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初級

No prior knowledge of statistics or experience with JMP software is required.

完成時間大約為44 小時
英語(English)
字幕:英語(English)

您將學到的內容有

  • How to describe data with statistical summaries, and how to explore your data using advanced visualizations.

  • Understand statistical intervals, hypothesis tests and how to calculate sample size.

  • How to fit, evaluate and interpret linear and logistic regression models.

  • How to build predictive models and conduct a statistically designed experiment.

您將獲得的技能

Experimental DesignData AnalysisData Visualization (DataViz)Statistical Hypothesis TestingStatistics
可分享的證書
完成後獲得證書
100% 在線
立即開始,按照自己的計劃學習。
可靈活調整截止日期
根據您的日程表重置截止日期。
初級

No prior knowledge of statistics or experience with JMP software is required.

完成時間大約為44 小時
英語(English)
字幕:英語(English)

提供方

SAS 徽標

SAS

教學大綱 - 您將從這門課程中學到什麼

1

1

完成時間為 19 分鐘

Course Overview

完成時間為 19 分鐘
3 個視頻 (總計 13 分鐘), 4 個閱讀材料, 1 個測驗
3 個視頻
Why You Need a Foundation in Statistical Thinking4分鐘
First Time Using JMP? View the JMP Quickstart Video6分鐘
4 個閱讀材料
Learner Prerequisites1分鐘
Taking this Course2分鐘
Using Forums and Getting Help1分鐘
Using the JMP Virtual Lab1分鐘
完成時間為 2 小時

Module 1: Statistical Thinking and Problem Solving

完成時間為 2 小時
26 個視頻 (總計 72 分鐘), 3 個閱讀材料, 17 個測驗
26 個視頻
What Is Statistical Thinking?4分鐘
Overview of Problem Solving2分鐘
Statistical Problem Solving1分鐘
Types of Problems2分鐘
Defining the Problem3分鐘
Goals and Key Performance Indicators3分鐘
The White Polymer Case Study2分鐘
What Is a Process?3分鐘
Developing a SIPOC Map1分鐘
Developing an Input/Output Process Map4分鐘
Top-Down and Deployment Flowcharts2分鐘
Summary2分鐘
Tools for Identifying Potential Causes2分鐘
Brainstorming4分鐘
Multi-voting2分鐘
Using Affinity Diagrams2分鐘
Cause-and-Effect Diagrams4分鐘
The 5 Whys1分鐘
Cause-and-Effect Matrices1分鐘
Summary1分鐘
Data Collection for Problem Solving2分鐘
Types of Data2分鐘
Operational Definitions4分鐘
Data Collection Strategies4分鐘
Importing Data for Analysis1分鐘
3 個閱讀材料
Activity: Developing a Cause-and-Effect Diagram10分鐘
Read About It5分鐘
Summary: Statistical Thinking and Problem Solving 1分鐘
16 個練習
Question 1.011分鐘
Question 1.031分鐘
Question 1.041分鐘
Question 1.061分鐘
Question 1.071分鐘
Question 1.081分鐘
Question 1.091分鐘
Question 1.101分鐘
Question 1.121分鐘
Question 1.131分鐘
Question 1.151分鐘
Question 1.161分鐘
Questions 1.18 - 1.192分鐘
Question 1.201分鐘
Question 1.211分鐘
Questions 1.23-1.253分鐘
2

