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	<title>Financial Symmetry, Inc. &#187; Bill Ramsay</title>
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	<link>http://financialsymmetry.com</link>
	<description>Raleigh NC Investment Management and Financial Planning Firm</description>
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		<title>Heather Gudac becomes newest partner in Financial Symmetry</title>
		<link>http://financialsymmetry.com/heather-gudac-newest-partner-financial-symmetry/</link>
		<comments>http://financialsymmetry.com/heather-gudac-newest-partner-financial-symmetry/#comments</comments>
		<pubDate>Tue, 21 May 2013 15:38:44 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[Company News]]></category>

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		<description><![CDATA[<p>Heather Gudac has become the newest partner in Financial Symmetry, Inc., a locally-owned, fee-only financial planning and investment management firm. Gudac states, “I am proud to join the firm as a partner and look forward to contributing to our high-level client service model as our company continues to grow. I am excited to share ownership [...]</p>
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				<content:encoded><![CDATA[<p><a title="Heather Gudac" href="http://financialsymmetry.com/our-team/heather-gudac/" target="_blank"><img class="alignright size-full wp-image-3301" alt="Heather Gudac" src="http://financialsymmetry.com/wp-content/uploads/2011/06/heather-web.jpg" width="300" height="317" />Heather Gudac</a> has become the newest partner in Financial Symmetry, Inc., a locally-owned, fee-only financial planning and investment management firm.</p>
<p>Gudac states, “I am proud to join the firm as a partner and look forward to contributing to our high-level client service model as our company continues to grow. I am excited to share ownership in a company that is built on a strong foundation, with an emphasis on team work and service.”</p>
<p>Heather began her career with the firm as a financial planning intern in late 2006.  This transitioned into a full-time position as Operations Specialist and Office Manager in 2008, and was followed by promotion to Operations Manager in 2011.  Heather is a graduate of North Carolina State University, with a BS in Business Management.</p>
<p>“Heather’s talent and skill have been a great asset to FSI.  She has been integral in not only keeping our company operating smoothly, but also advancing our processes so we can continue to improve services and manage our growth.  We’re delighted to welcome her as a shareholder and officer of the company,” says Financial Symmetry founder <a title="Bill Ramsay, CFP®" href="http://financialsymmetry.com/our-team/bill-ramsay-cfp/" target="_blank">Bill Ramsay, CFP®</a>.</p>
<p>In addition to her responsibilities of overseeing the daily operations of the firm, Heather assists with portfolio administration and growth management, and manages a growing operations team.  Working closely with FSI’s advisors, Heather coordinates new account transitions, supervises account maintenance and guides our clients though qualified account rollovers and distributions processes.</p>
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		<title>The Two Weakest Links for Jobs</title>
		<link>http://financialsymmetry.com/the-two-weakest-links-for-jobs/</link>
		<comments>http://financialsymmetry.com/the-two-weakest-links-for-jobs/#comments</comments>
		<pubDate>Mon, 08 Oct 2012 19:35:33 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[How We See It]]></category>
		<category><![CDATA[Economy]]></category>
		<category><![CDATA[Unemployment]]></category>

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		<description><![CDATA[<p>It’s been a year since we discussed the two weakest links in the US labor market which are Residential Construction and Government.  With continued improving employment figures, we thought it would be a good time to revisit these two areas. As everyone is aware, housing was ground zero for the Great Recession.  One of the [...]</p>
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				<content:encoded><![CDATA[<p>It’s been a year since we discussed the two weakest links in the US labor market which are Residential Construction and Government.  With continued improving employment figures, we thought it would be a good time to revisit these two areas.</p>
