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<document xmlns="http://cnx.rice.edu/cnxml" xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="id5493198">
  <name>Standard Deviation Basics</name>
  <metadata>
  <md:version>1.1</md:version>
  <md:created>2008/06/11 16:58:37.689 GMT-5</md:created>
  <md:revised>2008/06/23 15:18:42.730 GMT-5</md:revised>
  <md:authorlist>
      <md:author id="IMP2">
      <md:firstname/>
      
      <md:surname>IMP</md:surname>
      <md:email>cosborne@keypress.com</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="IMP2">
      <md:firstname/>
      
      <md:surname>IMP</md:surname>
      <md:email>cosborne@keypress.com</md:email>
    </md:maintainer>
    <md:maintainer id="KCP">
      <md:firstname/>
      
      <md:surname>Key</md:surname>
      <md:email>cosborne@keypress.com</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist>
    <md:keyword>IMP Year 1</md:keyword>
    <md:keyword>The Pit and the Pendulum</md:keyword>
  </md:keywordlist>

  <md:abstract/>
</metadata>
  <content>
    <section id="id-564180193543">
      <name>Intent</name>
      <para id="id5311455">These reference pages summarize the basic ideas about standard deviation.</para>
    </section>
    <section id="id-244518396809">
      <name>Mathematics</name>
      <para id="id5617041">The text defines <term><cnxn document="m15620">standard deviation</cnxn></term> as a measure of how spread out a data set is and then discusses the following aspects of standard deviation:</para>
      <list type="bulleted" id="id4545040">
        <item>Calculating standard deviation</item>
        <item>Interpreting the standard deviation of normally distributed data</item>
        <item>Relating standard deviation to the concavity of the normal curve</item>
      </list>
      <para id="id4464230">Here are two reasons statisticians don’t generally use mean absolute deviation—that is, just finding the average deviation from the mean:</para>
      <list type="bulleted" id="id5407409">
        <item>Mean absolute deviation involves the use of absolute value, which is difficult to work with in calculus. Squaring differences from the mean and then taking a square root at the end is computationally easier than using absolute value.</item>
      </list>
      <para id="id4564311">Mean absolute deviation is more suitable if the median is used as the “central value” instead of the mean. </para>
    </section>
    <section id="id-652630867569">
      <name>Progression</name>
      <para id="id6700848">The teacher leads a class discussion of the information in these reference pages. </para>
    </section>
    <section id="id-182019431657">
      <name>Approximate Time</name>
      <para id="id6887311">15 minutes</para>
    </section>
    <section id="id-275595824535">
      <name>Classroom Organization </name>
      <para id="id5543806">Whole class</para>
    </section>
    <section id="id-509396652651">
      <name>Materials</name>
      <para id="id9857652">Transparency of the graph (optional) [link to BLM pdf of Standard Deviation Basics, p. 5–6]</para>
    </section>
    <section id="id-421705919841">
      <name>Discussing the Reference Pages</name>
      <para id="id5243782">You may want to have students read over this material as part of their homework.</para>
      <para id="id5668656">Define <term><cnxn document="m15620">standard deviation</cnxn></term> using the example from the reference pages: the numbers 5, 8, 10, 14, and 18. (You may want to copy and hand out these pages so students can write on them.)</para>
      <para id="id5311170">
        <emphasis>Calculation of Standard Deviation</emphasis>
      </para>
      <para id="id5288120">Have students follow along with the steps and example in the student book as you demonstrate how to calculate the standard deviation.</para>
      <list type="enumerated" id="id5275093">
        <item>Find the mean.</item>
        <item>Find the difference between each data item and the mean.</item>
        <item>Square each of the differences.</item>
        <item>Find the average (mean) of these squared differences.</item>
        <item>Take the square root of this average.</item>
      </list>
      <para id="id5299805">The computation of the mean is shown below the table to the left. Students may choose to ignore the sign of each difference in step 2, in effect using the absolute value of the difference rather than the difference itself. Since the differences are squared in step 3, their signs do not affect the final result. You may want to bring this out to emphasize the similarity between <emphasis>standard</emphasis><emphasis>deviation</emphasis> and <emphasis>mean</emphasis><emphasis>absolute</emphasis><emphasis>deviation</emphasis>.</para>
      <para id="id5623220">Below the table to the right, step 4 of the computation of standard deviation is broken down into substeps: (1) adding the squares of the differences and (2) dividing by the number of data items.</para>
      <table id="id5297351">
<tgroup cols="3"><colspec colnum="1" colname="c1"/>
          <colspec colnum="2" colname="c2"/>
          <colspec colnum="3" colname="c3"/>
          <tbody>
            <row>
              <entry>
                <emphasis>x</emphasis>
              </entry>
              <entry>
        x - 
        <m:math>
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                  <m:mrow>
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            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{ { bar  {x}}} {}</m:annotation>
          </m:semantics>
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      </entry>
              <entry> (x - 
        <m:math>
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                <m:mrow>
                  <m:mrow>
                    <m:mrow>
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                        <m:mi>x</m:mi>
                        <m:mo stretchy="false">ˉ</m:mo>
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                      <m:mo stretchy="false"/>
                      <m:mtext/>
                    </m:mrow>
                    <m:mi/>
                    <m:mrow>
                      <m:mn/>
                      <m:mo stretchy="false"/>
                      <m:mtext/>
                    </m:mrow>
                  </m:mrow>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{ { bar  {x}}} {}</m:annotation>
          </m:semantics>
        </m:math>)²
      </entry>
            </row>
            <row>
              <entry>5</entry>
              <entry>–6</entry>
              <entry>36</entry>
            </row>
            <row>
              <entry>8</entry>
              <entry>–3</entry>
              <entry>9</entry>
            </row>
            <row>
              <entry>10</entry>
              <entry>1</entry>
              <entry>1</entry>
            </row>
            <row>
              <entry>14</entry>
              <entry>3</entry>
              <entry>9</entry>
            </row>
            <row>
              <entry>18</entry>
              <entry>7</entry>
              <entry>49</entry>
            </row>
          </tbody>
        

