Podcast
Questions and Answers
What is the primary objective of business analytics?
What is the primary objective of business analytics?
To gain insights that can be used to make informed business decisions
In manufacturing, what type of data is collected from sensors and IT systems?
In manufacturing, what type of data is collected from sensors and IT systems?
Operational data from plant and equipment, as well as data from manufacturing, financial, supply chain, and HR processes
How does manufacturing analytics help improve the perfect order rate?
How does manufacturing analytics help improve the perfect order rate?
By identifying potential delivery window missed due to insufficient output or machine downtime
What is the primary goal of Six Sigma in business processes?
What is the primary goal of Six Sigma in business processes?
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What is the role of analytics systems in supply chain management?
What is the role of analytics systems in supply chain management?
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What is the purpose of tracking key performance indicators in manufacturing analytics?
What is the purpose of tracking key performance indicators in manufacturing analytics?
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What type of data is interpreted from ERP systems and factory floor machines?
What type of data is interpreted from ERP systems and factory floor machines?
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How does manufacturing analytics support quality control?
How does manufacturing analytics support quality control?
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What is the role of predictive analytics in manufacturing?
What is the role of predictive analytics in manufacturing?
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What is the benefit of using data visualization in manufacturing analytics?
What is the benefit of using data visualization in manufacturing analytics?
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Study Notes
Risk Management Process
- Consists of three parts: risk assessment and analysis, risk evaluation, and risk treatment
Quality Control and Assurance
- Quality assurance (QA) is a proactive process that focuses on preventing quality failures throughout a product's development
- Quality control (QC) is a narrower, more inspection-focused process that focuses on detecting defects in the product after development
- QA involves activities that improve quality at all stages of a product's development, including production, testing, packaging, and delivery
- QA teams focus on processes and procedures like training, documentation, monitoring, and audits to ensure quality requirements are met
Manufacturing Analytics in Business
- Uses data analytics to understand how much of each type of product can be produced in each cycle
- Calculates the extent to which production can be speeded up without harming quantity or quality
- Sets optimal production targets for a given period
Supply Chain Management
- Manages the flow of materials, information, and finances from suppliers to customers
- Ensures products meet specific quality standards
- Uses predictive analytics to understand customer interest in a product and adjust supply chain decisions
Smart Manufacturing
- Uses technology to digitize processes and collect data in factories and throughout the manufacturing supply chain
- Combines human creativity, digitally connected machines, and AI-powered systems and analytics
- Defined by NIST as "fully-integrated, collaborative manufacturing systems that respond in real time to meet changing demands and conditions"
Business Analytics
- Involves collecting, organizing, analyzing, and interpreting data to gain insights for informed business decisions
- Uses statistical and quantitative analysis techniques to extract meaningful insights from data
- Can be applied to various areas of business, such as sales, marketing, finance, operations, and customer service
- Techniques used include data mining, predictive analytics, data visualization, and statistical analysis
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Description
Learn about the three parts of the risk management process and the importance of quality assurance and quality control in production.