<p>As everyone is aware, housing was ground zero for the Great Recession.  One of the effects of falling prices was to discourage residential construction.  As we pointed out in <a title="Wither Housing" href="http://financialsymmetry.com/whither-housing/" target="_blank">last year’s post</a>, we expect construction to eventually return to trend to keep up with new household formation, which would be somewhere, around 1.2 to 1.5 million units per year.  We believe this pace of construction will also lead to much lower unemployment.  Here is our chart from last year’s post.</p>
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" alt="" width="628" height="368" /></p>
<p>The latest data shows that permits are climbing and while we don’t know if it will be a steady climb back, we believe that the longer it takes to get back to trend, the stronger residential construction will be.  Here is a chart with the latest data on permits.  Interestingly, it looks like last year’s chart is right on target- we’re at 800,000 permits, and the unemployment rate has dropped to under 8%.</p>
<p><a href="http://financialsymmetry.com/wp-content/uploads/2012/10/housing.jpg" rel="prettyPhoto[4739]"><img class="aligncenter size-full wp-image-4740" title="housing" src="http://financialsymmetry.com/wp-content/uploads/2012/10/housing.jpg" alt="" width="632" height="385" /></a></p>
<p>As for government employment, as we pointed out with <a title="Why aren't there more jobs?" href="http://financialsymmetry.com/why-arent-there-more-jobs/" target="_blank">this post</a>, government has been shrinking the last three years which has been a drag on employment and economic growth.</p>
<p>Now that tax revenues have stabilized and started to recover, we are beginning to see stabilization in government employment as can be seen on this chart.</p>
<p style="text-align: center;"><img class="aligncenter" 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" alt="" width="458" height="344" /></p>
<p>Simply getting to no net government job losses would be a positive for the economy, and since our population will continue to grow, we will need more firemen, police officers, teachers, etc. so we expect government employment will eventually be growing again.</p>
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		<title>Economic Wildcards &#8211; Outlook Update</title>
		<link>http://financialsymmetry.com/economic-wildcards-outlook-update/</link>
		<comments>http://financialsymmetry.com/economic-wildcards-outlook-update/#comments</comments>
		<pubDate>Thu, 17 May 2012 16:11:12 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[How We See It]]></category>
		<category><![CDATA[Debt Ceiling]]></category>
		<category><![CDATA[Economy]]></category>
		<category><![CDATA[Europe]]></category>
		<category><![CDATA[understanding economic topics]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=4338</guid>
		<description><![CDATA[<p>Two wildcards continue to cause us to be somewhat cautious- Europe and US politics.  In Europe, it appears more and more likely that the European Union’s austerity drive is continuing to depress the weaker nations and thus actually make their debt problems worse, while Germany continues to be barely affected- in fact they may even [...]</p>
]]></description>
				<content:encoded><![CDATA[<p>Two wildcards continue to cause us to be somewhat cautious- Europe and US politics.  In Europe, it appears more and more likely that the European Union’s austerity drive is continuing to depress the weaker nations and thus actually make their debt problems worse, while Germany continues to be barely affected- in fact they may even be benefiting from the weakness of the Euro.  This does not appear to be sustainable, and we think that one of two outcomes is likely- higher inflation or breakup of the Euro.  Either of those outcomes eventually paves the way for recovery for their economies, though the timing is very uncertain.</p>
<p>US politics are still a significant risk, as some politicians may recreate the debt default threat like in 2011, or allow very contractionary tax hikes and spending cuts to take effect at the start of 2013. Both parties have good reasons to compromise, but that doesn’t mean they are certain to.</p>
