A Brief Introduction to JMP 10 Tim Bruce 16 October 2014
What is JMP Statistical software developed by SAS Institute in 1980s Originally released in 1989 Easy-to-use interface with drop-down menus Recommended for usage in some statistics courses at SDSU (i.e. STAT 545)
JMP Applications Descriptive Statistics Advanced Data Analysis (ANOVA, Regression) Graphing Module Modeling, Reliability, Survival, QC Design of Experiments Module
Study Design: CRD Subjects randomly assigned to treatments; simple design Relies on randomization to control extraneous factors/nuisance variables Application: homogeneous conditions (lab, growth chamber, etc.), some experimental units may fail to respond or be destroyed, small experiments with small df
Study Design: Blocking Experimental units are grouped into blocks according to known or suspected variation which is isolated by the blocks Similar experimental conditions within blocks and potential differences outside of blocks Application: Extraneous variation (disturbing factors) is expected and blocking is used to increase precision
Study Design: Large Data Sets JMP can connect to databases and servers (File->Internet Open) Data Cleanup- Standardize Column Attributes ( Data Cleanup- Standardize Column Attributes (Cols->Standardize Attributes ) Link Datasets together ( Link Datasets together (Tables->Concatenate, Tables- >Join)
Interface
Importing Data Sets
Organizing Data in JMP Spreadsheet
Preliminary Data Analysis Analyze->Distribution
Preliminary Data Analysis
S-W Normality Testing (ANOVA Assumption)
Variance Testing (ANOVA Assumption)
One-Way ANOVA
Parametric Post-Hoc Testing
Nonparametric Testing (Wilcoxon or K-W Test) *From JMP website: support/help/Nonparametric.shtml
Nonparametric Post- Hoc Testing
Linear Regression in JMP
Graph Builder in JMP
Design of Experiment Module
Pros and Cons of JMP Pros: Easy to navigate, Drop-down menus, Complete data analysis set, Graph building software, No coding required Cons: Not as simple to customize your analyses, No package add-ons, Fee for usage Pricing: 30 Day trial available on the JMP website, 6- month license for $29.95 and 12-month for $49.95