Your team wants to collect data from a particular process since no existing data is being collected. You decide to implement a checklist to collect the data. Design a check sheet with 10 types of defects, 8 part numbers and 4 operators.
How to perform analysis
Step 1:Open Sigma Magic
Click on theSigma Magicbutton on the Excel toolbar.
Click on the New button to create a new project.
Step 2:Add the analysis template
Click on theTool Wizardto add the analysis template.
Click onProject and then Check Sheet.
Step 3:Specify analysis options
A new worksheet will be added to your workbook.Analysis Setupwill be automatically opened, in the setup tab specify the following details.
If you need to make changes to the charts, specify the optional settings in the Chartstab.
Labels:
Add a title for the chart.
Label the X-axis and Y-axis appropriately.
Appearance:
Adjust colors, font sizes, or other visual elements as needed.
Enable/disable gridlines or background shading.
Click theVerify tab to ensure all the inputs are okay and shown in a green checkmark.
Step 4:Generate analysis result
Click OK and then clickCompute Outputsto get the final results
Interpretating Results
Defect Tracking:
The
check sheet systematically records various defects occurring in different
parts.
It
categorizes defects (Defect 1, Defect 2, etc.) and their corresponding
locations (Part 1, Part 2) along with their frequency (Count).
Pareto Analysis
of Defects:
The Pareto
Plot of Defects reveals that Defect 1 and Defect 4 contribute the most to
overall defects.
The
cumulative percentage line helps identify which defects should be
prioritized for resolution.
Pareto Analysis
of Locations:
The Pareto
Plot of Location highlights that most defects occur in Part 1, followed by
Part 2.
This
insight can help teams focus on quality control measures in the most
defect-prone areas.
Frequency of
Defects by Location:
The What-Where
Check Sheet provides a visual representation of defects mapped to their
respective locations.
Defect
1 is more frequent in Part 1, whereas Defect 4 is more prominent in Part
2.
Data-Driven
Decision Making:
This
check sheet serves as a foundation for process improvement by identifying
the most problematic defects and locations.
The
results indicate where corrective actions should be focused to reduce
defects and improve quality.
Next Steps for
Process Improvement:
Root
Cause Analysis (RCA) should be conducted on the major defects.
Implement
preventive measures such as quality control checks in high-defect areas.
Monitor
trends over time using similar check sheets to measure improvements.
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