<p>Neither of these wildcards changes our longer term outlook for the US economy, which we believe will improve once residential construction is again building at a sufficient pace to keep up with population growth as we discussed in last year’s <strong><a title="Whither Housing?" href="http://financialsymmetry.com/whither-housing/">post here</a></strong> .  We are in fact seeing what could be the beginning of a return to those levels as <strong><a title="Housing Starts" href="http://www.calculatedriskblog.com/2012/05/housing-starts-increase-to-717000-in.html" target="_blank">discussed here</a></strong>.</p>
<p style="text-align: left;"><a href="http://financialsymmetry.com/wp-content/uploads/2012/05/Housing-Graph.png" rel="prettyPhoto[4338]"><img class="size-full wp-image-4340 aligncenter" title="Housing Graph" src="http://financialsymmetry.com/wp-content/uploads/2012/05/Housing-Graph.png" alt="" width="627" height="377" /></a></p>
<p>Car sales and production continue to do well as we expected from last year’s <strong><a title="Clunker Nation" href="http://financialsymmetry.com/older-cars-delivering-economic-growth/" target="_blank">post here</a></strong>.  US auto makers are running their plants at a very high level as discussed in this <strong><a title="Auto plants running full steam" href="http://modeledbehavior.com/2012/05/16/us-auto-production/" target="_blank">story</a></strong>.</p>
<p>We should also be approaching the point at which local and state governments’ tax revenues are stabilizing and starting to improve, which should lead to the end of large scale government layoffs which have added quite a bit to the unemployment rolls over the last couple of years.  If they merely stop cutting jobs, it will actually be a boost to GDP growth.</p>
<p>These themes are why we remain optimistic about the five year outlook for the US economy.  The wildcards may create a recession and stock market sell off in the short term, so we have gotten a little more defensive, but we are also mindful that the longer term outlook is good so if we do get a sell off, we will use that opportunity to buy stocks with funds from sales we made earlier this year.</p>
<p>Keep an eye out, as we&#8217;ll be posting more detailed analysis soon on the two wildcard themes, <strong><a title="Euroland: Austerity vs. Growth" href="http://financialsymmetry.com/euroland-austerity-vs-growth/" target="_blank">Europe</a></strong> and <strong><a title="Debt Ceiling" href="http://financialsymmetry.com/debt-ceiling-redux/" target="_blank">US Politics</a></strong>.</p>
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		<title>Hedge Funds and the Lure of Exclusivity</title>
		<link>http://financialsymmetry.com/hedge-funds-and-the-lure-of-exclusivity/</link>
		<comments>http://financialsymmetry.com/hedge-funds-and-the-lure-of-exclusivity/#comments</comments>
		<pubDate>Tue, 21 Feb 2012 05:00:55 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[How We See It]]></category>
		<category><![CDATA[Hedge Funds]]></category>
		<category><![CDATA[Investing]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=3662</guid>
		<description><![CDATA[<p>Everyone wants to feel special, and unfortunately there are those who take advantage of that desire in order to sell questionable products and services.  The psychology is based on what is called the Scarcity Principle, and we are subject to its lures through a myriad of advertisements, from late night TV infomercials to more subtle [...]</p>
]]></description>
				<content:encoded><![CDATA[<p>Everyone wants to feel special, and unfortunately there are those who take advantage of that desire in order to sell questionable products and services.  The psychology is based on what is called the <a title="Scarcity Principle" href="http://womeninbusiness.about.com/od/marketingpsychology/a/scarcityprincip.htm" target="_blank">Scarcity Principle</a>, and we are subject to its lures through a myriad of advertisements, from late night TV infomercials to more subtle and sophisticated offerings.</p>
<p>Of course not everything that is sold as exclusive is lacking in value.  Viewing the Super Bowl from the first row on the fifty yard line is undoubtedly a fantastic experience, at least for most football fans.  And a long stretch of beach with few others in sight is more enjoyable to some than being one of thousands at Myrtle Beach on July 4th.</p>
<p>The most extreme recent example of exclusivity psychology being used in an abusive way is Bernie Madoff.  His fraud will likely go down in history as the largest fraud that preyed mainly on the wealthy.</p>
