<?xml version='1.0' encoding='UTF-8'?><?xml-stylesheet href="http://www.blogger.com/styles/atom.css" type="text/css"?><feed xmlns='http://www.w3.org/2005/Atom' xmlns:openSearch='http://a9.com/-/spec/opensearchrss/1.0/' xmlns:georss='http://www.georss.org/georss' xmlns:gd='http://schemas.google.com/g/2005' xmlns:thr='http://purl.org/syndication/thread/1.0'><id>tag:blogger.com,1999:blog-6698298</id><updated>2012-01-26T14:43:08.379Z</updated><category term='quote'/><category term='R statistics'/><category term='R'/><category term='history'/><title type='text'>David Hugh-Jones' blog</title><subtitle type='html'>"No man but a blockhead ever wrote, except for money." -- Dr. Johnson</subtitle><link rel='http://schemas.google.com/g/2005#feed' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/posts/default'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default?max-results=100'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/'/><link rel='hub' href='http://pubsubhubbub.appspot.com/'/><link rel='next' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default?start-index=101&amp;max-results=100'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><generator version='7.00' uri='http://www.blogger.com'>Blogger</generator><openSearch:totalResults>496</openSearch:totalResults><openSearch:startIndex>1</openSearch:startIndex><openSearch:itemsPerPage>100</openSearch:itemsPerPage><entry><id>tag:blogger.com,1999:blog-6698298.post-6742529807639376044</id><published>2012-01-26T14:39:00.001Z</published><updated>2012-01-26T14:43:08.384Z</updated><title type='text'></title><content type='html'>&lt;a href="http://nymag.com/print/?/news/politics/conservatives-david-frum-2011-11/"&gt;Great essay on Republicanism, 2011&lt;/a&gt;.&lt;br /&gt;&lt;br /&gt;Fave quote: "&lt;span style="background-color: white; font-family: Georgia, serif; line-height: 24px;"&gt;Some call this the closing of the conservative mind. Alas, the conservative mind has proved itself only too open, these past years, to all manner of intellectual pollen.&lt;/span&gt;&lt;span style="background-color: white; font-family: Georgia, serif; line-height: 24px;"&gt;&amp;nbsp;"&lt;/span&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-6742529807639376044?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/6742529807639376044/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=6742529807639376044&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6742529807639376044'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6742529807639376044'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2012/01/great-essay-on-republicanism-2011.html' title=''/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-6611732461472731005</id><published>2012-01-10T21:43:00.001Z</published><updated>2012-01-10T21:43:45.701Z</updated><title type='text'>Went to see We Need To Talk About Kevin last night</title><content type='html'>&lt;br /&gt;&lt;br /&gt;1. Tilda Swinton is ridiculously good. &lt;br /&gt;&lt;br /&gt;2. Lynne Ramsay: still the master. &lt;br /&gt;&lt;br /&gt;3. ...And people say there is a dearth of great right-wing art.&lt;br /&gt;&lt;br /&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-6611732461472731005?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/6611732461472731005/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=6611732461472731005&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6611732461472731005'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6611732461472731005'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2012/01/went-to-see-we-need-to-talk-about-kevin.html' title='Went to see We Need To Talk About Kevin last night'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4895906694559429759</id><published>2011-12-07T22:26:00.001Z</published><updated>2011-12-07T22:26:15.072Z</updated><title type='text'>Links</title><content type='html'>Voxeu explains some Eurozone central banking mechanics: http://voxeu.org/index.php?q=node/7391&lt;br /&gt;At the same place, Charles Wyplosz argues for decentralised discipline: http://voxeu.org/index.php?q=node/7387 &lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4895906694559429759?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4895906694559429759/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4895906694559429759&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4895906694559429759'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4895906694559429759'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/12/links.html' title='Links'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-546952600407137563</id><published>2011-12-05T08:57:00.003Z</published><updated>2011-12-05T08:57:59.311Z</updated><title type='text'>Immigration: ordure approaching fan</title><content type='html'>&lt;style type="text/css"&gt; &lt;!--  @page { margin: 0.79in }  P { margin-bottom: 0.08in } --&gt; &lt;/style&gt;&lt;br /&gt;&lt;div style="margin-bottom: 0in;"&gt;If the Eurozone does collapse, or ifthere is just a second European credit crunch, then Britain will be&lt;u&gt;relatively&lt;/u&gt; insulated. We will still suffer a lot, but lessthan the Eurozone itself. However, the EU has a useful mechanism forsharing the pain: labour migration, guaranteed by freedom of movementwithin Europe. Although it is low compared to the US, it has stillbeen high enough over the past decade to make immigration a bigpolitical issue in Britain. The government has pledged to cutimmigration to the tens of thousands. Good luck with that whenEurozone unemployment increases above its already high level. Therewill be increasing pressure to pull up the drawbridges.&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-546952600407137563?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/546952600407137563/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=546952600407137563&amp;isPopup=true' title='2 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/546952600407137563'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/546952600407137563'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/12/immigration-ordure-approaching-fan.html' title='Immigration: ordure approaching fan'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>2</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4487577874075300242</id><published>2011-12-05T08:57:00.001Z</published><updated>2011-12-05T08:57:20.608Z</updated><title type='text'>On the Euro crisis</title><content type='html'>&lt;style type="text/css"&gt; &lt;!--  @page { margin: 0.79in }  P { margin-bottom: 0.08in } --&gt; &lt;/style&gt;&lt;br /&gt;&lt;div style="margin-bottom: 0in;"&gt;Mainstream opinion seems to be asfollows:&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;ol&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;Creating the Euro was a mistake.&lt;/div&gt;&lt;/li&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;We should save the Euro at all costs.&lt;/div&gt;&lt;/li&gt;&lt;/ol&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;“At all costs” means:&lt;/div&gt;&lt;ul&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;In the short run, the ECB to buy member states' bonds, or to issue Eurobonds.&lt;/div&gt;&lt;/li&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;In the long run, centralized budgetary discipline in the Eurozone...&lt;/div&gt;&lt;/li&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;… and perhaps much greater transfers to provide “automatic stabilizers”&lt;/div&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;On the face of it (1) and (2) do notsit well together. The argument for combining them is that thealternative is disastrous: government default, one or more countriesleaving the Euro, bank runs which governments can no longer prevent,and perhaps a second Great Depression.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Almost anything would be justified toavoid a really serious depression, because events on that scale donot just impose economic hardship – they also risk devolving intopolitical chaos. For instance, I have heard the Great Depression andthe collapse of world trade cited as a cause of World War Two, thoughI don't know enough history to evaluate that claim.