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		<title>Effective Height and Defending the Paint, Part 2</title>
		<link>http://alwaysmillertime.com/2010/05/20/effective-height-and-defending-the-paint-part-2/</link>
		<comments>http://alwaysmillertime.com/2010/05/20/effective-height-and-defending-the-paint-part-2/#comments</comments>
		<pubDate>Thu, 20 May 2010 23:11:40 +0000</pubDate>
		<dc:creator>Josh Dhani</dc:creator>
				<category><![CDATA[Statistical Analysis]]></category>
		<category><![CDATA[Indiana Pacers]]></category>
		<category><![CDATA[NBA]]></category>
		<category><![CDATA[Stats]]></category>

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		<description><![CDATA[<p>Written by Ian Levy Our first look at correlations between Effective Height and defending the paint was earlier this week. That post was inspired by another post from Tom Haberstroh at Hardwood Paroxysm comparing Effective Height to team rebounding rates. To recap, Haberstroh created the metric of Effective Height, which is the average height of [...]</p><p><a href="http://alwaysmillertime.com/2010/05/20/effective-height-and-defending-the-paint-part-2/">Effective Height and Defending the Paint, Part 2</a> - <a href="http://alwaysmillertime.com">Always Miller Time</a> - <a href="http://alwaysmillertime.com">Always Miller Time - An Indiana Pacers Fan Site - News, Blogs, Opinion and More</a></p>]]></description>
			<content:encoded><![CDATA[<p><a href="http://ilevy.wordpress.com/2010/05/19/effective-height-and-defending-the-paint-part-2/"><strong>Written by Ian Levy</strong></a></p>
<p><a href="http://ilevy.wordpress.com/2010/05/17/effective-height-and-defending-the-paint/">Our  first look at correlations between Effective Height and defending the  paint </a>was earlier this week. That post was inspired by <a href="http://www.hardwoodparoxysm.com/2010/05/12/nba-hd-does-effective-height-have-an-effect/">another  post from Tom Haberstroh at Hardwood Paroxysm </a>comparing Effective  Height to team rebounding rates. To recap, Haberstroh created the metric  of Effective Height, which is the average height of a team with the  heights of respective players weighted by the number of minutes they  played. Haberstroh found moderate correlations between eHeight and Total  and Offensive Rebound rates. I then took his eHeight numbers and  compared them to a few team defensive categories: Block Rate, Opponents  At Rim FG%, and the percentage of an opponents field goal attempts which  came at the rim. I was surprised to find essentially no correlation  between any of those categories and a team’s eHeight.</p>
<p>After seeing those results I wondered if the height contributions  of a team’s backcourt might be muddying the correlation data. I then  calculated the eHeight of each team using just their frontcourt players.  To do this, I used the position designations from <a href="http://ilevy.wordpress.com/basketball-reference.com">Basketball-Reference</a>.   There were a lot of teams I didn’t see much of this season, and I  didn’t feel comfortable using my own observations and opinions to assign  positions to different players. I am sure some of these position  designations are not entirely consistent with a player’s role on his  team, but for the sake of consistency I stuck with them.</p>
<p>The first table shows the Frontcourt eHeight compared to  Haberstroh’s numbers for each team’s eHeight. I also calculated the  difference between the two. The higher the eHeight difference, than the  smaller a backcourt the team played with this season. I also included  the percentage of a team’s minutes which were played by frontcourt  players.</p>
<p><a href="http://ilevy.files.wordpress.com/2010/05/efrontcourt-vs-eteam.jpg"><img title="eFrontcourt vs.  eTeam" src="http://ilevy.files.wordpress.com/2010/05/efrontcourt-vs-eteam.jpg?w=499&amp;h=535" alt="" width="499" height="535" /></a></p>
<p>I want to return the frontcourt minute percentage for each team  for just a moment. A traditional basketball lineup features 2 forwards  and 1 center, or 3 out of the 5 players. Therefore a minute distribution  based on a traditional lineup would have exactly 60% of the minutes  being played by frontcourt players. Looking at the numbers here it is  easy to see the teams ascribe to the small ball movement. Teams like  Houston and Orlando, who have true small forwards (Vince Carter and  Trevor Ariza) playing a majority of their minutes at shooting guard,  stand out as well.</p>
<p>The next table shows my Frontcourt eHeight calculations compared  to team rebound rates. <a href="http://ilevy.files.wordpress.com/2010/05/effective-height-rebounding.jpg"><img title="Effective Height  Rebounding" src="http://ilevy.files.wordpress.com/2010/05/effective-height-rebounding.jpg?w=471&amp;h=641" alt="" width="471" height="641" /></a></p>
<p>In each case the correlations which much weaker than they were  Haberstroh’s team eHeight. I found this to be extremely surprising.  Apparently, I have underestimated the rebounding contributions of a  team’s backcourt. I also think it’s interesting that you can almost see  the influences of individual players. Orlando and San Antonio don’t have  particularly big front courts, but they do have Dwight Howard and  Dejuan Blair.</p>
<p>The last table compares Frontcourt eHeight to those defensive  categories I discussed earlier.</p>
<p><a href="http://ilevy.files.wordpress.com/2010/05/effective-height-defense.jpg"><img title="Effective Height  Defense" src="http://ilevy.files.wordpress.com/2010/05/effective-height-defense.jpg?w=500&amp;h=620" alt="" width="500" height="620" /></a></p>
