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初级

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

完成时间大约为44 小时
英语(English)
字幕:英语(English)

您将学到的内容有

  • 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.

您将获得的技能

Experimental DesignData AnalysisData Visualization (DataViz)Statistical Hypothesis TestingStatistics
可分享的证书
完成后获得证书
100% 在线
立即开始,按照自己的计划学习。
可灵活调整截止日期
根据您的日程表重置截止日期。
初级

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

完成时间大约为44 小时
英语(English)
字幕:英语(English)

提供方

SAS 徽标

SAS

教学大纲 - 您将从这门课程中学到什么

1

1

完成时间为 19 分钟

Course Overview

完成时间为 19 分钟
3 个视频 (总计 13 分钟), 4 个阅读材料, 1 个测验
3 个视频
Why You Need a Foundation in Statistical Thinking4分钟
First Time Using JMP? View the JMP Quickstart Video6分钟
4 个阅读材料
Learner Prerequisites1分钟
Taking this Course2分钟
Using Forums and Getting Help1分钟
Using the JMP Virtual Lab1分钟
完成时间为 2 小时

Module 1: Statistical Thinking and Problem Solving

完成时间为 2 小时
26 个视频 (总计 72 分钟), 3 个阅读材料, 17 个测验
26 个视频
What Is Statistical Thinking?4分钟
Overview of Problem Solving2分钟
Statistical Problem Solving1分钟
Types of Problems2分钟
Defining the Problem3分钟
Goals and Key Performance Indicators3分钟
The White Polymer Case Study2分钟
What Is a Process?3分钟
Developing a SIPOC Map1分钟
Developing an Input/Output Process Map4分钟
Top-Down and Deployment Flowcharts2分钟
Summary2分钟
Tools for Identifying Potential Causes2分钟
Brainstorming4分钟
Multi-voting2分钟
Using Affinity Diagrams2分钟
Cause-and-Effect Diagrams4分钟
The 5 Whys1分钟
Cause-and-Effect Matrices1分钟
Summary1分钟
Data Collection for Problem Solving2分钟
Types of Data2分钟
Operational Definitions4分钟
Data Collection Strategies4分钟
Importing Data for Analysis1分钟
3 个阅读材料
Activity: Developing a Cause-and-Effect Diagram10分钟
Read About It5分钟
Summary: Statistical Thinking and Problem Solving 1分钟
16 个练习
Question 1.011分钟
Question 1.031分钟
Question 1.041分钟
Question 1.061分钟
Question 1.071分钟
Question 1.081分钟
Question 1.091分钟
Question 1.101分钟
Question 1.121分钟
Question 1.131分钟
Question 1.151分钟
Question 1.161分钟
Questions 1.18 - 1.192分钟
Question 1.201分钟
Question 1.211分钟
Questions 1.23-1.253分钟
2

2

完成时间为 6 小时

Module 2A: Exploratory Data Analysis, Part 1

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

3

完成时间为 6 小时

Module 2B: Exploratory Data Analysis, Part 2

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

4

完成时间为 6 小时

Module 3: Quality Methods

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

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