SCMA643 Lecture Materials | SCMA643 Homework with Solutions | SCMA643 data files |
Textbooks
Required: JMP for Basic Univariate and Multivariate
Statistics by Ann Lehman, Norm O'Rourke, Larry Hatcher, and Edward J.
Stepanski, SAS Institute Inc., Second Edition ISBN: 9781612906034 (e-book ISBN:
9781612906256)
Required: Discovering Statistics Using SPSS by Andy Field, Sage
publications, Fourth Edition ISBN: 9781446249185 (Third Edition ISBN: 9781847879073)
Suggested: Multivariate Data Analysis by Hair,
Black, Babin, Anderson and Tatham, 7th edition (2010) ISBN-13: 978-0138132637
from Prentice-Hall; you may also use 6th edition (2006) ISBN-10: 0130329290;
ISBN-13: 978-0130329295 which has all of the content that will be used in the
MGMT643 course.
Suggested: Applied Multivariate Statistics for
the Social Sciences by James P. Stevens
Fifth Edition (2009) published by Taylor & Francis, Inc. ISBN13: 9780805859034
You can also use Fourth Edition (2002) from Lawrence Erlbaum Associates Publishers
ISBN: 0-8058-3777-9 for paperback version & ISBN: 0-8058-3776-0 for hardback
version
There is a recently released Sixth Edition by Keenan A. Pituch & James P. Stevens ISBN: 9780415836661
Syllabus for SCMA643 - Spring 2016 (Word document)
Assignment
1 - Spring 2016 (Word document)
Assignment
2 - Spring 2016 (Word document)
Assignment
3 - Spring 2016 (Word document)
Term
Project - Spring 2016 (Word document)
Information for Microsoft Office
(VCU Web page, free for qualified VCU students)
Office 2013 is installed in our classroom and Dr. Andrews has Office 2016 on
his laptop. Excel will be used extensively throughout the course.
Information
for JMP Pro for VCU students (VCU Web page, free for qualified VCU students)
JMP Pro 12 will be installed in our classroom, but you may use another release.
It interfaces with Excel and has good graphic capabilities as well as advanced
statistical analysis capabilities.
JMP provided Learning Materials
(JMP Web page with links to videos and pdf files)
VCU students may install SPSS on personally owned computers. SPSS was
originally Statistical
Package for the Social
Sciences
VCU Information for SPSS
(Web page)
IBM SPSS 23 is installed on the computers in the classroom, but you may use
another release.
VCU class status during inclement weather (Web page)
Virginia General Assembly (Web page) If you are a Virginia resident then the amount you pay for tuition is basically determined by the portion of the total cost that is funded by the Commonwealth. Your legislators are the ones who determine this amount. You can find out who they are and how to contact them about the support provided for higher education.
ratemyprofessors.com(Web page)
Kristina Hash's overview of multivariate methods (Word document)
Introduction, Overview & prequisite material (Excel document)
Matrices, Data & Foundational Information (Excel document)
Matrix operations, basic descriptive statistics for multivariate data, eigenvalues
& eigenvectors for covariance matrices, Euclidean distance between two points
WolframAlpha a computational & knowledge engine (Web page)
Example
illustrating centering, standardizing & eigenvalues for data (xls Excel document)
Example
illustrating centering, standardizing & eigenvalues for data (xlsx Excel revised document)
Example
illustrating rotation of data (eigen vectors) (xls Excel document)
Example
illustrating rotation of data (eigen vectors) (xlsx Excel document)
Principal Component Analysis & Factor Analysis (Excel document)
Examples illustrating principal component method for factor analysis of 2 variables using covariance matrix and using correlation matrix.
Factor Analysis of X1-X7 of HATCO data with JMP, SAS & SPSS previous file
Factor Analysis of X1-X7 of HATCO data with JMP & SPSS 2-21-15 file
Multicollinearity in OLS Regression guidelines (Word document)
Multicollinearity in OLS Regression example (Excel document)
SPSS file with data for Multicollinearity in OLS Regression example above; two Examples A & B in Hair text (pg 203 7th ed.); & Ukrops data (SPSS file)
Factor loadings for HBAT200 from 2-28-2011 (Excel 2003 document)
MANOVA 2 variable example (Excel document)
MANOVA:
& Discriminant with JMP & SPSS
(Excel document)
MANOVA:
Normality Assumption, Equal Variance Structure & Post Hoc tests in SPSS
(Old Excel document)
Sample Data set for MANOVA MANOVA significant for group 1 but ANOVAs not significant for variables X, Y & Z. (SPSS file) Accompanies Excel file above & below
Data for SOL pass rates (SPSS file)
These provide data for factor analysis of 3 variables and for MANOVA
Comparison between JMP & SPSS MANOVA output (Excel document)
JMP & SPSS MANOVA & Excel 2-factor output for balanced design (Excel document)
Demo for Discriminant Analysis (Excel document)
MANOVA & Discriminant Analysis: JMP, SAS & SPSS Basics for MANOVA data set (Excel document)
Discriminant Analysis: Prior Probability Specification in SPSS & JMP (Word document)
Example illustrating Logistic Regression (Excel document)
Logistic Regression Results for Failed Companies Data (Excel document)
Logistic
Regression Overview Web page for G. David Garson of North Carolina State
University
Note link can take you to another website
http://www.statisticalassociates.com/logistic.htm that will provide several options for obtaining a copy,
including a pdf via registering for free.
Cluster Analysis overview for SPSS (Word document)
Excel Illustration file for Cluster Analysis (Excel document)
Excel
file with Hair text illustration of Cluster Analysis 100 HBAT (Excel
2007 document)
SPSS file with 100 observations for HBAT data for Hair 7th edition (SPSS file)
Cluster
Analysis for 8 country example (SPSS data set)
Cluster
Analysis for 8 country example (Excel document)
AutoOnline
Excel file with Auto Online data
AutoOnline
SPSS file with Auto Online data