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;On the other hand, the argument is notcompletely obvious.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;First, it isn't necessary to leave theEuro in order to default. Greece, for example, is keen to stay in theEuro. The cost of staying in the Euro is being stuck with anuncompetitive exchange rate. But countries have survived that. Bydefaulting they would at least rid themselves of the debt overhangthat is forcing them to cut, cut, cut government spending in themidst of a recession. The cost of leaving the Euro is being stuckwith a less credible currency, and probably facing bank runs as aresult.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;On the other hand, if countries doleave the Euro, that may not be disastrous for them. (Or why wouldthey do it voluntarily?) Britain was forced to float its currency 20years ago; the Conservative government was humiliated, but theeconomic results were actually beneficial, weren't they? There is atrade-off: chaos at exit versus increased competitiveness with yourown currency afterwards. &lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;At the very least, the economic tail iswagging the political dog. European government structures are beingcreated as a panicked response to a crisis. These structures arelikely to be less democratic, more centralized (with Germany beingthe centre), and also to set in stone the Eurozone's problems, asfollows:&lt;/div&gt;&lt;ul&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;There will still be a single currency without the integrated labour markets that would help it to work.&lt;/div&gt;&lt;/li&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;There will still be the temptation to fiscal indiscipline, which will have to be prevented by centralized control.&lt;/div&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Fans of democracy, freedom andresponsible politics should not find this an appealing prospect. Itwould also be a national defeat for Britain, because we would be onthe periphery of a large centralized Eurozone with very differenteconomic interests and values to our own.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;If the alternative is really a globaleconomic collapse then perhaps this is the best choice of a badbunch. My personal nightmare is different:&lt;/div&gt;&lt;ul&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;Europe centralizes;&lt;/div&gt;&lt;/li&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;Established parties, and elites more generally, face an ever-stronger backlash from their “angry and defrauded young”;&lt;/div&gt;&lt;/li&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;A new generation of populists enters national governments. They offer fantasy solutions, play fast and loose with deficits, and fail to exercise mutual discipline at European level.&lt;/div&gt;&lt;/li&gt;&lt;li&gt;&lt;div style="margin-bottom: 0in;"&gt;We have a century of Argentina-style distributive politics, relative decline, and domination by a resurgent Russia.&lt;/div&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;My instinct is that failed ideas shouldbe discarded; but if we are going to have the Euro, it seems betterto have fiscal discipline and a hard budget constraint – a corecondition for “market-preserving federalism”. The US has achievedthis, so why can't Europe?&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Perhaps I am missing something andthere's an obvious reason that a default means a Euro collapse, andthat Euro breakup must inevitably be an economic catastrophe.Certainly lots of people think so. However, perhaps some of thecurrent panic comes from businessmen and bankers who naturallyconfuse short-term harm to themselves with the end of civilization.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4487577874075300242?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4487577874075300242/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4487577874075300242&amp;isPopup=true' title='2 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4487577874075300242'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4487577874075300242'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/12/on-euro-crisis.html' title='On the Euro crisis'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>2</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4475974140649900472</id><published>2011-12-03T03:15:00.001Z</published><updated>2011-12-03T03:15:59.549Z</updated><title type='text'>Ezra Klein explains the Euro crisis</title><content type='html'>&lt;a href="http://www.washingtonpost.com/blogs/ezra-klein/post/the-european-debt-crisis-in-eight-graphs/2011/12/01/gIQAsmR5GO_blog.html"&gt;in eight graphs&lt;/a&gt;.&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4475974140649900472?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4475974140649900472/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4475974140649900472&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4475974140649900472'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4475974140649900472'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/12/ezra-klein-explains-euro-crisis.html' title='Ezra Klein explains the Euro crisis'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-1694415713517733463</id><published>2011-11-29T23:24:00.001Z</published><updated>2011-12-03T03:13:43.401Z</updated><title type='text'>Christina Romer shifts my priors</title><content type='html'>&lt;a href="http://www.econ.berkeley.edu/%7Ecromer/Written%20Version%20of%20Effects%20of%20Fiscal%20Policy.pdf"&gt;&amp;nbsp;... a speech on estimating the economic effects of austerity and/or expansion&lt;/a&gt;. Her conclusion: there is solid evidence that fiscal stimulus works, and that austerity is painful. Not something I' naturally am inclined to believe, but when the evidence is gathered so carefully, it shifts my priors.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-1694415713517733463?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/1694415713517733463/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=1694415713517733463&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/1694415713517733463'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/1694415713517733463'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/11/christina-romer-shifts-my-priors.html' title='Christina Romer shifts my priors'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-388954502298624279</id><published>2011-11-29T08:51:00.001Z</published><updated>2011-12-03T03:14:16.235Z</updated><title type='text'>Dodgy science</title><content type='html'>&lt;a href="http://marginalrevolution.com/marginalrevolution/2011/11/doctors-with-borders.html"&gt;Alex Tabarrok spanks the BMJ&lt;/a&gt; over an article on the brain drain. &lt;br /&gt;&lt;br /&gt;The BMJ and Lancet are publishing a lot of social science these days. The slant is usually Left-ish; more importantly, the methodology is often weak. When did social science overtake medical science in analytical rigour?&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-388954502298624279?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/388954502298624279/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=388954502298624279&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/388954502298624279'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/388954502298624279'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/11/dodgy-science.html' title='Dodgy science'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-470803928912371388</id><published>2011-11-21T12:05:00.001Z</published><updated>2011-11-21T12:17:59.508Z</updated><title type='text'>Blame the economists!</title><content type='html'>&lt;style type="text/css"&gt; &lt;!--  @page { margin: 0.79in }  P { margin-bottom: 0.08in } --&gt; &lt;/style&gt;&lt;br /&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;It is widely thought that the financialcrisis shows up the flaws of neoclassical economists, who were soimmersed in nerdy mathematical theory that they forgot about the realworld.