<p>There was an increased correlation with Block Rate, but other  than that the correlations were weaker than when using the eHeight of  the entire team. Again this would seem to indicate that controlling  dribble penetration and challenging shots, have just as much impact as  length and height, in defending the paint. I am sure there is much more  to this equation than my meager analysis has provided. With an eye  towards the NBA Draft it might be wise for teams to focus on the skill  set and motor of a player as opposed to falling in love with a physical  profile.</p>
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		<title>Crazy about Colors and Correlations, Pt. 1</title>
		<link>http://alwaysmillertime.com/2010/05/20/crazy-about-colors-and-correlations-pt-1/</link>
		<comments>http://alwaysmillertime.com/2010/05/20/crazy-about-colors-and-correlations-pt-1/#comments</comments>
		<pubDate>Thu, 20 May 2010 23:06:11 +0000</pubDate>
		<dc:creator>Josh Dhani</dc:creator>
				<category><![CDATA[Statistical Analysis]]></category>
		<category><![CDATA[Indiana Pacers]]></category>
		<category><![CDATA[NBA]]></category>
		<category><![CDATA[Stats]]></category>

		<guid isPermaLink="false">http://alwaysmillertime.com/?p=1082</guid>
		<description><![CDATA[<p>Written by Ian Levy Also seen at ilevy.wordpress.com This post came dangerously close to being the second installment of my Random Number Generator series. In the end the numbers weren’t so much random as they were predictable and led to extremely obvious conclusions. I was very intrigued by Tom Haberstroh’s effective height post at Hardwood [...]</p><p><a href="http://alwaysmillertime.com/2010/05/20/crazy-about-colors-and-correlations-pt-1/">Crazy about Colors and Correlations, Pt. 1</a> - <a href="http://alwaysmillertime.com">Always Miller Time</a> - <a href="http://alwaysmillertime.com">Always Miller Time - An Indiana Pacers Fan Site - News, Blogs, Opinion and More</a></p>]]></description>
			<content:encoded><![CDATA[<p><em>Written by Ian Levy</em></p>
<p><em><a href="http://ilevy.wordpress.com/2010/05/19/crazy-about-colors-and-correlations-pt-1/">Also seen at ilevy.wordpress.com</a><br />
</em></p>
<p>This post came dangerously close to being the second installment of  my <a href="http://ilevy.wordpress.com/2010/05/12/random-number-generator-series-forecasting-shotblocking/">Random  Number Generator series</a>. In the end the numbers weren’t so much  random as they were predictable and led to extremely obvious  conclusions. I was very intrigued by <a href="http://www.hardwoodparoxysm.com/2010/05/12/nba-hd-does-effective-height-have-an-effect/comment-page-1/">Tom  Haberstroh’s effective height post at Hardwood Paroxysm </a>last week.  One bit of minutiae that I loved was the way he color-coded his tables.  Now that I have discovered this feature on Excel you can expect to see a  lot more of it! I also discovered how to calculate statistical  correlations with Excel, and have obviously gone a little overboard.</p>
<p>With my new found correlating and color-coding skills, I set out  to examine the idea of Offensive Efficiency a little bit more. The  three most efficient areas on the floor to score from are: at the rim,  from the free throw line, and on three pointers. The two former increase  efficiency because they present relatively easy scoring opportunities,  while three pointers offer the bonus of an additional point per shot.</p>
<p>I created this table to see which of these areas has the  greatest correlation with Offensive Efficiency. I included the FG% for  each team at the rim, as well as what percentage of their shots were  taken at the rim. The same data is included for three pointers. For free  throws I included the percentage made and the average number of  attempts per game.</p>
<p><a href="http://ilevy.files.wordpress.com/2010/05/offensive-efficiency1.jpg"><img title="offensive efficiency" src="http://ilevy.files.wordpress.com/2010/05/offensive-efficiency1.jpg?w=389&amp;h=466" alt="" width="389" height="466" /></a></p>
<p><strong>Strong Correlations -</strong></p>
<ul>
<li>Correlation between At Rim FG% and Offensive Efficiency:  <strong>0.663</strong></li>
<li>Correlation between 3PT% and Offensive Efficiency:  <strong>0.773</strong></li>
</ul>
<p><strong>Low/Moderate Correlations -</strong></p>
<ul>
<li>Correlation between 3PTA% and Offensive Efficiency:  <strong>0.399</strong></li>
<li>Correlation between FTA/g and Offensive Efficiency: <strong>0.390</strong></li>
</ul>
<p>(<strong>Essentially) No Correlation -</strong></p>
<ul>
<li>Correlation between FGA% At the Rim and Offensive Efficiency:  <strong>-0.075</strong></li>
<li>Correlation between FT% and Offensive Efficiency:  <strong>0.099</strong></li>
</ul>
<p><strong> </strong>Obviously, At the Rim FG% and 3PT% had very  strong correlations with Offensive Efficiency. I am not sure I really  need to state this fact. If you make more of your shots, you will  average more points per possession. Not sure I needed to state that one  either. The categories with low or no correlations were much more  surprising. You definitely need to make a high percentage of your shots  at the rim to be efficient offensively, but apparently it doesn’t matter  much how many shots you actually from that area of the floor. Also  making a high percentage of your free throws isn’t nearly as important  as attempting a lot of free throws. Good news for Dwight Howard! Stay  tuned for the total lack of surprises in Part 2 of this post, when I put  my coloring and correlating skills to the test with Defensive  Efficiency.</p>
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