<p>He and his accomplices (both the ones in the know as well as the naïve), cultivated a brand that was built on exclusivity.  Potential investors who dared to ask questions about how he was generating high risk-free returns, were told to take their money elsewhere.</p>
<p>Of course the tragedy is that he was not generating high risk free returns. He was merely a thief and a cheat.</p>
<p>Hedge funds are marketed as investments available to the wealthy.  They develop messages that seem to tell wealthy investors that unlike common investors, they can achieve superior investment returns with little or no risk.</p>
<p><a href="http://financialsymmetry.com/wp-content/uploads/2012/02/Graph-1.png" rel="prettyPhoto[3662]"><img class="alignright" title="Graph 1" src="http://financialsymmetry.com/wp-content/uploads/2012/02/Graph-1-300x181.png" alt="" width="300" height="181" /></a>The track record however is certainly less than convincing.  In 2011, the HFRX Global Hedge Fund Index* which is “…designed to be representative of the overall composition of the hedge fund universe.…”, lost 8.87%.  And this was after less than stellar returns of 5.19% in 2010, and 13.40% in 2009.  The annualized three year return was only 2.8%.</p>
<p>At Financial Symmetry, we have always balked at the very high fees that hedge funds charge.  And we also do not believe that you can achieve good long term returns without experiencing some periods with losses.</p>
<p>By implementing a well designed investment strategy, there are opportunities presented during a period of falling stock prices that will enhance returns over a full market cycle.<a href="http://financialsymmetry.com/wp-content/uploads/2012/02/Graph-2.png" rel="prettyPhoto[3662]"><img class="alignright" title="Graph 2" src="http://financialsymmetry.com/wp-content/uploads/2012/02/Graph-2-300x181.png" alt="" width="300" height="181" /></a></p>
<p>Our composite return**, which includes all of our clients, also had a loss in 2011. However it was only 2.32%.  And that followed a return of 11.05% in 2010, and 23.79% in 2009.  Our three year annualized return was 10.32%, or 7.5% per year more than the average hedge fund investor.</p>
<p>When it comes to investing, there are times when being part of an exclusive group can provide superior results.  One example is when a quality small cap fund closes to new investors before the fund becomes too large to successfully maneuver.</p>
<p>Then there are circumstances where fundamental design, combined with high costs, add up to an almost insurmountable hurdle.  Hedge funds, in their present form, seem to have this problem.</p>
<p><em>* Source <a title="Hedge Fund Research" href="http://www.hedgefundresearch.com" target="_blank">www.hedgefundresearch.com</a></em><br />
<em>** Please contact us if you’d like more details on Financial Symmetry’s composite performance results.</em></p>
]]></content:encoded>
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		<item>
		<title>Checking Up On Your Charities</title>
		<link>http://financialsymmetry.com/checking-up-on-your-charities/</link>
		<comments>http://financialsymmetry.com/checking-up-on-your-charities/#comments</comments>
		<pubDate>Wed, 01 Feb 2012 19:13:18 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[Take Charge of your Finances]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=3556</guid>
		<description><![CDATA[<p>Today I was contacted by Woman 2 Woman Breast Cancer Foundation seeking a contribution.  They had a compelling message, which is listed on their website.  It says that they provide financial assistance to breast cancer patients who are struggling financially. One of the ways you can check to see how a charity is spending their [...]</p>
]]></description>
				<content:encoded><![CDATA[<p><a href="http://www.charitynavigator.org/"><img class="alignright size-medium wp-image-3557" title="Charity-Navigator" src="http://financialsymmetry.com/wp-content/uploads/2012/02/CharityNavigator-289x300.png" alt="" width="289" height="300" /></a>Today I was contacted by Woman 2 Woman Breast Cancer Foundation seeking a contribution.  They had a compelling message, which is listed on their website.  It says that they provide financial assistance to breast cancer patients who are struggling financially.</p>
<p>One of the ways you can check to see how a charity is spending their money is to look them up online using <strong><a title="Charity Navigator" href="http://www.charitynavigator.org/" target="_blank">Charity Navigator</a></strong>.  While the caller was on the line I went to Charity Navigator to look them up.</p>