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;However, many economists did predictaspects of the crisis. Not all were marginal voices, either. Somewere very distinguished figures from the mainstream.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Here is &lt;a href="http://www.jstor.org/pss/2138460"&gt;Marty Feldstein in 1997&lt;/a&gt; (&lt;a href="http://econ161.berkeley.edu/teaching_folder/Econ_210b_spring_2001/Readings/Feldstein.pdf"&gt;ungated link&lt;/a&gt;),arguing that the Euro is an economic liability.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Here are &lt;a href="http://www.jstor.org/pss/3805083"&gt;Obstfeld and Rogoff in 2005&lt;/a&gt; (&lt;a href="http://elsa.berkeley.edu/%7Eobstfeld/global_current.pdf"&gt;ungated link&lt;/a&gt;),worrying about opaque networks of cross-holdings and counterpartyrisk (in the context of the US current account deficit).&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Economists probably are not blameless,and certainly there were naïve optimists – I read a fabulousarticle recently, from about 2005, which said [re the strength of thedollar, but it seems to typify that era] “the markets can be wrong,but they can't be wrong for a decade”. But as a group,macroeconomists probably had a clearer and earlier sense of thedangers than anyone else. The problem is that their knowledge did notpercolate to the wider public.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;This seems like a growing problem.Social science has been getting better and stronger in the past twodecades – we have rigorous techniques for untangling multiplecauses, ever better datasets and now the possibility to integratefield and laboratory experiments into our theory. But very little ofthis knowledge has spread to the world in general. Popular socialscience (Freakonomics or The Tipping Point) has been in fashionrecently, but we are still far from the point where people turn tosocial scientists for ideas about what is going on. For example,think of the referendum on the Alternative Vote in the UK this May.There is a lot of research on how electoral systems shape politicaland economic outcomes – not enough to decide definitively eitherway, but certainly relevant evidence. This research never gotmentioned in the debate. (There was some very simple stuff, &lt;a href="http://pa.oxfordjournals.org/content/64/1/5.short"&gt;like&lt;/a&gt;&lt;a href="http://pa.oxfordjournals.org/content/64/4/763.short"&gt;simulations&lt;/a&gt; of how the 2010 election would have gone, but nothing ofmodern research in political economy.)&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;I am not sure how this could be fixed.We definitely need more Levitts and Harfords. Perhaps we need moresocial scientists blogging.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-470803928912371388?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/470803928912371388/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=470803928912371388&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/470803928912371388'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/470803928912371388'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/11/blame-economists.html' title='Blame the economists!'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-831444870687332663</id><published>2011-10-24T08:51:00.002+01:00</published><updated>2011-10-24T08:51:44.185+01:00</updated><title type='text'>On the steps of St Paul's</title><content type='html'>&lt;div style="font-family: inherit;"&gt;&lt;style type="text/css"&gt; &lt;!--  @page { margin: 0.79in }  P { margin-bottom: 0.08in } --&gt; &lt;/style&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Sitting on the steps of occupied StPaul's Cathedral. There's a funky brass band playing. Tentseverywhere. Posters from anarchists, communists, loons of variousdescriptions. A couple of people in those masks from V. (Terrible,self-indulgent film.) There's one or two TV cameras, and a lot oftourists like me milling around. &lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;The mood is unfocused and idealistic.The closest thing to a set of demands is posted up on the corner ofthe information tent. No to cuts, we won't pay for your crisis, thesystem is unjust and must be replaced. A lot of references to19th-century protest. A strong non-violent vibe. Apparently alldecisions are taken by a General Assembly. (By consensus, if you hadn't guessed.)&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://1.bp.blogspot.com/-BB-VY3yRRQ8/TqUY2uPDChI/AAAAAAAABjA/MIKcMB6nd9Q/s1600/cookies.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="243" src="http://1.bp.blogspot.com/-BB-VY3yRRQ8/TqUY2uPDChI/AAAAAAAABjA/MIKcMB6nd9Q/s320/cookies.jpg" width="320" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;My favourite poster&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;Yesterday I bought &lt;i&gt;The Big Short&lt;/i&gt;.It's a great story. If you spend a lot of time reading theorists'explanations of what caused the Global Financial Crisis – the GFC,as the jargon of my economic policy class would put it – it's goodto compare them with a journalist's description of what actuallyhappened. The Big Short focuses on the “heroes” of the GFC, ifthey deserve that name: the people who figured out early that theboom in house prices was unsustainable. They took large bets on this.Normally, in a market, if somebody bets against something, its pricegoes down. One of the puzzles in the book is that this doesn'thappen. There seem to be two markets: one in which a small butgrowing number of smart people figure out that many US mortgage loanswill not come good, and another official market in which these loansare expected, right until the end, to pay out. So, where did thebuyers for the second market come from? The book never answers thisvery clearly except to say “idiots in Germany”.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;A tent where you can meditate or pray.A notice up asking people not to drink on site, as requested by theLondon Fire Brigade. Inevitably, a sign offering FREE HUGS.&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;I'm sympathetic with these people's anger, and it's nice to see somebody in London doing something other than shopping. I think they need somecoherent analysis. I'll leave them &lt;i&gt;The Big Short&lt;/i&gt; for a start.&lt;br /&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-831444870687332663?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/831444870687332663/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=831444870687332663&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/831444870687332663'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/831444870687332663'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/10/on-steps-of-st-pauls.html' title='On the steps of St Paul&apos;s'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><media:thumbnail xmlns:media='http://search.yahoo.com/mrss/' url='http://1.bp.blogspot.com/-BB-VY3yRRQ8/TqUY2uPDChI/AAAAAAAABjA/MIKcMB6nd9Q/s72-c/cookies.jpg' height='72' width='72'/><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-7905602723643041128</id><published>2011-09-23T02:12:00.001+01:00</published><updated>2011-09-23T02:12:47.075+01:00</updated><title type='text'>Shetland</title><content type='html'>Yup, the world's most Northerly ferry is on Facebook. &lt;div class="separator"style="clear: both; text-align: center;"&gt;&lt;a href="https://lh3.googleusercontent.com/-0jgatvPWt1k/TnvdAFYDyuI/AAAAAAAABiU/6z-EQvkQ2jw/s640/blogger-image--1547737585.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="https://lh3.googleusercontent.com/-0jgatvPWt1k/TnvdAFYDyuI/AAAAAAAABiU/6z-EQvkQ2jw/s640/blogger-image--1547737585.jpg" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator"style="clear: both; text-align: center;"&gt;&lt;a href="https://lh5.googleusercontent.com/-WnCE7yMYTrs/TnvdBMFZNHI/AAAAAAAABiY/wh4aWl6q7NA/s640/blogger-image-1891966289.