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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Document preview page 1

Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 1

Document preview content for Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study

Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study

Solved assignment on the effects of time and gender on test scores using repeated measures ANOVA.

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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 1 preview imageRunning head:EXPLORATORY DATA ANALYSIS1Exploratory data analysisStudent’s nameProfessor’s name,Course titleDateAnalyze the changes in scores over a 12-week period using repeated measures ANOVA.Discuss the overall trend, gender differences, and interaction effects between time and gender.Include descriptive statistics, assumptions of sphericity, and interpret the results with appropriateAPA style tables. (Word Count: 800-1000 words)
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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 2 preview image
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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 3 preview imageEXPLORATORY DATA ANALYSIS21. Exploratory Data Analysis.a. Perform exploratory data analysis on the relevant variables in the dataset. When possible,include appropriate graphs to help illustrate the dataset.Descriptive StatisticsNMinimumMaximumMeanStd.DeviationPre-test score12165929.5812.221Week 2 score12226033.0810.113Week 4 score12276335.429.885Week 6 score12206035.6710.671Week 8 score12286539.929.718Week 10 score12336745.678.690Week 12 score12347350.0010.189Valid N(listwise)12
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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 4 preview imageEXPLORATORY DATA ANALYSIS3GenderFemaleMaleMeanMeanPre-test score2832Week 2 score3040Week 4 score3439Week 6 score3635Week 8 score3941Week 10 score4547Week 12 score4853
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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 5 preview imageEXPLORATORY DATA ANALYSIS4b. Give a one to two paragraph write up of the data once you have done this.c. Create an APA style table that presents descriptive statistics for the sample.
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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 6 preview imageEXPLORATORY DATA ANALYSIS5From the above analysis and graphs we can easily see that the mean score of the participants areincreasing with the increase over the course duration. So mean score is going high as the weeksare increasing from 0 to 12. The same thing is represented by the line graphs. First table is adescriptive statistics table with taking all participants together; second table is a divided with thegender of the participants.Similarly we have graphs shown above with taking all the participants as well as the participantswith males and females. All are showing the increasing trend in the mean score. It clearlyindicates that the mean score is increasing overall as well as within each category.
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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 7 preview imageEXPLORATORY DATA ANALYSIS62. Repeated Measures ANOVA. Perform repeated measures ANOVA using the “Activity 6.sav”data set. You will use Score_0 through Score_12 as your repeated measure (7 levels), and genderas a fixed factor.Within-SubjectsFactorsMeasure:MEASURE_1SCOREDependentVariabledimension11Score_02Score_23Score_44Score_65Score_86Score_107Score_12
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Exploratory Data Analysis: Analyzing the Impact of Time and Gender on Test Scores Using Repeated Measures ANOVA: A 12-Week Study - Page 8 preview imageEXPLORATORY DATA ANALYSIS7Between-Subjects FactorsValue LabelNGenderFFemale8MMale4Descriptive StatisticsGenderMeanStd.DeviationNPre-test scoreFemale28.258.1728Male32.2519.4324Total29.5812.22112Week 2 scoreFemale29.756.3198Male39.7513.8894
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