<p>I could not find them and was told by the caller that they don’t submit information for rating since it costs money and since Woman 2 Woman is a non-profit they try to save money where they can.</p>
<p>I then went to the Woman 2 Woman website and found their audited financial statement for 2009-2010.  Turns out that in 2010 they had revenue of nearly $6.5 million, and that they spent $6.2 million on fundraising!  After an additional $60,000 in Management and General expenses, they spent only $201,000 for their stated mission.</p>
<p>That means if I had donated $100 to them in 2010, they would have only used three dollars to help breast cancer patients.  Needless to say they will not be receiving any donations from me.</p>
<p>If you get a call from a charity, do some homework and you can make sure that your money will get used for the purpose you care about.</p>
]]></content:encoded>
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		<title>Incentives for Wellness</title>
		<link>http://financialsymmetry.com/incentives-for-wellness/</link>
		<comments>http://financialsymmetry.com/incentives-for-wellness/#comments</comments>
		<pubDate>Fri, 21 Oct 2011 14:17:29 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[How We See It]]></category>
		<category><![CDATA[Everyday Life]]></category>
		<category><![CDATA[Health-care]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=3222</guid>
		<description><![CDATA[<p>As we pointed out in out our post on the cost of health care, getting healthcare costs under control is by far the number one thing we need to do for the long term fiscal health of our nation. The Cleveland Clinic is bucking the ever increasing cost trend with some inspired strategies.  As their [...]</p>
]]></description>
				<content:encoded><![CDATA[<div id="attachment_3223" class="wp-caption alignright" style="width: 310px"><a href="http://financialsymmetry.com/wp-content/uploads/2011/10/4746535053_9245dbd797.jpg" rel="prettyPhoto[3222]"><img class="size-medium wp-image-3223" title="4746535053_9245dbd797" src="http://financialsymmetry.com/wp-content/uploads/2011/10/4746535053_9245dbd797-300x231.jpg" alt="" width="300" height="231" /></a>
<p class="wp-caption-text">Changing Health Care Costs?</p>
</div>
<p>As we pointed out in out our post on <a title="Health Care" href="http://financialsymmetry.com/healthcare-costs-rest-world" target="_blank">the cost of health care</a>, getting healthcare costs under control is by far the number one thing we need to do for the long term fiscal health of our nation.</p>
<p>The Cleveland Clinic is bucking the ever increasing cost trend with some inspired strategies.  As their director of wellness put it “We want to make it easy for you to do healthy things and hard for you to do unhealthy things”.</p>
<p>Read about what they’re <a title="Health Care" href="http://www.bloomberg.com/news/2011-10-13/health-care-s-brave-new-world-of-compulsory-wellness-ezra-klein.html">doing here</a>.</p>
]]></content:encoded>
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		<item>
		<title>Mirror, Mirror on the Wall, Who’s the Fairest of them All?</title>
		<link>http://financialsymmetry.com/mirror-mirror/</link>
		<comments>http://financialsymmetry.com/mirror-mirror/#comments</comments>
		<pubDate>Tue, 04 Oct 2011 21:43:41 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[How We See It]]></category>
		<category><![CDATA[Investing]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=3092</guid>
		<description><![CDATA[<p>When it comes to investment markets, determining &#8220;The Fairest of them All&#8221; depends not just on where you are investing, but also on the initial conditions. We’re going to look at two different time periods to get a sense of the attractiveness of three primary investment areas &#8211; Cash, Bonds and Stocks. For cash we [...]</p>
]]></description>
				<content:encoded><![CDATA[<div id="attachment_3124" class="wp-caption alignright" style="width: 160px"><a href="#charts"><img class="size-thumbnail wp-image-3124" title="Charts" src="http://financialsymmetry.com/wp-content/uploads/2011/10/Picture-1-150x150.png" alt="" width="150" height="150" /></a>
<p class="wp-caption-text">Click to see data charts</p>
</div>
<p>When it comes to investment markets, determining &#8220;The Fairest of them All&#8221; depends not just on where you are investing, but also on the initial conditions.</p>