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="https://lh5.googleusercontent.com/-WnCE7yMYTrs/TnvdBMFZNHI/AAAAAAAABiY/wh4aWl6q7NA/s640/blogger-image-1891966289.jpg" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator"style="clear: both; text-align: center;"&gt;&lt;a href="https://lh5.googleusercontent.com/-NGYkWl3xeto/TnvdBsg3SYI/AAAAAAAABic/XlrSYsbKRuc/s640/blogger-image--646759051.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="https://lh5.googleusercontent.com/-NGYkWl3xeto/TnvdBsg3SYI/AAAAAAAABic/XlrSYsbKRuc/s640/blogger-image--646759051.jpg" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator"style="clear: both; text-align: center;"&gt;&lt;a href="https://lh5.googleusercontent.com/-gadmIbkUfeg/TnvdCDD5VqI/AAAAAAAABig/Hk6WjvivKvo/s640/blogger-image--347081835.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="https://lh5.googleusercontent.com/-gadmIbkUfeg/TnvdCDD5VqI/AAAAAAAABig/Hk6WjvivKvo/s640/blogger-image--347081835.jpg" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator"style="clear: both; text-align: center;"&gt;&lt;a href="https://lh6.googleusercontent.com/-1QE3Nd7Xks0/TnvdC0arXjI/AAAAAAAABik/a33ihfUiIsI/s640/blogger-image--564031951.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="https://lh6.googleusercontent.com/-1QE3Nd7Xks0/TnvdC0arXjI/AAAAAAAABik/a33ihfUiIsI/s640/blogger-image--564031951.jpg" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator"style="clear: both; text-align: center;"&gt;&lt;a href="https://lh6.googleusercontent.com/-cE1Pe28GVK0/TnvdDqAcsJI/AAAAAAAABio/U9NLwZBWe0o/s640/blogger-image-855161842.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="https://lh6.googleusercontent.com/-cE1Pe28GVK0/TnvdDqAcsJI/AAAAAAAABio/U9NLwZBWe0o/s640/blogger-image-855161842.jpg" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-7905602723643041128?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/7905602723643041128/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=7905602723643041128&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/7905602723643041128'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/7905602723643041128'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/09/shetland.html' title='Shetland'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><media:thumbnail xmlns:media='http://search.yahoo.com/mrss/' url='https://lh3.googleusercontent.com/-0jgatvPWt1k/TnvdAFYDyuI/AAAAAAAABiU/6z-EQvkQ2jw/s72-c/blogger-image--1547737585.jpg' height='72' width='72'/><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-2215744594950329649</id><published>2011-09-23T02:07:00.001+01:00</published><updated>2011-09-23T04:24:22.733+01:00</updated><category scheme='http://www.blogger.com/atom/ns#' term='R'/><title type='text'>Rstudio plug</title><content type='html'>For a few years I've been searching for a GUI for the statistics program R. Now I think we have a winner: &lt;a href="http://www.Rstudio.org/"&gt;Rstudio&lt;/a&gt;. It doesn't bother providing menu items for graphs or regressions, instead focusing on a great script editor and command line (features like command line syntax highlighting and multiline entry), plus integrated plot, history, variable and help file display. It's really one of the best programming editors I've seen for any language. &lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-2215744594950329649?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/2215744594950329649/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=2215744594950329649&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/2215744594950329649'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/2215744594950329649'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/09/rstudio-plug.html' title='Rstudio plug'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-5387662900514265901</id><published>2011-09-19T18:26:00.003+01:00</published><updated>2011-09-19T18:27:14.765+01:00</updated><title type='text'>Mobility and democracy</title><content type='html'>If you graph UK economic performance over 1979-2007 – these look like the natural breaks nowadays – then we do pretty well:&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;img alt="" height="310" 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" style="margin-left: auto; margin-right: auto;" width="400" /&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;Real GDP per capita 1979-2007 (WDI via Google; log scale)&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;But at the end of this period, there was increasing immigration to the UK, from Eastern Europe as well as from traditional sources like South Asia. This immigration resulted in growing political dissatisfaction, which came firmly on to the agenda in the 2010 election.&lt;br /&gt;&lt;br /&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;img alt="" height="311" 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" style="margin-left: auto; margin-right: auto;" width="400" /&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;Population growth rate 1979-2007 (WDI via google)&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;The two great areas of democracy in the world today, the US and the EU, are also areas of free mobility. The US was a frontier society until 1890: dissatisfied employees could move West and find a homestead.&lt;br /&gt;&lt;br /&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;img alt="" 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" style="margin-left: auto; margin-right: auto;" /&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;Wagons heading West&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;Today, it remains a decentralized country – the United States – and the states have been called “laboratories of democracy”. The EU even more so: written into its founding charter are the principles that member states must be democratic, and that labour, like other goods and services, must be free to move between them.&lt;br /&gt;&lt;br /&gt;There are many reasons why democracy and mobility might go together. It's no coincidence that dictatorships like North Korea and Cuba are prison states that try to stop their subjects leaving. Mobility might protect you from the tyranny of the majority: political scientists like Carles Boix have argued that democratization is more likely when wealth is mobile, so that the rich no longer fear being expropriated by a poor majority.&lt;br /&gt;&lt;br /&gt;On the other hand, mobility brings with it certain problems for systems where good governance depends on the wisdom of the citizenry.&lt;br /&gt;&lt;br /&gt;First, intelligent policy-making is always a public good – something that benefits everyone in a community, no matter who pays for it. But freedom of movement makes good governance a public good between communities, as well as within them. Suppose, choosing two countries at random, that Spain is worse governed than France, and therefore a poorer and less pleasant place to live. Without free movement, the citizens of Spain have a strong incentive to do something about that, for example by voting for policies that work better. With freedom of movement, they have a simple alternative: pop across the border. Under the (very idealized) assumption that mobility is free and frictionless, they will continue to do so until “utilities are equalized”: that is, until France and Spain are equally un/pleasant, perhaps because of all the migrants moving into France and using public services.&lt;br /&gt;&lt;br /&gt;Of course, that politics is a public good means that self-interested people will never provide enough of it. But existing national communities are organized in ways to get round this problem: they have newspapers which keep people informed and encourage them to participate, national parties to link politicians with an active citizenry, patriotism as a source of willingness to work for the community, and so forth. The political collective action problem within nations is hardly solved, but it is mitigated. That is much less true for the collective action problem between nations. &lt;br /&gt;&lt;br /&gt;Another problem for democracies comes from the same source. People are politically ignorant: this is one of the best-established empirical generalizations in political science. It, too, is probably a result of the public good aspect of politics: when you have little influence over something, ignorance is rational. The most reliable knowledge we have about our politicians' performance is not the information we seek out – which is often schematic, sketchy and biased towards our pre-existing beliefs – but what we learn “by accident” in everyday life. If you lose your job, then you can assume the economy is not going very well, and you can (and will) blame the government. &lt;br /&gt;&lt;br /&gt;But again, free mobility makes that signal noisier. If your child waits a long time for healthcare, do you blame the government's handling of the NHS? Or do you blame the increased demands placed on the system by more people using it? (Some local authorities have blamed poor performance on immigration in the past.) If free mobility equalizes utility between countries, then good and bad governance are no longer distinguishable.