University of Colorado Boulder
Data Science Methods for Quality Improvement Specialization
University of Colorado Boulder

Data Science Methods for Quality Improvement Specialization

Launch your career in data science.. Master strategies in data science methods for quality improvement.

Wendy Martin

Instructor: Wendy Martin

Sponsored by FutureX

1,748 already enrolled

Get in-depth knowledge of a subject
4.7

(19 reviews)

Intermediate level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.7

(19 reviews)

Intermediate level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Manage, describe, and analyze data using applied statistics

  • Apply continuous and/or discrete data methods for process analysis, improvement, and ongoing management in a business or workplace

  • Analyze measurement systems to ensure their stability and capability

Details to know

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Taught in English

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Specialization - 3 course series

Managing, Describing, and Analyzing Data

Course 117 hours4.7 (31 ratings)

What you'll learn

  • Calculate descriptive statistics and create graphical representations using R software

  • Solve problems and make decisions using probability distributions

  • Explore the basics of sampling and sampling distributions with respect to statistical inference

  • Classify types of data with scales of measurement

Skills you'll gain

Category: Statistical Analysis
Category: Probability & Statistics
Category: Statistics
Category: Statistical Methods
Category: Data Analysis
Category: Statistical Inference
Category: Exploratory Data Analysis
Category: Data Science
Category: Descriptive Statistics
Category: R Programming
Category: Statistical Programming
Category: Statistical Hypothesis Testing
Category: Probability
Category: Sampling (Statistics)
Category: Probability Distribution
Category: Histogram
Category: Analytics
Category: Correlation Analysis
Category: Statistical Modeling
Category: Sample Size Determination

Stability and Capability in Quality Improvement

Course 29 hours4.4 (12 ratings)

What you'll learn

  • Understand how to use, select, and interpret process control charts to identify special causes of variation

  • Create and interpret control charts for normal and non-normal distributions

  • Create and interpret control charts for discrete data

  • Analyze the capability of a process to meet customer specifications

Skills you'll gain

Category: Process Capability
Category: Process Control
Category: Statistical Process Controls
Category: Run Chart
Category: Statistical Visualization
Category: Descriptive Statistics
Category: Quality Assurance
Category: Quality Assurance and Control
Category: Pareto Chart
Category: Statistical Analysis
Category: Process Engineering
Category: Business Analytics
Category: Statistical Methods
Category: Probability & Statistics
Category: Statistical Programming
Category: Data Analysis
Category: Quality Control
Category: R Programming
Category: Analytics
Category: Product Quality (QA/QC)

Measurement Systems Analysis

Course 316 hours

What you'll learn

  • Understand the terms and concepts associated with measurement systems analysis

  • Analyze measurement error to determine the potential capability of a measurement system

  • Analyze measurement error to determine the short-term and long-term capability of a measurement system

  • Analyze a measurement system for discrete data using potential, short-term, and long-term studies

Skills you'll gain

Category: Data Analysis
Category: Statistical Analysis
Category: Statistical Process Controls
Category: Process Capability
Category: Exploratory Data Analysis
Category: Process Control
Category: Statistics
Category: Probability & Statistics
Category: Statistical Methods
Category: Statistical Inference
Category: Quality Assessment
Category: Performance Measurement
Category: Business Analytics
Category: Variance Analysis
Category: Analytics
Category: Financial Analysis
Category: Correlation Analysis
Category: Statistical Hypothesis Testing
Category: Applied Mathematics
Category: Quality Control

Instructor

Wendy Martin
University of Colorado Boulder
6 Courses8,231 learners

Offered by

Build toward a degree

This Specialization is part of the following degree program(s) offered by University of Colorado Boulder. If you are admitted and enroll, your completed coursework may count toward your degree learning and your progress can transfer with you.¹

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