
Statistical Quality Control (SQC) and Process Monitoring
This training provides participants with practical knowledge of statistical techniques used to monitor, control, and improve process quality. Emphasizing the importance of data driven decision making, the course introduces tools such as control charts, histograms, and capability studies to help identify trends, patterns, and sources of variation. Participants will also explore how SQC supports continuous improvement, enhances operational efficiency, and ensures product consistency. By the end of the course, participants will be able to: Understand the principles and goals of Statistical Quality Control, Use control charts to monitor process behavior and detect variation, Analyze data using histograms, scatter diagrams, and Pareto charts Perform process capability analysis (Cp, Cpk, Pp, Ppk), Identify special vs. common causes of variation Apply SQC tools in quality improvement initiatives and support a culture of data driven decision making.
Training Outlines
Module 1: Introduction to Statistical Quality Control (SQC) What is SQC and why it matters Objectives of statistical process control (SPC) Data types: variable vs. attribute data Common vs. special cause variation Real-world applications of SQC
Module 2: Fundamentals of Process Variation and Data Collection Nature and sources of process variation Setting up a data collection plan Sampling techniques and sample sizes Measurement accuracy and precision Basic descriptive statistics: mean, median, range, standard deviation
Module 3: Control Charts for Variables X̄ and R charts X̄ and s charts Individual and moving range (I-MR) charts Interpreting control chart patterns Rules for detecting out-of-control conditions
Module 4: Control Charts for Attributes p-chart (proportion nonconforming) np-chart (number nonconforming) c-chart (count of defects) u-chart (defects per unit) Choosing the right chart for the data type
Module 5: Histograms and Graphical Data Analysis Constructing and interpreting histograms Identifying distribution shapes and skewness Box plots, scatter diagrams, and run charts Visualizing trends and variability
Module 6: Pareto Analysis and Cause Identification 80/20 rule and its relevance in quality Creating Pareto charts from real data Identifying vital few vs. trivial many Integrating Pareto with root cause analysis
Module 7: Process Capability Analysis Understanding process capability vs. performance Cp, Cpk, Pp, Ppk explained Interpreting capability indices and graphs Assessing process suitability for customer requirements Using capability studies for decision-making
Module 8: Advanced SPC Interpretation and Decision-Making Pattern recognition and Western Electric rules Trend, shift, and cycle analysis Using control charts to reduce false alarms Linking SPC results to continuous improvement initiatives
Module 9: Integrating SQC into Daily Operations Establishing a control plan Aligning SQC with ISO 9001 or IATF 16949 Training front-line staff in basic SQC tools Case studies from manufacturing and service industries
Module 10: Continuous Improvement Using Statistical Insights Data-driven root cause analysis Corrective and preventive actions based on SQC findings Supporting Lean and Six Sigma initiatives KPIs and dashboards for quality tracking
- ○ Understand principles and tools of quality assurance and control
○ Use metrics to evaluate and improve quality across operations
○ Implement ISO standards and regulatory compliance frameworks
○ Identify root causes of quality issues and lead resolution initiatives
○ Foster a culture of continuous improvement and customer satisfaction
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Why 4D?
At The Fourth Dimension Training & Consultancy, we don't believe in one-size-fits-all solutions. Each course we offer is carefully tailored to meet the unique goals, industry challenges, and team dynamics of your organization. Our expert trainers bring decades of hands-on experience and guide participants using real-world case studies, practical tools, and interactive methods. This ensures not only theoretical understanding but also direct relevance to the day-to-day work of your employees. We collaborate closely with your team to adjust content, language, and examples so that the training resonates deeply and delivers lasting impact.
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Tel: +971 4 576 4947
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