&lt;br /&gt;&lt;br /&gt;A final problem with mobility is the issue of fairness between different groups, such as the old and the young. European welfare states are built on intergenerational compacts, and these national compacts vary from country to country. Mobility allows people to arbitrage these differences. Young singles turn up to work in London's vibrant freemarket economy; couples with children can move to take advantage of Holland's education system. These problems are known in America, where there is talk of a “race to the bottom” between states in welfare provision; though at least America has a big-spending federal government to iron out these differences.&lt;br /&gt;&lt;br /&gt;None of these arguments make me long for the return of border controls in Europe. But they do show there is some tension between the ideals of democracy and freedom of movement. As long as European countries remain widely divergent in wealth and standards of public services, this tension is likely to stay prominent. Denmark's recent decision to impose border controls even within the Schengen area is one example.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-5387662900514265901?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/5387662900514265901/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=5387662900514265901&amp;isPopup=true' title='2 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/5387662900514265901'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/5387662900514265901'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/09/democracy-and.html' title='Mobility and democracy'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>2</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-6837314197706602702</id><published>2011-08-28T22:38:00.001+01:00</published><updated>2011-10-17T08:53:13.904+01:00</updated><title type='text'>Newspapers from broken homes more likely to hype dodgy science</title><content type='html'>Ok, I'm a cultural conservative but this is still just dire: &lt;a href="http://www.telegraph.co.uk/news/uknews/8728398/Children-whose-parents-divorce-more-likely-to-become-binge-drinkers.html"&gt;http://www.telegraph.co.uk/news/uknews/8728398/Children-whose-parents-divorce-more-likely-to-become-binge-drinkers.html&lt;/a&gt;. &lt;br /&gt;&lt;br /&gt;How can we stop this? Should every Telegraph science hack maybe have an enforced intimate tattoo saying "Correlation is not Causation"?&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-6837314197706602702?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/6837314197706602702/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=6837314197706602702&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6837314197706602702'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6837314197706602702'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/08/newspapers-from-broken-homes-more.html' title='Newspapers from broken homes more likely to hype dodgy science'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-6478336807665175922</id><published>2011-07-15T13:04:00.000+01:00</published><updated>2011-09-23T04:22:49.832+01:00</updated><category scheme='http://www.blogger.com/atom/ns#' term='R statistics'/><title type='text'>Honore-style fixed effects estimators for censored data in R</title><content type='html'>Below is some R code to implement fixed effects Tobit, a la &lt;a href="http://links.jstor.org/sici?sici=0012-9682%28199205%2960%3A3%3C533%3ATLALSE%3E2.0.CO%3B2-2"&gt;Honore (1992)&lt;/a&gt; "Trimmed LAD and Least Squares Estimation of Truncated and Censored Regression Models with Fixed Effects", and also fixed effects double-censored Tobit a la &lt;a href="http://papers.ssrn.com/sol3/Delivery.cfm/SSRN_ID1325787_code104797.pdf?abstractid=1325276"&gt;Alan, Honore and Petersen (2008).&lt;/a&gt;&lt;br /&gt;&lt;br /&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;# FE tobit a la Honore (1992). See Honore (2002) Port Econ J for a simple guide&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;# y1 partner y2 other&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  honore &lt;- function (b, x1, x2, y1, y2) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  dxb &lt;- (x1 - x2) %*% b &lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  sum(&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    (pmax(y1, dxb) - pmax(y2, - dxb) - dxb)^2 +&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    2*(y1 &lt; dxb)*(dxb-y1)*y2 + &lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    2*(y1 &lt; -dxb)* (-dxb-y2)*y1&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  )&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;}&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;fetobit &lt;- function (x1, x2, y1, y2) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  # x &lt;- model.matrix(form, dataset)&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  initvals &lt;- lm.fit(x1 - x2, y1 - y2)$coefficients&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  res &lt;- optim(initvals, fn=honore, x1=x1, x2=x2, y1=y1, y2=y2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    method="BFGS", control=list(reltol=1e-8, maxit=1000))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  if (res$convergence != 0) warning("Didn't converge")&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  res$par&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;}&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;# estimate the standard error, asymptotically. &lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;fetstderr &lt;- function(x1, x2, y1, y2, bhat) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  N &lt;- nrow(x1)&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  x &lt;- x1 - x2&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  xb &lt;- x %*% bhat&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  G &lt;- matrix(0, nrow=length(bhat), ncol=length(bhat))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  V &lt;- G&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;# this should be done faster...&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  for (i in 1:N) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    xtx &lt;- outer(x[i,], x[i,])&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    G &lt;- G + ( - y2[i] &lt; xb[i] &amp;amp; xb[i] &lt; y1[i] ) * xtx&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    V &lt;- V + ((y2[i]^2) * (y1[i] &lt;= xb[i]) +&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;      (y1[i]^2) * (xb[i] &lt;= - y2[i]) +&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;      (y1[i] - y2[i] - xb[i])^2 * (- y2[i] &lt; xb[i] &amp;amp; xb[i] &lt;     y1[i]) &lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    ) * xtx&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  }&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  G &lt;- G / N&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  V &lt;- V / N&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  Ginv &lt;- solve(G)&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  sqrt(diag(Ginv %*% V %*% Ginv / N)) # right?