</tgroup>
</table>
      <table id="element-790">
<tgroup cols="2"><tbody>
  <row>
    <entry>sum of data items = 55</entry>
    <entry>number of data items = 5</entry>
  </row>
  <row>
    <entry>sum of data squared differences = 104</entry>
    <entry>mean of the squared difference = 2 - .8</entry>
  </row>
  <row>
    <entry>
        <m:math>
          <m:semantics>
            <m:mrow>
              <m:mstyle fontsize="12pt">
                <m:mrow>
                  <m:mrow>
                    <m:mrow>
                      <m:mover accent="true">
                        <m:mi>x</m:mi>
                        <m:mo stretchy="false">ˉ</m:mo>
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                      <m:mtext/>
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                    <m:mi/>
                    <m:mrow>
                      <m:mn/>
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                      <m:mtext/>
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              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{ { bar  {x}} {}</m:annotation>
          </m:semantics>
        </m:math>55 ÷ 5 = 11
        </entry>
    <entry>σ(standard deviation)<m:math>
          <m:semantics>
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                <m:mrow>
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                    <m:mi/>
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                    <m:mtext/>
                    <m:mstyle fontstyle="italic">
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                        <m:mtext/>
                      </m:mrow>
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                    <m:mrow>
                      <m:mrow>
                        <m:mo stretchy="false"/>
                        <m:mo stretchy="false">=</m:mo>
                        <m:msqrt>
                          <m:mrow>
                            <m:mtext>20</m:mtext>
                            <m:mtext>.</m:mtext>
                            <m:mn>8</m:mn>
                          </m:mrow>
                        </m:msqrt>
                      </m:mrow>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mn>4</m:mn>
                    </m:mrow>
                    <m:mtext>.</m:mtext>
                    <m:mn>6</m:mn>
                  </m:mrow>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{s \( s"tan""dard" ital "deviation" \) = sqrt {"20" "." 8} =4 "." 6} {}</m:annotation>
          </m:semantics>
        </m:math></entry>
  </row>
</tbody>