2

完成時間為 6 小時

Module 2A: Exploratory Data Analysis, Part 1

完成時間為 6 小時
50 個視頻 (總計 184 分鐘)
50 個視頻
Introduction to Descriptive Statistics1分鐘
Types of Data5分鐘
Histograms4分鐘
Demo: Creating Histograms in JMP4分鐘
Demo: Saving Your Work Using Scripts1分鐘
The Chemical Manufacturing Case Study38
The White Polymer Case Study1分鐘
Measures of Central Tendency and Location6分鐘
Demo: Summarizing Continuous Data with the Distribution Platform4分鐘
Demo: Summarizing Continuous Data with Column Viewer and Tabulate4分鐘
Measures of Spread: Range and Interquartile Range5分鐘
Demo: Hiding and Excluding Data2分鐘
Measures of Spread: Variance and Standard Deviation4分鐘
Visualizing Continuous Data7分鐘
Demo: Creating Tabular Summaries with Tabulate2分鐘
Demo: Creating Scatterplots and Scatterplot Matrices3分鐘
Demo: Creating Comparative Box Plots with Graph Builder2分鐘
Demo: Creating Run Charts (Line Graphs) with Graph Builder2分鐘
Describing Categorical Data5分鐘
Creating Tabular Summaries for Categorical Data3分鐘
Demo: Creating Bar Charts and Mosaic Plots4分鐘
Review and Introduction to Probability Concepts2分鐘
Samples and Populations4分鐘
Understanding the Normal Distribution3分鐘
Checking for Normality6分鐘
Demo: Checking for Normality2分鐘
Demo: Finding the Area Under a Curve2分鐘
The Central Limit Theorem4分鐘
Demo: Exploring the Central Limit Theorem3分鐘
Introduction to Exploratory Data Analysis3分鐘
Exploring Continuous Data: Enhanced Tools6分鐘
Demo: Adding Markers, Colors, and Row Legends3分鐘
Demo: Switching Columns in an Analysis2分鐘
Pareto Plots6分鐘
Demo: Creating Sorted Bar Charts and Pareto Plots3分鐘
Packed Bar Charts and Data Filtering3分鐘
Demo: Creating Packed Bar Charts2分鐘
Demo: Using the Local Data Filter3分鐘
Tree Maps and Mosaic Plots4分鐘
Demo: Creating a Tree Map2分鐘
Using Trellis Plots and Overlay Variables5分鐘
Demo: Creating Trellis Plots and Using Overlay Variables3分鐘
Bubble Plots and Heat Maps2分鐘
Demo: Creating Bubble Plots3分鐘
Demo: Creating Heat Maps3分鐘
Visualizing Geographic and Spatial Data6分鐘
Demo: Creating a Geographic Map Using Shape Files2分鐘
Demo: Creating Maps Using Coordinates3分鐘
Summary of Exploratory Data Analysis Tools2分鐘
31 個練習
Question 2.012分鐘
Question 2.022分鐘
Practice: Understanding Yield for a Chemical Manufacturing Process10分鐘
Practice: Exploring the Relationship Between Variables10分鐘
Question 2.03 - 2.041分鐘
Practice: Summarizing Continuous Data with the Distribution Platform10分鐘
Question 2.06 - 2.072分鐘
Practice: Understanding Box Plots10分鐘
Question 2.082分鐘
Question 2.092分鐘
Practice: Visualizing Continuous Data10分鐘
Question 2.10 - 2.112分鐘
Practice: Visualizing Categorical Data10分鐘
Question 2.131分鐘
Question 2.151分鐘
Practice: Checking for Normality10分鐘
Practice: Recognizing Shapes in Normal Quantile Plots10分鐘
Practice: Exploring the Central Limit Theorem10分鐘
Question 2.161分鐘
Practice: Exploring Many Variables Using the Column Switcher10分鐘
Question 2.17 - 2.182分鐘
Practice: Creating Sorted Bar Charts in JMP10分鐘
Question 2.191分鐘
Practice: Exploring Data with a Local Data Filter10分鐘
Question 2.201分鐘
Practice: Exploring Data with a Tree Map and Mosaic Plot10分鐘
Practice: Exploring Data Using Trellis Plots10分鐘
Question 2.211分鐘
Practice: Exploring Data Using Bubble Plots and Heat Maps10分鐘
Question 2.221分鐘
Practice: Exploring Data with a Geographic Map10分鐘
3

3

完成時間為 6 小時

Module 2B: Exploratory Data Analysis, Part 2

完成時間為 6 小時
36 個視頻 (總計 114 分鐘), 2 個閱讀材料, 33 個測驗
36 個視頻
Creating Effective Visualizations1分鐘
Evaluating the Effectiveness of a Visualization4分鐘
Designing an Effective Visualization: Part 13分鐘
Designing an Effective Visualization: Part 25分鐘
Communicating Visually with Animation2分鐘
Designing for Your Audience3分鐘
Understanding Your Target Audience5分鐘
Designing Visualizations for Communication52
Designing Visualizations: The Do's5分鐘
Designing Visualizations: The Don'ts2分鐘
Demo: Customizing Graphics3分鐘
Introduction to Saving and Sharing Results2分鐘
Saving and Sharing Results in JMP3分鐘
Saving and Sharing Results outside of JMP3分鐘
Deciding Which Format to Use1分鐘
Demo: Organizing Your Saved Scripts2分鐘
Demo: Combining JMP Scripts for Analyses3分鐘
Demo: Sharing Static Output2分鐘
Demo: Saving Your Work in a JMP Journal4分鐘
Data Tables Essentials2分鐘
Common Data Quality Issues5分鐘
Identifying Issues in the Data Table4分鐘
Identifying Issues One Variable at a Time3分鐘
Summarizing What You Have Learned3分鐘
Demo: Exploring Missing Values3分鐘
Demo: Using Recode3分鐘
Restructuring Data for Analysis2分鐘
Demo: Stacking and Splitting Data2分鐘
Combining Data2分鐘
Demo: Concatenating Data Tables1分鐘
Demo: Joining Data Tables2分鐘
Deriving New Variables2分鐘
Demo: Binning Data Using Conditional IF-THEN Statements3分鐘
Demo: Transforming Data2分鐘
Working with Dates1分鐘
2 個閱讀材料
Read About It2分鐘
Summary - Exploratory Data Analysis1分鐘
31 個練習
Question 2.241分鐘
Question 2.251分鐘
Question 2.262分鐘
Question 2.28 - 2.292分鐘
Practice: Customizing Graphics10分鐘
Practice: Creating a Slope Graph10分鐘
Question 2.31 - 2.322分鐘
Question 2.331分鐘
Practice: Exploring Reports Published on JMP Public10分鐘
Practice: Grouping and Combining Analysis Scripts10分鐘
Practice: Creating a Simple Dashboard10分鐘
Practice: Using a JMP Journal to Document Your Work10分鐘
Question 2.342分鐘
Question 2.352分鐘
Practice: Creating the Formula for Scrap Rate10分鐘
Practice: Checking the Data Table for Issues10分鐘
Question 2.361分鐘
Practice: Checking Data Quality with Summary Statistics and Graphs10分鐘
Question 2.37 - 2.382分鐘
Question 2.391分鐘
Practice: Exploring Missing Data15分鐘
Practice: Recoding Missing Values10分鐘
Practice: Using Recode to Bin Data10分鐘
Question 2.401分鐘
Practice: Stacking Data10分鐘
Question 2.411分鐘
Practice: Concatenating Data Tables10分鐘
Practice: Joining Data Tables10分鐘
Practice: Creating a Binning Formula10分鐘
Practice: Extracting Information from a Column10分鐘
Practice: Working with Dates10分鐘
4