&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;}&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;# two-sided censoring&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;# y's must be censored at 0 and 1&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;alan &lt;- function (b, x1, x2, y1, y2) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  d &lt;- pmax(-1, pmin(as.matrix(x1-x2) %*% as.matrix(b), 1))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  # sum of R(y1, y2, max(-1, min(,(x1-x2) %*% b, 1)))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  r1 &lt;- r2 &lt;- rep(NA, length(d))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  r1 &lt;- ifelse(d &lt;= y1 -1,  d + d^2/2 +(y1-1)^2/2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    ifelse(y1-1 &lt; d &amp;amp; d &lt;= 0, d*y1,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    ifelse(0 &lt; d &amp;amp; d &lt;= y1, d*y1 - d^2/2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    ifelse(y1 &lt;d, y1^2/2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    NA))))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  r2 &lt;- ifelse(d &lt;= -y2,  -y2^2/2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    ifelse(-y2 &lt; d &amp;amp; d &lt;= 0, d^2/2 + d*y2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    ifelse(0 &lt; d &amp;amp; d &lt;= 1-y2, d*y2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    ifelse(1-y2 &lt;d, d - d^2/2 - (y2-1)^2/2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    NA))))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  - sum(r1 - r2) # Alan et al say minimize, but I say maximize, ie minimize the minus sum&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;}&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;fe2tobit &lt;- function (x1, x2, y1, y2) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  initvals &lt;- lm.fit(x1 - x2, y1 - y2)$coefficients&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  res &lt;- optim(initvals, fn=alan, x1=x1, x2=x2, y1=y1, y2=y2,&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    method="BFGS", control=list(reltol=1e-8, maxit=1000))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  if (res$convergence != 0) warning("Didn't converge")&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  res$par&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;}&lt;/div&gt;&lt;br /&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;fet2stderr &lt;- function (x1, x2, y1, y2, bhat) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  N &lt;- nrow(x1)&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  x &lt;- x1 - x2&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  xb &lt;- x %*% bhat&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  V &lt;- G &lt;- matrix(0, nrow=length(bhat), ncol=length(bhat))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  u1 &lt;- ifelse(xb &gt; 0, pmax(y1-xb,0), pmin(y1,1+xb))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  u2 &lt;- ifelse(xb &gt; 0, pmin(y2, 1-xb), pmax(y2+xb, 0))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  u &lt;- u1 - u2&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  gwt &lt;- ifelse(xb &lt; -1 | xb &gt; 1, 0, &lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    (-1 &lt; xb &amp;amp; xb &lt; y1-1) - (0 &lt; xb &amp;amp; xb &lt; y1) - &lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    (-y1 &lt; xb &amp;amp; xb &lt; 0) + (1-y2 &lt; xb &amp;amp; xb &lt; 1))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  for (i in 1:N) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    xtx &lt;- outer(x[i,], x[i,])&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    G &lt;- G +  gwt[i] * xtx&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    if (-1 &lt; xb[i] &amp;amp; xb[i] &lt; 1) {&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;      v &lt;- u[i]*x[i,]/2&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;      V &lt;- V + outer(v, v)&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;    }&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  }&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  G &lt;- G / N&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  V &lt;- V / N&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  Ginv &lt;- solve(G) &lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;  sqrt(diag(Ginv %*% V %*% Ginv / N))&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;}&lt;/div&gt;&lt;div style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;br /&gt;&lt;span style="font-family: inherit;"&gt;Points to note:&lt;/span&gt;&lt;br /&gt;&lt;ul&gt;&lt;li&gt;&lt;span style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;&lt;span style="font-family: inherit;"&gt;&lt;span style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;fetobit&lt;/span&gt; &lt;/span&gt;&lt;/span&gt; expects data to be censored at 0; &lt;span style="font-family: &amp;quot;Courier New&amp;quot;,Courier,monospace;"&gt;fe2tobit&lt;/span&gt; expects censoring at 0 and 1. There should be no NAs.&lt;/li&gt;&lt;li&gt;Warning! I have done only a very quick test on these. They seem to work but I am not a proper econometrician. Use at your own risk.&lt;/li&gt;&lt;li&gt;The standard errors may be inaccurate for low N. Consider bootstrap estimation.&lt;/li&gt;&lt;li&gt;Warning! Google searches for "Trimmed LAD" may lead to unexpected results.&lt;/li&gt;&lt;/ul&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-6478336807665175922?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/6478336807665175922/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=6478336807665175922&amp;isPopup=true' title='2 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6478336807665175922'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6478336807665175922'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/07/honore-style-fixed-effects-estimators.html' title='Honore-style fixed effects estimators for censored data in R'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>2</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-2429420000860614341</id><published>2011-07-12T18:29:00.001+01:00</published><updated>2011-07-12T18:29:54.055+01:00</updated><title type='text'>Good riddance to bad rubbish</title><content type='html'>&lt;style type="text/css"&gt; &lt;!--  @page { size: 8.5in 11in; margin: 0.79in }  P { margin-bottom: 0.08in } --&gt; &lt;/style&gt;  &lt;br /&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;So, last week was a good time to write about media prurience.&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;I am vindictively glad about the News of the World being cancelled. The NotW was not a good paper that went wrong. It was always a bottom-feeder. Its privacy-invading habits aren't new either. Ony the methods are new.&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;The NotW was not unique. The Sun is not much better. Nor is the Mirror. The Star is probably worse. All of these papers feed off and feed the worst in human nature: &lt;a href="http://notwats.blogspot.com/2006/11/britney-sex-tape-blackmail.html"&gt;sexual prurience&lt;/a&gt;, &lt;a href="http://notwats.blogspot.com/2006/08/i-throttled-jessica-as-she-tried-to.html"&gt;the vicarious enjoyment of cruelty&lt;/a&gt;, &lt;a href="http://notwats.blogspot.com/2006/12/exclusive-secrets-of-suffolk-strangler.html"&gt;other people's misery as entertainment&lt;/a&gt;, &lt;a href="http://notwats.blogspot.com/2006/04/boozy-wills-party-shame.html"&gt;phony outrage&lt;/a&gt;, &lt;a href="http://notwats.blogspot.com/2006/03/its-just-lottery.html"&gt;simplistic politics&lt;/a&gt;, and &lt;a href="http://politicalscrapbook.net/2011/07/chris-jefferies-sun-mirror-trial/"&gt;demonizing people who can't answer back.&lt;/a&gt; &lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;A strong tabloid press can be a great advantage for a democracy. I hope this country gets one. The British people deserve it.