a5i b3i 1 MiW Conditional direct effect of X on Y = c1' + c4'W + c5'Z c2' c3' c4' c5' c1' Mi Y X W Z Model 76 (PROCESS v2.05 or later)