4

完成時間為 6 小時

Module 3: Quality Methods

完成時間為 6 小時
41 個視頻 (總計 154 分鐘), 3 個閱讀材料, 28 個測驗
41 個視頻
Quality Methods Overview4分鐘
Introduction to Control Charts6分鐘
Individual and Moving Range Charts4分鐘
Demo: Creating an I and MR Chart Using the Control Chart Builder2分鐘
Common Cause versus Special Cause Variation6分鐘
Testing for Special Causes6分鐘
Demo: Testing for Special Causes in the Control Chart Builder2分鐘
X-bar and R and X-bar and S Charts3分鐘
Demo: Creating X-bar and R and X-bar and S Charts2分鐘
Rational Subgrouping4分鐘
3-Way Control Charts2分鐘
Demo: Creating 3-Way Control Charts2分鐘
Control Charts with Phases3分鐘
Demo: Adding Phases to Control Charts1分鐘
The Voice of the Customer2分鐘
Process Capability Indices5分鐘
Short- and Long-Term Estimates of Capability2分鐘
Understanding Capability for Process Improvement4分鐘
Estimating Process Capability: An Example4分鐘
Demo: Calculating Capability Indices Using the Distribution Platform5分鐘
Demo: Conducting a Capability Analysis Using the Control Chart Builder2分鐘
Calculating Capability for Nonnormal Data3分鐘
Demo: Estimating Capability for Nonnormal Data3分鐘
Estimating Process Capability for Many Variables2分鐘
Identifying Poorly Performing Processes4分鐘
Demo: Identifying Poorly Performing Processes5分鐘
A View from Industry6分鐘
What is a Measurement Systems Analysis2分鐘
Language and Terminology4分鐘
Designing a Measurement System Study2分鐘
Designing and Conducting an MSA4分鐘
Demo: Creating a Gauge Study Worksheet1分鐘
Analyzing an MSA with Visualizations6分鐘
Demo: Visualizing Measurement System Variation4分鐘
Analyzing the MSA4分鐘
Demo: Analyzing an MSA2分鐘
Demo: Conducting a Gauge R&R Analysis4分鐘
Studying Measurement System Accuracy3分鐘
Demo: Analyzing Measurement System Bias2分鐘
Improving the Measurement Process2分鐘
3 個閱讀材料
Activity: Area MSA5分鐘
Read About It1分鐘
Summary: Quality Methods1分鐘
26 個練習
Question 3.021分鐘
Practice: Creating an I and MR Chart10分鐘
Question 3.032分鐘
Question 3.041分鐘
Practice: Creating I and MR Charts for the White Polymer Case Study10分鐘
Practice: Constructing an X-Bar and S Chart10分鐘
Question 3.051分鐘
Question 3.061分鐘
Practice: Evaluating whether Improvements Have Been Sustained10分鐘
Practice: Using Control Charts as an Exploratory Tool10分鐘
Question 3.071分鐘
Question 3.082分鐘
Activity: Calculating Capability Indices2分鐘
Question 3.091分鐘
Question 3.10 - 3.112分鐘
Practice: Calculating Capability Indices10分鐘
Practice: Conducting a Capability Analysis with a Phase Variable10分鐘
Practice: Conducting a Capability Analysis with Nonnormal Data10分鐘
Question 3.122分鐘
Question 3.131分鐘
Practice: Designing a Gauge Study10分鐘
Practice: Visualizing the Area Measurement MSA Data10分鐘
Practice: Visualizing the MFI MSA Data10分鐘
Practice: Analyze the Area Measurement MSA Data10分鐘
Practice: Analyzing the Melt Flow Index MSA10分鐘
Question 3.151分鐘

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