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Building a Data Collection Plan

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  • Six Sigma Quick Poll
    Do you write a formal plan for each project requiring data collection?
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    Discussion Forum
    "A correct data collection means everything! But, how sure are we that the data collected for analysis represents the actual process?"
    Data Collection

    By Patrick Waddick

    Step 3: Ensuring Repeatability, Reproducibility, Accuracy and Stability
    The data being collected (and measured) will be repeatable if the same operator is able to reach essentially the same outcome multiple times on one particular item with the same equipment. The data will be reproducible if all the operators who are measuring the same items with the same equipment are reaching essentially the same outcomes. In addition, the degree to which the measurement system is accurate will generally be the difference between an observed average measurement and the associated known standard value. The degree to which the measurement system is stable is generally expressed by the variation resulting from the same operator measuring the same item, with the same equipment, over an extended period.

    Improvement teams need to be cognizant of all the possible factors that would cause reductions in repeatability, reproducibility, accuracy and stability - over any length of time - that in turn may render unreliable data. It is good practice to test, perhaps on a small scale, how the data collection and measurements will proceed. It should become apparent upon simulation what the possible factors are, and what could be done to mitigate the effects of the factors or to eliminate the factors altogether.

    Next Page > The Data Collection Process
    Page 1 > Building A Sound Data Collection Plan
    Page 2 > Define Goals And Objectives
    Page 3 > Operational Definitions and Methodology
    Page 6 > After The Data Collection Process
    Page 7 > Sample Populated Data Collection Plan

     
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