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Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services Specialist Statistical Training & Technical Service

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Page 1: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

Copyright © 2005, SAS Institute Inc. All rights reserved.

Interactive Demonstrationsof Statistical ConceptsUsing JMPTM

Mark BaileyStatistical Services SpecialistStatistical Training & Technical Service

Page 2: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

Copyright © 2005, SAS Institute Inc. All rights reserved. 2

Introduction

Computing resources of all kinds continue to grow at a phenomenal rate.

Resources are readily available for improving the practice of statistics.

How can these resources improve the instruction of statistics?

Page 3: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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The Answer

Exploit computing technology through JMP™• Interactive by design

− Highly responsive interface with progressive layers that reward discovery.

• No programming required

− Manipulate data, analyses, and plots through GUI.

• Emphasize understanding

− Present statistics and data together graphically.

Page 4: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

Copyright © 2005, SAS Institute Inc. All rights reserved. 4

Going Beyond

JMP Scripting Language enables creation of new applications.• Data table and platforms

• Windows and dialogs

• Matrix language

• Graphics language

• Scene3D (OpenGL)

• Distribution functions

• Random number generators

Page 5: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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The Results

Scripted statistical demonstrations.• Dynamic content with interactive elements that respond

in real time.

• Compelling visual displays.

• Reduce or eliminate manual computational burden.

• Easily obtain samples.

Page 6: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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Presentation Outline

Opportunity for interactive demonstration.

Essential qualities for better demonstration.

Use of JMP as enabling technology for learning laboratory

Highlights from selected scripts.

Page 7: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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Example: 1993 New Car Data

Lock, Robin H. (1993) Journal of Statistics Education, Vol. 1, No. 1.

Data publicly available.• Consumer Reports

• PACE New Car & Truck Buying Guide

Trucks and SUVs excluded.

Page 8: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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Random Numbers

Random samples of data are based on chance effects in random processes.

Random numbers are useful in simulations in place of real data.

JMP provides a library of random number generators for many distributions.

Page 9: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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Demonstrations

Central Limit Theorem

Simple Linear Regression (SLR)

Bootstrap SLR

Box-Cox Transformation

Collinearity

Visualize Logistic Curve (2D, 3D)

Maximum Likelihood Estimation

Page 10: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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Materials Available

These demonstrations are available from the JMP Web site:• www.jmp.com > Downloads > JSL Workshop Scripts

• http://www.jmp.com/support/training/concepts_workshop/

Two volumes are currently available.• Course notes (book of instructions, lessons)

• JMP files (sample data, scripts)

Page 11: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

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Contact Information

Mark BaileyStatistical Training & Technical ServicesSAS Institute Inc.(856) [email protected]

Page 12: Copyright © 2005, SAS Institute Inc. All rights reserved. Interactive Demonstrations of Statistical Concepts Using JMP TM Mark Bailey Statistical Services

Copyright © 2005, SAS Institute Inc. All rights reserved. 12Copyright © 2005, SAS Institute Inc. All rights reserved. 12