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    <title>topic Re: Measurement system nalysis - Bias and linearity in Discussions</title>
    <link>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38276#M22403</link>
    <description>&lt;P&gt;I don't have a good answer for your first item.&lt;/P&gt;
&lt;P&gt;For&amp;nbsp;item two - the value you should enter in the dialog should not be the tolerance or spec limits. It should be a historical process standard deviation - perhaps from a control chart on the process. This number will be used in the calculations of the figures of merit.&lt;/P&gt;
&lt;P&gt;For item 3 - Case number 1 the bias slope is not significant, so you can say there is no bias. For Case 2 - the slope of the line is significant - but it is is also not recognizing the non linearity in the data. The first 2 standards at 5 and 10 are close to 0 bias, but the&amp;nbsp;third standard at 25 is high, and&amp;nbsp;the last&amp;nbsp;standard at 100 is low. This line is not a good fit to this data - there&amp;nbsp;is a quadratic effect.&lt;/P&gt;
&lt;P&gt;Case 1 looks okay - case 2 not so much. &amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Tue, 18 Apr 2017 17:14:23 GMT</pubDate>
    <dc:creator>ledi_trutna</dc:creator>
    <dc:date>2017-04-18T17:14:23Z</dc:date>
    <item>
      <title>Measurement system nalysis - Bias and linearity</title>
      <link>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38260#M22396</link>
      <description>&lt;P&gt;&lt;SPAN&gt;In Our MSA stsudy we are performing Linearity and Bias measurment. We are currently controlling at Linearity and Bias to be below 5%. &amp;nbsp;We actually generate the following report for Linearity and BIas. However in AIAG handbook the criteria for the gauge to pass bias criteria has the following criteria in the picture attahcment&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;I have the following questions&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;1. We have set the linearity and Bias guidelines as less than 5%, however no one can identify how we derive the 5% criteria. Any guidelines on explanation why its 5%?&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;2. In the linearity and bias script there is dialog box where we enter a process sigma value- what should be this value? We are currently keying in the tolerance (USL-LSL) is this correct?(See powerpoint slides)&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;3. In the powerpoint slide case1 &amp;nbsp;and case 2 - Case 2 the zero and bias lines are not within the confidence interval but its meeting the Bias% and Linearity% of less than 5% is this correct and accepatable?&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Tue, 18 Apr 2017 09:18:27 GMT</pubDate>
      <guid>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38260#M22396</guid>
      <dc:creator>Aravindan</dc:creator>
      <dc:date>2017-04-18T09:18:27Z</dc:date>
    </item>
    <item>
      <title>Re: Measurement system nalysis - Bias and linearity</title>
      <link>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38270#M22399</link>
      <description>&lt;P&gt;Joanne Wendelberger's article about measure uncertainty in her article "Uncertainty in Designed Experiments" , Quality Engineering (2010), Vol 22: 88-100, &amp;nbsp;where she gave some historical&amp;nbsp;context and formula derivations.&amp;nbsp;Another source is W.J. Youden's Experimentation and Measurement, (1997, originally published in 1962), NIST Special Publication 672, U.S. Department of Commerce.&lt;/P&gt;</description>
      <pubDate>Tue, 18 Apr 2017 15:15:24 GMT</pubDate>
      <guid>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38270#M22399</guid>
      <dc:creator>melvin_alexande</dc:creator>
      <dc:date>2017-04-18T15:15:24Z</dc:date>
    </item>
    <item>
      <title>Re: Measurement system nalysis - Bias and linearity</title>
      <link>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38276#M22403</link>
      <description>&lt;P&gt;I don't have a good answer for your first item.&lt;/P&gt;
&lt;P&gt;For&amp;nbsp;item two - the value you should enter in the dialog should not be the tolerance or spec limits. It should be a historical process standard deviation - perhaps from a control chart on the process. This number will be used in the calculations of the figures of merit.&lt;/P&gt;
&lt;P&gt;For item 3 - Case number 1 the bias slope is not significant, so you can say there is no bias. For Case 2 - the slope of the line is significant - but it is is also not recognizing the non linearity in the data. The first 2 standards at 5 and 10 are close to 0 bias, but the&amp;nbsp;third standard at 25 is high, and&amp;nbsp;the last&amp;nbsp;standard at 100 is low. This line is not a good fit to this data - there&amp;nbsp;is a quadratic effect.&lt;/P&gt;
&lt;P&gt;Case 1 looks okay - case 2 not so much. &amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Tue, 18 Apr 2017 17:14:23 GMT</pubDate>
      <guid>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38276#M22403</guid>
      <dc:creator>ledi_trutna</dc:creator>
      <dc:date>2017-04-18T17:14:23Z</dc:date>
    </item>
    <item>
      <title>Re: Measurement system nalysis - Bias and linearity</title>
      <link>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38283#M22407</link>
      <description>&lt;P&gt;Thank you very much&lt;/P&gt;</description>
      <pubDate>Wed, 19 Apr 2017 01:06:26 GMT</pubDate>
      <guid>https://community.jmp.com/t5/Discussions/Measurement-system-nalysis-Bias-and-linearity/m-p/38283#M22407</guid>
      <dc:creator>Aravindan</dc:creator>
      <dc:date>2017-04-19T01:06:26Z</dc:date>
    </item>
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