An education researcher is interested in students’ motivation to study local history. The researcher believes that...

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An education researcher is interested in students’ motivation tostudy local history. The researcher believes that if studentsexperience a particular form of positive coaching, then they willbe more likely to show interest in local history.

This researcher is testing two hypotheses. The first is that thecoaching boosts self-efficacy and has an effect on students’motivation. The second is that this treatment effect is moderatedby year in school. Past research has suggested that there shouldnot be a main effect for school year. However, to control for thispossibility, a 2-way (2x2) factorial ANOVA is being conducted toaccount for any influence from school year, the treatment, and theinteraction of the two main effects.

To test the hypotheses, the research has obtained 28 participants:14 year-7 students and 14 year-10 students. From each group of 14,7 students were randomly chosen for the treatment group. After thetreatment, all students were given the same test. This test hasbeen used in previous research, has a range of 0 to 100, andmeasures students’ interest in issues relating to local history.(The higher the test score, the more positive the result.)

Use a 2x2 ANOVA with α=0.02α=0.02 to test the the data and evaluatethe hypotheses. Results are provided below for each group ofstudents.

Factor B: Treatment
Control:
No Coaching
Treatment:
Positive Coaching
Factor A:
School Year
Year 764.5
66.3
71.2
79.8
43.2
58.5
49.6
74.3
74.6
85.6
82.5
72.3
72.4
87.9
Year 1069.9
65.4
62.9
68.4
69.7
81.8
66.8
83.2
82.8
76.0
80.5
79.1
76.2
84.3



( 1a ) What is the F value for thetreatment effect?  
(Report answer accurate to 2 decimal place.)

( 1b ) What is the p-value for theF value for the treatment effect?  
(Report answer accurate to 4 decimal places.)

( 1c ) Does this support the researcher'shypothesis that the treatment has an effect on interest in localhistory?

  • yes
  • no



( 2a ) What is the F value for theschool-year effect?  
(Report answer accurate to 2 decimal place.)

( 2b ) What is the p-value for theF value for the school-year effect?  
(Report answer accurate to 4 decimal places.)

( 2c ) Does this support the researcher'sassumption that school-year does NOT have aneffect on interest in local history?

  • yes
  • no



( 3a ) What is the F value for theinteraction effect?  
(Report answer accurate to 2 decimal place.)

( 3b ) What is the p-value for theF value for the interaction effect?  
(Report answer accurate to 4 decimal places.)

( 3c ) Does this support the researcher'shypothesis that the treatment effect is moderated byschool-year?

  • yes
  • no



( 4 ) Based on these findings, which group can yousay had the higher average on the test?

  • year-7 students
  • year-10 students
  • group with no coaching
  • group with positive coaching
  • year-7 students in the control group
  • year-10 students in the control group
  • year-7 students in the treatment group
  • year-10 students in the treatment group

Answer & Explanation Solved by verified expert
3.9 Ratings (783 Votes)

Anova: Two-Factor With Replication
SUMMARY no coaching positive coaching Total
year 7
Count 7 7 14
Sum 433.1 549.6 982.7
Average 61.87143 78.51429 70.19286
Variance 157.5924 43.8781 167.5592
year 10
Count 7 7 14
Sum 484.9 562.1 1047
Average 69.27143 80.3 74.78571
Variance 36.66571 11.24 54.8567
Total
Count 14 14
Sum 918 1111.7
Average 65.57143 79.40714
Variance 104.4007 26.29764
ANOVA
Source of Variation SS df MS F P-value F crit
Sample 147.6604 1 147.6604 2.368476 0.13689 6.210859
Columns 1339.989 1 1339.989 21.49345 0.000105 6.210859
Interaction 55.16036 1 55.16036 0.884773 0.356269 6.210859
Within 1496.257 24 62.34405
Total 3039.067 27

F value for trwatment = 21.19345

p value = 0.0001

p value<0.0001, result is significant

researcher's hypothesis that the treatment has an effect on interest in local history?

  • yes

...................

F VALUE for school year effect =2.368

p value =0.13689

p value>0.02, no significant

researcher's assumption that school-year does NOT have an effect on interest in local history?

yes

.........................

F stat for intercation = 0.8847

p avlue =0.356

p value < 0.02, not significanr

researcher's hypothesis that the treatment effect is moderated by school-year?

NO

................


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