<p>We’re going to look at two different time periods to get a sense of the attractiveness of three primary investment areas &#8211; Cash, Bonds and Stocks.</p>
<p style="text-align: left;">For cash we use the three month treasury bill yield.  For bonds we use the ten year treasury bond yield.  And for stocks we use the earnings yield on the S&amp;P 500.  The earnings yield is the reported earnings per share as a percent of the price per share.</p>
<h3 style="text-align: left;">The 2000s</h3>
<p style="text-align: left;">First is the beginning of 2000, and the starting yields.</p>
<ul>
<li>Cash     5.5%</li>
<li>Bonds    6.5%</li>
<li>Stocks   3.5%</li>
</ul>
<p>Over the next ten years, the annualized returns were</p>
<ul>
<li>Cash      2.71%</li>
<li>Bonds     6.38%</li>
<li>Stocks  -0.95%</li>
</ul>
<p style="text-align: left;">Notice that for bonds, the return for the ten year period was just about the same as the starting yield.  This makes sense since we measured the return of ten year bonds over ten years.</p>
<p style="text-align: left;">For cash, the return being lower than the starting yield was a reflection of falling interest rates over the ten years.</p>
<p style="text-align: left;">For stocks, despite the fact that reported earnings are now about 70% higher, the return was negative.  This is because the very low earnings yield was indicating that stock prices were significantly overpriced.</p>
<h3 style="text-align: left;">The 1990s</h3>
<p>The second time period we’ll look at is the ten year period starting in 1990.  The starting yields were:</p>
<ul>
<li>Cash     7.8%</li>
<li>Bonds    7.9%</li>
<li>Stocks   6.5%</li>
</ul>
<p>Over the next ten years, the annualized returns were</p>
<ul>
<li>Cash       4.85%</li>
<li>Bonds     7.70%</li>
<li>Stocks   18.21%</li>
</ul>
<p>Once again, the return on ten year bonds was almost identical to the starting yield, while cash earned less than the starting yield due to falling interest rates.</p>
<p>Now let’s take a look at current starting yields (see graph below).</p>
<ul>
<li>Cash      0.0%</li>
<li>Bonds    2.0%</li>
<li>Stocks   6.7%</li>
</ul>
<h3>What does it all mean?</h3>
<p>So the current valuations are the mirror image of what we saw at the beginning of 2000.  And while we don’t know exactly what returns will look like over the next ten years, the initial conditions mean the odds are that stocks will provide the highest return of the three.</p>
<p>We do not think stocks are likely to earn over 18% a year like the 1990’s as we are not expecting stocks to reach a point as overvalued as they were in 1999.</p>
<p>Our guess is that bonds will have the worst returns given that we wouldn’t expect returns to be higher than the starting yield of 2%.  We do however expect cash to average more than the current 0% as we expect interest rates will rise at some point this coming decade.<a name="charts"></a></p>
<p><a name="charts" href="http://financialsymmetry.com/wp-content/uploads/2011/10/3MonthBills.png" rel="prettyPhoto[3092]"></a><img class="aligncenter size-full wp-image-3145" title="3MonthBills" src="http://financialsymmetry.com/wp-content/uploads/2011/10/3MonthBills.png" alt="" width="495" height="263" /></p>
<p><a href="http://financialsymmetry.com/wp-content/uploads/2011/10/TreasuryBonds.png" rel="prettyPhoto[3092]"><img class="aligncenter size-full wp-image-3147" title="TreasuryBonds" src="http://financialsymmetry.com/wp-content/uploads/2011/10/TreasuryBonds.png" alt="" width="485" height="293" /></a></p>
<p><a href="http://financialsymmetry.com/wp-content/uploads/2011/10/SPstocks.png" rel="prettyPhoto[3092]"><img class="aligncenter size-full wp-image-3146" title="SPstocks" src="http://financialsymmetry.com/wp-content/uploads/2011/10/SPstocks.png" alt="" width="485" height="351" /></a></p>
<p>&nbsp;</p>
]]></content:encoded>
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		<title>Whither Housing?</title>
		<link>http://financialsymmetry.com/whither-housing/</link>
		<comments>http://financialsymmetry.com/whither-housing/#comments</comments>
		<pubDate>Tue, 04 Oct 2011 12:00:39 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[How We See It]]></category>
		<category><![CDATA[Housing]]></category>
		<category><![CDATA[Unemployment]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=3071</guid>
