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	<title>Real Data SF &#187; Cole Valley</title>
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	<description>The Dirt on San Francisco Real Estate -  (Broker, Cal. Dept. Real Estate License No. 773349)</description>
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		<title>Focus on Cole Valley</title>
		<link>http://www.pegasusventures.net/wordpressblog/2009/05/28/focus-on-cole-valley/</link>
		<comments>http://www.pegasusventures.net/wordpressblog/2009/05/28/focus-on-cole-valley/#comments</comments>
		<pubDate>Thu, 28 May 2009 22:10:27 +0000</pubDate>
		<dc:creator>Misha</dc:creator>
				<category><![CDATA[Cole Valley]]></category>
		<category><![CDATA[Data]]></category>
		<category><![CDATA[Market news]]></category>
		<category><![CDATA[Charts]]></category>
		<category><![CDATA[Noe Valley]]></category>

		<guid isPermaLink="false">http://www.pegasusventures.net/wordpressblog/?p=350</guid>
		<description><![CDATA[Noe Valley has its 24th Street shops and cutesy cafés. Cole Valley has, well, its Cole Street shops and cutesy cafés. The two neighborhoods have been engaged in a friendly battle for the hearts of San Francisco homeowners for as long as I can remember.
After doing a guest post on Noe Valley price trends at [...]]]></description>
			<content:encoded><![CDATA[<p>Noe Valley has its 24th Street shops and cutesy cafés. Cole Valley has, well, its Cole Street shops and cutesy cafés. The two neighborhoods have been engaged in a friendly battle for the hearts of San Francisco homeowners for as long as I can remember.</p>
<p>After doing a guest post on Noe Valley price trends at <a href="http://thefrontsteps.com/2009/05/04/noe-valley-is-not-immune-noe-valley-median-slides-along-with-sf-as-a-whole/">theFrontSteps</a> a few weeks ago, Alex, tFS&#8217;s friendly editor, suggested that I do a side-by-side comparison of sales trends in Cole Valley and Noe Valley.</p>
<p>Great idea, I thought! Trouble is, Cole Valley sits within a tiny subdistrict of the MLS  (see the pink area below?) and as a result, there very few transactions from month to month.</p>
<p><a href="http://www.pegasusventures.net/wordpressblog/wp-content/uploads/2009/05/district-5-omnimap.jpg"><img class="alignnone size-medium wp-image-351" title="district-5-omnimap" src="http://www.pegasusventures.net/wordpressblog/wp-content/uploads/2009/05/district-5-omnimap-249x300.jpg" alt="district-5-omnimap" width="249" height="300" /></a></p>
<p>That makes data crunching hard.  Maybe even meaningless. Check out the white bars in this chart (click). They represent the number of single-family home sales per month back to January 2003.  (Number of sales is tracked on the right side of the chart; percentage change from &#8220;high&#8221; is tracked on the left side.)</p>
<p><a href="http://www.pegasusventures.net/wordpressblog/wp-content/uploads/2009/05/cole-valley-monthly-sales-chart.jpg"><img class="alignnone size-large wp-image-353" title="cole-valley-monthly-sales-chart" src="http://www.pegasusventures.net/wordpressblog/wp-content/uploads/2009/05/cole-valley-monthly-sales-chart-1024x744.jpg" alt="cole-valley-monthly-sales-chart" width="447" height="325" /></a></p>
<p>You can see that there are many months where only one or two houses sold. There are some months where there were no sales at all. It&#8217;s tough to extrapolate monthly sales trends under those circumstances and dangerous to assume that an &#8220;all-time high&#8221; is meaningful when it&#8217;s based on only one or two data points.</p>
<p>So instead of running percentage changes off of median monthly values, as I had done for Noe Valley, I ran the percentage changes off the &#8220;95th Percentile&#8221; value of all sales occurring between January 2003 and April 2009. The 95th Percentile value represents a &#8220;high&#8221;, while excluding the potentially aberrational top 5% of sales.  Aren&#8217;t you glad you asked? (Special thanks to my wife, Nina, who looks over my shoulder at a lot of my statistical analyses &#8212; she&#8217;s the one with the one with the PhD in data-crunching.)</p>
<p>After looking at this chart, I sort of threw up my hands.  With only 179 sales in over 6 years, it&#8217;s not sensible in my view to draw conclusions about monthly trends in Cole Valley, let alone to compare them to Noe Valley, where the &#8220;core&#8221; area alone &#8212; Subdistrict 5C &#8212; had over 900 sales during the same period.</p>
<p>So I re-ran the numbers and calculated medians based on annual sales.  The second chart (click) shows the results.</p>
<p><a href="http://www.pegasusventures.net/wordpressblog/wp-content/uploads/2009/05/cole-valley-annual-sales-chart1.jpg"><img class="alignnone size-large wp-image-360" title="cole-valley-annual-sales-chart1" src="http://www.pegasusventures.net/wordpressblog/wp-content/uploads/2009/05/cole-valley-annual-sales-chart1-1024x741.jpg" alt="cole-valley-annual-sales-chart1" width="411" height="298" /></a></p>
<p>I think this is much easier to understand.  Again, with so few sales, one should be careful about drawing any conclusions, and with only 5 sales in 2009 so far, I think it&#8217;s too early to conclude that the apparent drop in median prices for 2009 will continue to be accurate.  Rather, I&#8217;d say that Cole Valley seems to have been holding up pretty well.</p>
<p>Stay tuned.  I can&#8217;t help myself.  Coming up, Cole Valley and Noe Valley go head to head.</p>
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