&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;In the round, the British media are not much to be proud of, but Rupert Murdoch had a special, particular role in bringing this about. He took the Sun and the NotW downmarket. He also turned one of the great papers of the world, the Times, which Trollope satirized as the all-powerful Thunderer, into a competitor with the Daily Mail. On its own terms, the Times is a great product. It has the mix of news its readers want. It's well written and full of content. But there is a useful way to draw the line between quality paper and others: do the writers assume that their readers are as intelligent as they are? I think the Times crossed that line a long time ago. Great product. Lousy paper. So my dream story for next week is “Murdoch arrested. Photos page 2, 3, 4, 5, 6.”&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;Meanwhile... I have not heard much about what economists would call the demand side. There will always be a market for gossip, sensationalism, celebrity and trivia. A healthy society accepts that, but it also knows that these are not really things to be proud of. Perhaps now would be a good time to reconsider our collective reading habits.&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-2429420000860614341?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/2429420000860614341/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=2429420000860614341&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/2429420000860614341'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/2429420000860614341'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/07/good-riddance-to-bad-rubbish.html' title='Good riddance to bad rubbish'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-7098585223838976804</id><published>2011-07-04T18:29:00.002+01:00</published><updated>2011-07-04T18:29:39.032+01:00</updated><title type='text'>Mothers-in-law</title><content type='html'>&lt;style type="text/css"&gt; &lt;!--  @page { size: 8.5in 11in; margin: 0.79in }  P { margin-bottom: 0.08in } --&gt; &lt;/style&gt;  &lt;br /&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;So, I avoided the “future mother-in-law sends rude email” story. It looked very funny and juicy, but it seemed not nice of the email recipient to forward it to all his friends. Now it turns out that maybe the whole thing was a publicity stunt for the groom's wedding business.&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;There's a fine line here between funny and shameful. Firmly on the shameful side are all the tweeters spreading gossip about footballer's private lives. Some parts of the press were trying to make them into heroes of free speech. Not really. Worse still is the self-publicizing Lib Dem MP who raised the footballer's name in the House, using parliamentary privilege to get round the privacy injunction. Anyone should think very hard before using that privilege. It may be very important in remedying injustices. It is not for retweeting prurient gossip which a judge has decided ought to be private.&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;Wanting to know about other people's private lives is dirty. Of course we all want to do it. But it &lt;i&gt;is&lt;/i&gt; dirty, the industry that exists around it is dirty too, and if you do it, then worthless people will use it against you.&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;There's a relevance to the DSK affair. This is more complex. The French public has an interest in knowing the character of candidates for high office; a lot of evidence came out suggesting Strauss-Kahn did not have a respectful attitude to women. But he did not deserve to be tried by the media, and found guilty of rape by public opinion because he “seemed like the type”. That kind of logic is strictly banned from the courtroom, for the good reason that it would expose defendants to the sort of exploitation that may have been planned here. Banning it from our thoughts would also be good. Partly because we would be less vulnerable to spin, manipulation and free PR for wedding catering businesses, but mostly because it is bad in itself.&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-7098585223838976804?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/7098585223838976804/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=7098585223838976804&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/7098585223838976804'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/7098585223838976804'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/07/mothers-in-law.html' title='Mothers-in-law'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4597913817894000491</id><published>2011-06-26T12:08:00.000+01:00</published><updated>2011-06-26T12:08:37.522+01:00</updated><title type='text'>Re chavs</title><content type='html'>&lt;style type="text/css"&gt; &lt;!--  @page { size: 8.5in 11in; margin: 0.79in }  P { margin-bottom: 0.08in } --&gt; &lt;/style&gt;  &lt;br /&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;b&gt;&lt;/b&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="margin-bottom: 0in;"&gt;&lt;span style="font-weight: normal;"&gt;There's a &lt;a href="http://www.amazon.com/Chavs-Demonization-Working-Owen-Jones/dp/184467696X/ref=sr_1_1?ie=UTF8&amp;amp;qid=1309086342&amp;amp;sr=8-1"&gt;new book out&lt;/a&gt; in defence of chavs. It argues that the working class have simultaneously been beaten up by the forces of neoliberal capitalism, and vilified by class snobbery. Sounds interesting.&lt;/span&gt;&lt;/div&gt;&lt;div class="western" style="font-weight: normal; margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="font-weight: normal; margin-bottom: 0in;"&gt;Not all the aspersions on chav behaviour and lifestyle are cast by toffs in Kensington drawing rooms. A lot of the venom comes from the people who have to live with those behaviours – i.e. other working class and/or not very rich people. Chav is not a synonym for poor. It can mean any or all of poor, badly dressed, badly behaved, drunk, criminal.... Being rude about these latter kinds of behaviour is not wrong. People do it out of resentment, and also because they are trying to establish and maintain, by contrast, norms of good, decent and respectable behaviour. What is bad and unfair, is tarring entire social classes with this brush.&lt;/div&gt;&lt;div class="western" style="font-weight: normal; margin-bottom: 0in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;div class="western" style="font-weight: normal; margin-bottom: 0in;"&gt;&lt;i&gt;Vice versa&lt;/i&gt;, is the media's attitude to chavdom one of unmixed contempt? Maybe there's some sneaking admiration in there as well, in shows like Shameless or The Only Way is Essex. (This is only an impression. I don't actually &lt;i&gt;watch&lt;/i&gt; any shows like that, you understand, I just hear about them.)&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4597913817894000491?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4597913817894000491/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4597913817894000491&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4597913817894000491'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4597913817894000491'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/06/re-chavs.html' title='Re chavs'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4525979062942161116</id><published>2011-05-22T12:21:00.000+01:00</published><updated>2011-05-22T12:21:38.732+01:00</updated><title type='text'>two debt stories</title><content type='html'>Mark Harrison squishes two &lt;a href="http://blogs.warwick.ac.uk/markharrison/entry/surely_youre_joking/"&gt;debt&lt;/a&gt; &lt;a href="http://blogs.warwick.ac.uk/markharrison/entry/the_history_of_1/"&gt;myths&lt;/a&gt;.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4525979062942161116?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4525979062942161116/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4525979062942161116&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4525979062942161116'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4525979062942161116'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/05/two-debt-stories.html' title='two debt stories'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-9154864768180484102</id><published>2011-05-03T14:20:00.002+01:00</published><updated>2011-05-03T14:20:57.039+01:00</updated><title type='text'>New field research results: what does every woman truly need?