		<description><![CDATA[<p>As we saw with our last post, residential construction is far and away the biggest economic problem for the US right now.  So it only stands to reason that the economy isn’t likely to get back to full strength until residential construction is doing better. We also need to understand how much stronger housing may [...]</p>
]]></description>
				<content:encoded><![CDATA[<p>As we saw with our <a title="Why aren&#039;t there more jobs?" href="http://financialsymmetry.com/why-aren’t-there-more-jobs" target="_blank">last post</a>, residential construction is far and away the biggest economic problem for the US right now.  So it only stands to reason that the economy isn’t likely to get back to full strength until residential construction is doing better.</p>
<p>We also need to understand how much stronger housing may get.  The graph below shows the number of housing permits issued each year since 1959.  The Linear trendline shows the gradual rise over time, which is reflective of the growth in the number of households in the country.  Since our population continues to grow, we can say with a high degree of certainty that the future trendline is likely to be close to its current level, which is about 1.4 million new units per year.</p>
<p>While we clearly overbuilt from 1996 to 2007, we have also been significantly underbuilding since 2008. At our current pace of only about 600 thousand new units, we can then feel quite confident that the longer we continue to underbuild, the more we will have to build in the future.</p>
<p><img src="data:image/png;base64,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" alt="" /></p>
<p>This second graph represents housing permits in red (left scale), overlaid with the unemployment rate in blue (right scale inverted).  As one would expect, residential construction has a significant relationship to employment.</p>
<p><img 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" alt="" /></p>
<p>Based on this relationship, we believe that when residential construction gets back to the level needed to keep up with our growing population, we will have unemployment under 6%.  We cannot say with certainty when we will see this construction recovery, but it is very unlikely to be more than four years from now and will probably be more like two years from now.</p>
<p>And this coming resurgence in construction is not just about houses for purchase, as the data above includes apartments.</p>
]]></content:encoded>
			<wfw:commentRss>http://financialsymmetry.com/whither-housing/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Why aren’t there more Jobs?</title>
		<link>http://financialsymmetry.com/why-arent-there-more-jobs/</link>
		<comments>http://financialsymmetry.com/why-arent-there-more-jobs/#comments</comments>
		<pubDate>Fri, 30 Sep 2011 13:00:52 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[How We See It]]></category>
		<category><![CDATA[GDP]]></category>
		<category><![CDATA[Unemployment]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=3064</guid>
		<description><![CDATA[<p>This is a good look at some major components of the US economy over the last 16 years.  There are a few insights that are particularly meaningful in understanding why overall job growth has continued to be disappointing. Two of the areas show strength since the bottom of the recession in 2009: Exports and Business [...]</p>
]]></description>
				<content:encoded><![CDATA[<p><img title="Jobs" 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" 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<p>This is a good look at some major components of the US economy over the last 16 years.  There are a few insights that are particularly meaningful in understanding why overall job growth has continued to be disappointing.</p>
<p>Two of the areas show strength since the bottom of the recession in 2009: Exports and Business Equipment Investment.</p>
<p>We often hear the belief that the US doesn’t make anything, much less make things that the rest of the world wants. But we can see from the black exports line that exports have grown over the last 15 years.  We can also see that since the bottom of the recession in 2009, exports have recovered.  So this is an area of the economy which is doing surprisingly well.</p>
<p>The blue line shows that companies have been investing as business equipment investment has recovered well from the low point in 2009. However businesses won’t invest significantly more until the overall economy is stronger since businesses invest and hire when they have more customers.</p>
