This interpretation is from “this one multivariate” spv file.
Comment by Deepti goyal: This is the command that is used in the SPSS to generate the output where in you have included the effect of the main variables and their interaction effect. But I am not sure if you really need to include so many interactions because it will be very difficult to interpret them. For example a variable with three interactions will be gender*repeated a grade 1-6*repeated a grade 7-9 will be too confusing to explain.
GLM ST038Q01NA ST038Q02NA ST038Q03NA ST038Q04NA ST038Q05NA ST038Q06NA ST038Q07NA ST038Q08NA BY
ST004D01T ST127C01TA ST127C02TA ST127C03TA ST127A01TA
/METHOD=SSTYPE(3)
/INTERCEPT=INCLUDE
/POSTHOC=ST004D01T ST127C01TA ST127C02TA ST127C03TA ST127A01TA(TUKEY SCHEFFE)
/CRITERIA=ALPHA(.05)
/DESIGN= ST004D01T ST127C01TA ST127C02TA ST127C03TA ST127A01TA ST004D01T*ST127C01TA
ST004D01T*ST127C02TA ST004D01T*ST127C03TA ST004D01T*ST127A01TA ST127C01TA*ST127C02TA
ST127C01TA*ST127C03TA ST127C01TA*ST127A01TA ST127C02TA*ST127C03TA ST127C02TA*ST127A01TA
ST127C03TA*ST127A01TA ST004D01T*ST127C01TA*ST127C02TA ST004D01T*ST127C01TA*ST127C03TA
ST004D01T*ST127C01TA*ST127A01TA ST004D01T*ST127C02TA*ST127C03TA ST004D01T*ST127C02TA*ST127A01TA
ST004D01T*ST127C03TA*ST127A01TA ST127C01TA*ST127C02TA*ST127C03TA ST127C01TA*ST127C02TA*ST127A01TA
ST127C01TA*ST127C03TA*ST127A01TA ST127C02TA*ST127C03TA*ST127A01TA
ST004D01T*ST127C01TA*ST127C02TA*ST127C03TA ST004D01T*ST127C01TA*ST127C02TA*ST127A01TA
ST004D01T*ST127C01TA*ST127C03TA*ST127A01TA ST004D01T*ST127C02TA*ST127C03TA*ST127A01TA
ST127C01TA*ST127C02TA*ST127C03TA*ST127A01TA ST004D01T*ST127C01TA*ST127C02TA*ST127C03TA*ST127A01TA.
General Linear Model
[DataSet1] C:\Users\ssoliman\Downloads\pisa 2015 us stu.sav
Warnings
Post hoc tests are not performed for Student (Standardized) Gender because there are fewer than three groups. Comment by Deepti goyal: post hoc tests are conducted when we conduct ANOVA and ANOVA is used when the categorical variable has more than 2 categories. Since the gender variable has only two categories, post hoc tests could not be conducted for this variable.
Between-Subjects Factors
Value Label
N
Student (Standardized) Gende
1
Female
2579
2
Male
2495
NAT/Have you ever repeated a grade? In grades 1-6
1
No, neve
4793
2
Yes, once
276
3
Yes, twice or more
5
NAT/Have you ever repeated a grade? In grades 7-9
1
No, neve
4983
2
Yes, once
83
3
Yes, twice or more
8
NAT/Have you ever repeated a grade? In grades 10-12
1
No, neve
5016
2
Yes, once
51
3
Yes, twice or more
7
NAT/Have you ever repeated a grade? In kindergarten
1
No, neve
4888
2
Yes, once
181
3
Yes, twice or more
5
Multivariate Testsa
Effect
Value
F
Hypothesis df
E
or df
Sig.
Intercept
Pillai's Trace
.064
43.052
8.000
XXXXXXXXXX
.000
Wilks' Lambda
.936
43.052
8.000
XXXXXXXXXX
.000
Hotelling's Trace
.068
43.052
8.000
XXXXXXXXXX
.000
Roy's Largest Root
.068
43.052
8.000
XXXXXXXXXX
.000
ST004D01T
Pillai's Trace
.002
1.024
8.000
XXXXXXXXXX
.415
Wilks' Lambda
.998
1.024
8.000
XXXXXXXXXX
.415
Hotelling's Trace
.002
1.024
8.000
XXXXXXXXXX
.415
Roy's Largest Root
.002
1.024
8.000
XXXXXXXXXX
.415
ST127C01TA
Pillai's Trace
.005
1.666
16.000
XXXXXXXXXX
.046
Wilks' Lambda
.995
1.666
16.000
XXXXXXXXXX
.046
Hotelling's Trace
.005
1.667
16.000
XXXXXXXXXX
.045
Roy's Largest Root
.004
2.830c
8.000
XXXXXXXXXX
.004
ST127C02TA
Pillai's Trace
.006
1.899
16.000
XXXXXXXXXX
.016
Wilks' Lambda
.994
1.901
16.000
XXXXXXXXXX
.016
Hotelling's Trace
.006
1.902
16.000
XXXXXXXXXX
.016
Roy's Largest Root
.006
3.614c
8.000
XXXXXXXXXX
.000
ST127C03TA
Pillai's Trace
.007
2.194
16.000
XXXXXXXXXX
.004
Wilks' Lambda
.993
2.194
16.000
XXXXXXXXXX
.004
Hotelling's Trace
.007
2.194
16.000
XXXXXXXXXX
.004
Roy's Largest Root
.005
2.946c
8.000
XXXXXXXXXX
.003
ST127A01TA
Pillai's Trace
.011
3.378
16.000
XXXXXXXXXX
