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Tutorial solutions week 4

Exercise 2.4

Ho: The presence of speech defect and socio economic groupings are independent of
each other.
H1: The presence of speech defect and socio economic groupings are related to each
other.

                         speech_defect * Socio_econ_grp Crosstabulation

  Count
                                                   Socio_econ_grp
                                  upper      upper middle   lower middle    lower     Total
  speech_defect     absent             42             121            138        108       409
                    present             8              24             32         27         91
  Total                                50             145            170        135       500




                         Chi-Square Tests

                                                     Asymp. Sig.
                              Value         df        (2-sided)
  Pearson Chi-Square             .765a           3           .858
  Likelihood Ratio               .770            3           .857
  Linear-by-Linear
                                 .725            1            .395
  Association
  N of Valid Cases               500
      a. 0 cells (.0%) have expected count less than 5. The
         minimum expected count is 9.10.


The results of the analysis show that there is no relationship between the presence or
absence of speech defect and socio economic status, χ2(3, N=500) =.77, p = .858.

Exercise 3.1

(b)

yijk = µ + αi + βj + (αβ)ij + eijk, where yijk~ N(mij, σ2) and eijk ~ N(0, σ2)

(c)

H1: There is difference in the population means of mother-child interaction scores
across the parity levels.
H2: There is difference in the population means of mother-child interaction scores
across the levels of birthweight.
H3: The levels of parity and birthweight interact to affect the population means of
mother-child interaction scores.
(d) and (e)

                           Tests of Between-Subjects Effects

  Dependent Variable: interact
                     Type III Sum
  Source              of Squares       df        Mean Square     F       Sig.
  Corrected Model         128.533a           5        25.707     6.598      .000
  Intercept              2065.067            1      2065.067   530.008      .000
  child                    13.067            1        13.067     3.354      .073
  birthwgt                 97.733            2        48.867    12.542      .000
  child * birthwgt         17.733            2         8.867     2.276      .112
  Error                   210.400           54         3.896
  Total                  2404.000           60
  Corrected Total         338.933           59
     a. R Squared = .379 (Adjusted R Squared = .322)
Estimated Marginal Means of interact


                             9.00                                                birthwgt
                                                                                   lbw<18
                                                                                   lbw >=18
                                                                                   nbw
                             8.00
  Estimated Marginal Means




                             7.00



                             6.00



                             5.00



                             4.00



                             3.00

                                    primi                  multi
                                              child




The plot suggests a possible interaction between parity and birthweight. There is an
increase in the mean interaction scores for multiparious mothers compared to
primiparous mothers if their babies are normal body weight or the babies are low
birthweight but the mothers are older than 18 years. Mean interaction scores
decreases for multiparous mothers compared to primiparous mothers if the babies
have low birthweights and the mothers are less than 18 years.
However, the ANOVA results do not support an interaction effect between the
explanatory variables, F(2,54) = 2.28, p = .112. The results indicate a significant
difference between the levels of birthweight, F(2,54) = 12.54, p = .000, but no
difference in the levels of parity, F(1,54) = 3.35, p = .073.

Exercise 3.2
ANOVA

  interact
                              Sum of
  child                       Squares     df        Mean Square     F          Sig.
  primi      Between Groups     18.200          2         9.100     3.461         .046
             Within Groups      71.000         27         2.630
             Total              89.200         29
  multi      Between Groups     97.267          2        48.633     9.420        .001
             Within Groups     139.400         27         5.163
             Total             236.667         29




The between SSs add up to 115.467 (71 + 97.267). The SSs for birthweight (97.733)
and the interaction (17.733) add up to 116.466.

Adjusted F-value for primiparous is 9.1/3.896 = 2.336

Adjusted F-value for multiparous is 48.633/3.896 = 12.483

You then compare these values to F(2, 54) = 3.17. So we retain the Ho that there is a
no difference in mean mother child interaction scores across the levels of birthweight
for the primiparous mothers, but we reject the Ho that there is a no difference in mean
mother child interaction scores across the levels of birthweight for the multiparous
mothers.

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E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 

Tutorial%20solutions%20%20week%204

  • 1. Tutorial solutions week 4 Exercise 2.4 Ho: The presence of speech defect and socio economic groupings are independent of each other. H1: The presence of speech defect and socio economic groupings are related to each other. speech_defect * Socio_econ_grp Crosstabulation Count Socio_econ_grp upper upper middle lower middle lower Total speech_defect absent 42 121 138 108 409 present 8 24 32 27 91 Total 50 145 170 135 500 Chi-Square Tests Asymp. Sig. Value df (2-sided) Pearson Chi-Square .765a 3 .858 Likelihood Ratio .770 3 .857 Linear-by-Linear .725 1 .395 Association N of Valid Cases 500 a. 0 cells (.0%) have expected count less than 5. The minimum expected count is 9.10. The results of the analysis show that there is no relationship between the presence or absence of speech defect and socio economic status, χ2(3, N=500) =.77, p = .858. Exercise 3.1 (b) yijk = µ + αi + βj + (αβ)ij + eijk, where yijk~ N(mij, σ2) and eijk ~ N(0, σ2) (c) H1: There is difference in the population means of mother-child interaction scores across the parity levels. H2: There is difference in the population means of mother-child interaction scores across the levels of birthweight. H3: The levels of parity and birthweight interact to affect the population means of mother-child interaction scores.
  • 2. (d) and (e) Tests of Between-Subjects Effects Dependent Variable: interact Type III Sum Source of Squares df Mean Square F Sig. Corrected Model 128.533a 5 25.707 6.598 .000 Intercept 2065.067 1 2065.067 530.008 .000 child 13.067 1 13.067 3.354 .073 birthwgt 97.733 2 48.867 12.542 .000 child * birthwgt 17.733 2 8.867 2.276 .112 Error 210.400 54 3.896 Total 2404.000 60 Corrected Total 338.933 59 a. R Squared = .379 (Adjusted R Squared = .322)
  • 3. Estimated Marginal Means of interact 9.00 birthwgt lbw<18 lbw >=18 nbw 8.00 Estimated Marginal Means 7.00 6.00 5.00 4.00 3.00 primi multi child The plot suggests a possible interaction between parity and birthweight. There is an increase in the mean interaction scores for multiparious mothers compared to primiparous mothers if their babies are normal body weight or the babies are low birthweight but the mothers are older than 18 years. Mean interaction scores decreases for multiparous mothers compared to primiparous mothers if the babies have low birthweights and the mothers are less than 18 years. However, the ANOVA results do not support an interaction effect between the explanatory variables, F(2,54) = 2.28, p = .112. The results indicate a significant difference between the levels of birthweight, F(2,54) = 12.54, p = .000, but no difference in the levels of parity, F(1,54) = 3.35, p = .073. Exercise 3.2
  • 4. ANOVA interact Sum of child Squares df Mean Square F Sig. primi Between Groups 18.200 2 9.100 3.461 .046 Within Groups 71.000 27 2.630 Total 89.200 29 multi Between Groups 97.267 2 48.633 9.420 .001 Within Groups 139.400 27 5.163 Total 236.667 29 The between SSs add up to 115.467 (71 + 97.267). The SSs for birthweight (97.733) and the interaction (17.733) add up to 116.466. Adjusted F-value for primiparous is 9.1/3.896 = 2.336 Adjusted F-value for multiparous is 48.633/3.896 = 12.483 You then compare these values to F(2, 54) = 3.17. So we retain the Ho that there is a no difference in mean mother child interaction scores across the levels of birthweight for the primiparous mothers, but we reject the Ho that there is a no difference in mean mother child interaction scores across the levels of birthweight for the multiparous mothers.