<p>Two of the areas are not helping with the recovery: Government Purchases and Residential Construction.</p>
<p>The green line for government purchases relative to the economy shows that such purchases have been declining for the last 15 years.  While this was not a negative when the other areas were strong- like from 2003 to 2005, and from 1995 to 2000, this was because the other three areas were strong.  With the most recent decline, it occurred while only two of the other areas were increasing.</p>
<p>The biggest reason we have high unemployment is clear from the red line- Residential Construction.  If this area had started recovering as government purchases started falling this year, then we likely would not be in our current slowdown.</p>
<p>Fortunately, there are good reasons to be optimistic about construction getting back on track. We believe this will be what ultimately brings unemployment down to reasonable levels.  Basically we are currently under-building residential units.  We explore the reality in this <strong><a title="Whither Housing?" href="http://financialsymmetry.com/whither-housing">post</a></strong>.</p>
]]></content:encoded>
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		<title>The Confidence that comes from Experience</title>
		<link>http://financialsymmetry.com/the-confidence-that-comes-from-experience/</link>
		<comments>http://financialsymmetry.com/the-confidence-that-comes-from-experience/#comments</comments>
		<pubDate>Wed, 21 Sep 2011 22:06:49 +0000</pubDate>
		<dc:creator>Bill Ramsay</dc:creator>
				<category><![CDATA[How We See It]]></category>
		<category><![CDATA[Economy]]></category>
		<category><![CDATA[financial terms]]></category>
		<category><![CDATA[Investing]]></category>
		<category><![CDATA[risk capacity]]></category>

		<guid isPermaLink="false">http://financialsymmetry.com/?p=3000</guid>
		<description><![CDATA[<p>Recently we’ve been asked how we can be confident about investing when the world seems so uncertain.  It’s because we’ve been through rough times before, which helps us understand that short term losses are not an indication of long term returns. Below is a chart showing a composite of all of our clients’ returns starting [...]</p>
]]></description>
				<content:encoded><![CDATA[<p>Recently we’ve been asked how we can be confident about investing when the world seems so uncertain.  It’s because we’ve been through rough times before, which helps us understand that short term losses are not an indication of long term returns.</p>
<p>Below is a chart showing a composite of all of our clients’ returns starting in March of 2002 (Point A).  Six months later (Point B), account values were an average of almost 13% lower.  Jumping ahead to Point C we can see that despite the short term loss from A to B, returns averaged a 6.6% annualized return. This was good compared to the more conservative alternatives of cash which only earned 2% (three month Treasury bills), and bonds which only earned 5.8% (Barclays US Aggregate Bond Index).</p>
<p><img 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" alt="" /></p>
<p>Returns from Point B were better, averaging 8.8% to the end of 2010.  Of course if we had a perfect crystal ball, we would have sold all stock holdings earlier in 2002 and bought back at the very bottom in late 2002 (and sold everything at the peak in 2007 and bought back at the bottom in 2009, and then sold everything in early 2010, and so forth…however no one knows everything, especially about the future).</p>
<p>There are a couple of important lessons from this example.</p>
<p>First, you should have enough funds in cash and bonds to cover withdrawals you’ll need to make in the next few years, so that you will not be forced to sell stock positions if prices are low.  We use our <a title="Risk Capacity" href="http://financialsymmetry.com/risk-capacity-what-it-is-and-why-we-use-it/" target="_blank">risk capacity measurement</a> to set appropriate allocations for cash and bonds based on expected withdrawals.</p>
<p>Second, returns from lower prices are higher, so use lower prices as opportunities to buy.</p>
]]></content:encoded>
			<wfw:commentRss>http://financialsymmetry.com/the-confidence-that-comes-from-experience/feed/</wfw:commentRss>
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