.000
Wilks' Lambda
.989
3.377
16.000
XXXXXXXXXX
.000
Hotelling's Trace
.011
3.376
16.000
XXXXXXXXXX
.000
Roy's Largest Root
.006
3.688c
8.000
XXXXXXXXXX
.000
ST004D01T * ST127C01TA
Pillai's Trace
.002
1.420
8.000
XXXXXXXXXX
.183
Wilks' Lambda
.998
1.420
8.000
XXXXXXXXXX
.183
Hotelling's Trace
.002
1.420
8.000
XXXXXXXXXX
.183
Roy's Largest Root
.002
1.420
8.000
XXXXXXXXXX
.183
ST004D01T * ST127C02TA
Pillai's Trace
.001
.891
8.000
XXXXXXXXXX
.523
Wilks' Lambda
.999
.891
8.000
XXXXXXXXXX
.523
Hotelling's Trace
.001
.891
8.000
XXXXXXXXXX
.523
Roy's Largest Root
.001
.891
8.000
XXXXXXXXXX
.523
ST004D01T * ST127C03TA
Pillai's Trace
.002
1.523
8.000
XXXXXXXXXX
.143
Wilks' Lambda
.998
1.523
8.000
XXXXXXXXXX
.143
Hotelling's Trace
.002
1.523
8.000
XXXXXXXXXX
.143
Roy's Largest Root
.002
1.523
8.000
XXXXXXXXXX
.143
ST004D01T * ST127A01TA
Pillai's Trace
.003
1.053
16.000
XXXXXXXXXX
.396
Wilks' Lambda
.997
1.053
16.000
XXXXXXXXXX
.396
Hotelling's Trace
.003
1.053
16.000
XXXXXXXXXX
.396
Roy's Largest Root
.003
1.687c
8.000
XXXXXXXXXX
.096
ST127C01TA * ST127C02TA
Pillai's Trace
.001
.917
8.000
XXXXXXXXXX
.501
Wilks' Lambda
.999
.917
8.000
XXXXXXXXXX
.501
Hotelling's Trace
.001
.917
8.000
XXXXXXXXXX
.501
Roy's Largest Root
.001
.917
8.000
XXXXXXXXXX
.501
ST127C01TA * ST127C03TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST127C01TA * ST127A01TA
Pillai's Trace
.002
1.301
8.000
XXXXXXXXXX
.238
Wilks' Lambda
.998
1.301
8.000
XXXXXXXXXX
.238
Hotelling's Trace
.002
1.301
8.000
XXXXXXXXXX
.238
Roy's Largest Root
.002
1.301
8.000
XXXXXXXXXX
.238
ST127C02TA * ST127C03TA
Pillai's Trace
.005
3.294
8.000
XXXXXXXXXX
.001
Wilks' Lambda
.995
3.294
8.000
XXXXXXXXXX
.001
Hotelling's Trace
.005
3.294
8.000
XXXXXXXXXX
.001
Roy's Largest Root
.005
3.294
8.000
XXXXXXXXXX
.001
ST127C02TA * ST127A01TA
Pillai's Trace
.003
1.814
8.000
XXXXXXXXXX
.070
Wilks' Lambda
.997
1.814
8.000
XXXXXXXXXX
.070
Hotelling's Trace
.003
1.814
8.000
XXXXXXXXXX
.070
Roy's Largest Root
.003
1.814
8.000
XXXXXXXXXX
.070
ST127C03TA * ST127A01TA
Pillai's Trace
.003
.861
16.000
XXXXXXXXXX
.616
Wilks' Lambda
.997
.861
16.000
XXXXXXXXXX
.616
Hotelling's Trace
.003
.860
16.000
XXXXXXXXXX
.616
Roy's Largest Root
.002
1.124c
8.000
XXXXXXXXXX
.343
ST004D01T * ST127C01TA * ST127C02TA
Pillai's Trace
.002
1.129
8.000
XXXXXXXXXX
.340
Wilks' Lambda
.998
1.129
8.000
XXXXXXXXXX
.340
Hotelling's Trace
.002
1.129
8.000
XXXXXXXXXX
.340
Roy's Largest Root
.002
1.129
8.000
XXXXXXXXXX
.340
ST004D01T * ST127C01TA * ST127C03TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST004D01T * ST127C01TA * ST127A01TA
Pillai's Trace
.002
1.275
8.000
XXXXXXXXXX
.252
Wilks' Lambda
.998
1.275
8.000
XXXXXXXXXX
.252
Hotelling's Trace
.002
1.275
8.000
XXXXXXXXXX
.252
Roy's Largest Root
.002
1.275
8.000
XXXXXXXXXX
.252
ST004D01T * ST127C02TA * ST127C03TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST004D01T * ST127C02TA * ST127A01TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST004D01T * ST127C03TA * ST127A01TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST127C01TA * ST127C02TA * ST127C03TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST127C01TA * ST127C02TA * ST127A01TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST127C01TA * ST127C03TA * ST127A01TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST127C02TA * ST127C03TA * ST127A01TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST004D01T * ST127C01TA * ST127C02TA * ST127C03TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST004D01T * ST127C01TA * ST127C02TA * ST127A01TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX
.
Hotelling's Trace
.000
.
.000
2.000
.
Roy's Largest Root
.000
.000
8.000
XXXXXXXXXX
1.000
ST004D01T * ST127C01TA * ST127C03TA * ST127A01TA
Pillai's Trace
.000
.
.000
.000
.
Wilks' Lambda
1.000
.
.000
XXXXXXXXXX