Module 5 - Case
FACTOR ANALYSIS/PRINCIPLE COMPONENT ANALYSIS
This Case Assignment will involve: 1) Factor analysis. 2) A comparison of statistical tests
*Please refer toSPSS Commandsfor tips on analyzing data.
1. Factor Analysis
A researcher is examining factors that predict language development among first grade students. The researcher believes that some of the variables may be correlated and would like to run factor analysis to reduce multicollinearity. The researcher would like to use factor analysis to examine the following variables from thedata file:
- reversal (syllable reversal),
- delete onset,
- judgment of tone,
- learn word (morpheme learning),
- odd word (pick up the odd word in four choices),
- circle word (select the correct "root" for the word),
- fill in word (fill in a word in a sentence),
Conduct Factor Analysis with SPSS. Write a report describing and interpreting the results of your factor analysis. Include relevant tables.
2) Compare statistical tests that were presented in RMS608 and RMS618
Complete the following table, which includes statistical tests from RMS608 and RMS618:
Statistical method |
Purpose /when to use |
Type of the data |
assumptions |
Descriptive statistics |
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T-test |
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ANOVA |
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ANCOVA |
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Chi-Square |
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Correlation |
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Simple Linear Regression |
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Multiple Linear Regression |
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Logistic Regression |
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MANOVA/MANCOVA |
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Repeated Measures |
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Factor Analysis |
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Assignment Expectations
Length: Case assignments should be at least 3 pages (750 words) in length excluding tables.
References: Any references used should be from academic sources and cited using APA format.
Organization: Subheadings should be used to organize your paper according to question
Format: This assignment should be written in a scientific format (as in the "Results" section of a peer-reviewed study). APA format is required for all assignments at the PhD level. Refer to the following guidelines in presenting tables and results in APA format: 1.APA Table Guidelines, 2.Reporting ResultsSee Syllabus page for more information on APA format.
Grammar and Spelling: While no points are deducted for minor errors, assignments are expected to adhere to standard guidelines of grammar, spelling, punctuation, and sentence syntax. Points may be deducted if grammar and spelling impact clarity.
The following items will be assessed in particular:
- Relevance—All content is connected to the question.
- Precision—Specific questions are addressed. Calculations, statements, facts, and statistics are specific and accurate.
- Depth of discussion—Points are presented and integrated.
- Evidence—Statements are well supported with facts, statistics or references.
- Logic—Presented discussion makes sense; conclusions are logically supported by premises, statements, or factual information.
- Clarity—Writing is concise and understandable, and subjects are sufficiently described.
- Objectivity—The use of first person and subjective bias are avoided.
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