</tgroup>
</table>
      
      
      <para id="id5856404">If students are comfortable with the summation notation presented in <emphasis>Kai and Mai Spread Data</emphasis> in the formula for mean absolute deviation, show them that the definition of standard deviation involves just two changes to that expression:</para>
      <list type="bulleted" id="id4470249">
        <item>Replacing 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">∣</m:mo><m:mrow><m:msub><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>i</m:mi></m:mrow></m:mstyle></m:msub><m:mo stretchy="false">−</m:mo><m:mover accent="true"><m:mi>x</m:mi><m:mo stretchy="false">ˉ</m:mo></m:mover></m:mrow><m:mo stretchy="false">∣</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ lline x rSub { size 8{i} } - { bar  {x}} rline } {}</m:annotation></m:semantics></m:math> with 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msup><m:mfenced open="(" close=")"><m:mrow><m:msub><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>i</m:mi></m:mrow></m:mstyle></m:msub><m:mo stretchy="false">−</m:mo><m:mover accent="true"><m:mi>x</m:mi><m:mo stretchy="false">ˉ</m:mo></m:mover></m:mrow></m:mfenced><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msup></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ left (x rSub { size 8{i} } - { bar  {x}} right ) rSup { size 8{2} } } {}</m:annotation></m:semantics></m:math></item>
        <item>Taking the square root of the final expression</item>
      </list>
      <para id="id4500077">Thus, the formula for standard deviation is</para>
      <equation id="id4500081">
        <m:math>
          <m:semantics>
            <m:mrow>
              <m:mstyle fontsize="12pt">
                <m:mrow>
                  <m:msqrt>
                    <m:mfrac>
                      <m:mrow>
                        <m:munderover>
                          <m:mo stretchy="false">∑</m:mo>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mrow>
                                <m:mi>i</m:mi>
                                <m:mo stretchy="false">=</m:mo>
                                <m:mn>1</m:mn>
                              </m:mrow>
                            </m:mrow>
                          </m:mstyle>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mi>n</m:mi>
                            </m:mrow>
                          </m:mstyle>
                        </m:munderover>
                        <m:msup>
                          <m:mfenced open="(" close=")">
                            <m:mrow>
                              <m:msub>
                                <m:mi>x</m:mi>
                                <m:mstyle fontsize="8pt">
                                  <m:mrow>
                                    <m:mi>i</m:mi>
                                  </m:mrow>
                                </m:mstyle>
                              </m:msub>
                              <m:mo stretchy="false">−</m:mo>
                              <m:mover accent="true">
                                <m:mi>x</m:mi>
                                <m:mo stretchy="false">ˉ</m:mo>
                              </m:mover>
                            </m:mrow>
                          </m:mfenced>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mn>2</m:mn>
                            </m:mrow>
                          </m:mstyle>
                        </m:msup>
                      </m:mrow>
                      <m:mi>n</m:mi>
                    </m:mfrac>
                  </m:msqrt>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{ sqrt { {  { Sum cSub { size 8{i=1} }  cSup { size 8{n} }  { left (x rSub { size 8{i} } - { bar  {x}} right )}  rSup { size 8{2} } }  over  {n} } } } {}</m:annotation>
          </m:semantics>
        </m:math>
      </equation>
      <para id="id4578218">The symbol usually used for standard deviation is the lowercase form of the Greek letter <emphasis>sigma</emphasis>, written σ. Mention this symbol, as students will be looking for it on their calculators. Remind the class that the uppercase Greek sigma, , is the summation symbol. (The issue of the distinction between σ and <emphasis>s</emphasis>—the <emphasis>sample</emphasis> standard deviation—is discussed later.)</para>
      <para id="id5232619">
        <emphasis>Standard Deviation and the Normal Distribution</emphasis>
      </para>
      <para id="id7882350">Explain that the following facts hold true whenever a set of data is normally distributed:</para>
      <list type="bulleted" id="id5237988">
        <item>Approximately 68% of all results will be within one standard deviation of the mean.</item>
        <item>Approximately 95% of all results will be within two standard deviations of the mean.</item>
      </list>
      <para id="id5311830">Illustrate these facts using the areas shown in the next diagram, which also appears in the student book.</para>
      <figure id="id4701949">
        <media type="image/jpg" src="graphics1.jpg">
          <param name="height" value="286"/>
          <param name="width" value="437"/>
        </media>
      </figure>
      <para id="id4556865">The darkly shaded area stretches from one standard deviation below the mean to one standard deviation above the mean and is approximately 68% of the total area under the curve. The two lightly shaded areas represent data between one and two standard deviations from the mean.</para>
      <para id="id4023646">The total shaded area stretches from two standard deviations below the mean to two standard deviations above the mean and comprises approximately 95% of the total area under the curve.</para>
      <para id="id4715881">Explain that the standard deviation provides a good rule of thumb for deciding whether something is “rare.”</para>
    </section>
  </content>
</document>
