Key Difference between Different Attribute Control Charts (p, np, c, u)
Bhavya Mangla
Quality Champion | CXO Leadership 2023 | Writer | YouTuber | Toastmaster
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Introduction
Is the difference of opinion always bad? It depends upon the situation. In some scenarios, it may result in conflict and delay the decision-making process. But, on the other side, it may bring out the best. So, it is not the differences that are bad but how we are handling them! ??
Objective
In the statistical studies, Walter Shewhart and W Edward Deming have done tremendous work to understand the variation in the process and its causes through statistical studies. The understanding of these variations is important to improve quality, increase productivity and reduce cost (QCD).
Different types of attribute control charts are plotted based on the type of data and the criticality of the problem (p, np, c, u). By understanding these charts and taking suitable actions, the process can be brought under statistical control.
Definitions:
Attribute Chart: They have discrete values and can be counted for recording and analysis.
Detailed Information
Dr Walter Shewhart developed the first control chart in the 1920s to describe common and special causes for Detection (tolerates waste) and Prevention (avoids waste).
Control charts can be used to monitor or evaluate the process. There are two types of control charts: Variable data and Attribute data.
The process itself will dictate which type of control chart needs to be used. While introducing the control chart, it is important to prioritize the problem area and use it where it is most needed. Example: If we want to measure the scratches or dents, they can not be measured. In such cases, these defective/defects can be counted and the attribute control chart can be plotted.
Before Attribute Control charts are used, several preparatory steps are needed like
-???????? Establish an environment suitable for action
-???????? Define the process
-???????? Define the characteristic
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-???????? Define the measurement system
-???????? Minimize unnecessary variation
-???????? Define characteristics for the control chart like customer needs, current/potential problem areas, the correlation between characteristics
How to decide which Attribute control chart has to be used?
-???????? p, np: Number of defective items
-???????? c, u: Number of defects/unit
Following are some of the key differences between p, np, u and c Attribute Control Chart:
Present Challenges:
1.?????? How often the organization is clear about the difference between p, np, c and u charts?
2.????? Why do the majority of organizations use only variable control charts and not attribute control charts?
References:
IATF 16949: 2016
SPC Manual (AIAG) 2nd Edition
Industry Experts
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11 个月Explained in simple manner sir easy to understand & grasp
Well explained Mangla Sahab ??
Quality Champion | CXO Leadership 2023 | Writer | YouTuber | Toastmaster
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