</title><content type='html'>&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;object width="320" height="266" class="BLOGGER-youtube-video" classid="clsid:D27CDB6E-AE6D-11cf-96B8-444553540000" codebase="http://download.macromedia.com/pub/shockwave/cabs/flash/swflash.cab#version=6,0,40,0" data-thumbnail-src="http://0.gvt0.com/vi/0EFmlvuQVsw/0.jpg"&gt;&lt;param name="movie" value="http://www.youtube.com/v/0EFmlvuQVsw&amp;fs=1&amp;source=uds" /&gt;&lt;param name="bgcolor" value="#FFFFFF" /&gt;&lt;embed width="320" height="266" src="http://www.youtube.com/v/0EFmlvuQVsw&amp;fs=1&amp;source=uds" type="application/x-shockwave-flash"&gt;&lt;/embed&gt;&lt;/object&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-9154864768180484102?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/9154864768180484102/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=9154864768180484102&amp;isPopup=true' title='4 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/9154864768180484102'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/9154864768180484102'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/05/new-field-research-results-what-does.html' title='New field research results: what does every woman truly need?'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>4</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-8713427238381138396</id><published>2011-04-08T14:01:00.004+01:00</published><updated>2011-04-08T14:08:13.351+01:00</updated><title type='text'>AV simulations</title><content type='html'>On May 5th, Britain will have a &lt;a href="http://en.wikipedia.org/wiki/United_Kingdom_Alternative_Vote_referendum,_2011"&gt;referendum on changing the electoral system to the Alternative Vote&lt;/a&gt; (AV). Over the weekend I decided to simulate the 2010 election under AV. (Some people prefer gardening....)&lt;br /&gt;&lt;br /&gt;A bit of background: the basis for this was David Sanders et al's paper (viewable &lt;a href="http://www.oxfordjournals.org/our_journals/parlij/gsq042.pdf"&gt;here&lt;/a&gt;). In the British Election Study survey, they gave respondents an AV-style polling card and asked them how they would vote. They don't have enough respondents to estimate vote shares in every constituency, so instead they start with the First Past The Post vote shares from the real election, and estimate second and further preferences for each party's supporters using the BES survey data. By their reckoning, the Liberal Democrats would have picked up about 30 extra seats under AV -- not enough to make their seats proportional to their votes, but a big change, and enough to let them form a majority coalition with Labour. (Interesting what-if question:  if  Nick Clegg was part of a Labour coalition government, would he be &lt;a href="http://www.guardian.co.uk/politics/2011/apr/06/nick-clegg-home-students"&gt;listening to classical music and crying&lt;/a&gt;?)&lt;br /&gt;&lt;br /&gt;When I read the paper, I realised that I could take this a step further, and use the survey data to estimate first preferences as well as second preferences. I reran the analysis. The results were not so good for the Lib Dems; instead of 30 seats, I estimate they would gain about 10.&amp;nbsp;&amp;nbsp;          &lt;style type="text/css"&gt;td p { margin-bottom: 0in; }p { margin-bottom: 0.08in; }&lt;/style&gt;  &lt;br /&gt;&lt;table cellpadding="0" cellspacing="0" style="width: 665px;"&gt;&lt;col width="110"&gt;&lt;/col&gt;  &lt;col width="112"&gt;&lt;/col&gt;  &lt;col width="111"&gt;&lt;/col&gt;  &lt;col width="111"&gt;&lt;/col&gt;  &lt;col width="111"&gt;&lt;/col&gt;  &lt;col width="111"&gt;&lt;/col&gt;  &lt;tbody&gt;&lt;tr valign="TOP"&gt;   &lt;td style="border: medium none; padding: 0in;" width="110"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;/td&gt;   &lt;td colspan="5" style="border: medium none; padding: 0in;" width="555"&gt;&lt;/td&gt;  &lt;/tr&gt;&lt;tr valign="TOP"&gt;   &lt;td style="border: medium none; padding: 0in;" width="110"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;&lt;br /&gt;&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="112"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Lab&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Con&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Lib Dem&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Green/SNP/PC&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Total&lt;/div&gt;&lt;/td&gt;  &lt;/tr&gt;&lt;tr valign="TOP"&gt;   &lt;td style="border: medium none; padding: 0in;" width="110"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;England&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="112"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;191&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;288&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;50&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;0&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;529&lt;/div&gt;&lt;/td&gt;  &lt;/tr&gt;&lt;tr valign="TOP"&gt;   &lt;td style="border: medium none; padding: 0in;" width="110"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Scotland&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="112"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;40&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;1&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;12&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;6&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;59&lt;/div&gt;&lt;/td&gt;  &lt;/tr&gt;&lt;tr valign="TOP"&gt;   &lt;td style="border: medium none; padding: 0in;" width="110"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Wales&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="112"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;27&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;7&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;5&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;1&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;40&lt;/div&gt;&lt;/td&gt;  &lt;/tr&gt;&lt;tr valign="TOP"&gt;   &lt;td style="border: medium none; padding: 0in;" width="110"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;Great    Britain &lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="112"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;258 (258)&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;296 (305)&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;67 (57)&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;0/6/1(1/6/3)&lt;/div&gt;&lt;/td&gt;   &lt;td style="border: medium none; padding: 0in;" width="111"&gt;&lt;div align="LEFT" class="western" style="margin-top: 0.04in;"&gt;628 (630)&lt;/div&gt;&lt;/td&gt;  &lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;div style="text-align: center;"&gt;&lt;br /&gt;&lt;b&gt;Estimated seats per party under the Alternative Vote, Great Britain&lt;/b&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span style="font-size: x-small;"&gt;&lt;i&gt;Notes: Numbers in brackets are seats in the actual election&lt;b&gt;. &lt;/b&gt;Totals&lt;b&gt; &lt;/b&gt;are different because I'm missing data for a couple of constituencies.&lt;/i&gt;&lt;/span&gt;&lt;b&gt;&lt;br /&gt;&lt;/b&gt;&lt;/div&gt;&lt;div style="text-align: center;"&gt;&lt;br /&gt;&lt;/div&gt;It seems that AV would have made only a marginal difference to the election result. Of course, as both I and the original writers say, a simulation like this misses out lots of possible changes. Maybe people will vote differently once they are used to the AV system. Surely, by the next election, vote shares will be very different. Still, to the best of my judgment, AV is a small step rather than a massive revolution. I doubt that it will lead to many more coalitions, or to extremists getting elected, as some people claim.&lt;br /&gt;&lt;br /&gt;&lt;a href="http://sites.google.com/site/davidhughjones/files/AVcomment.pdf?attredirects=0"&gt;Here's the PDF&lt;/a&gt; if you want more details.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-8713427238381138396?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/8713427238381138396/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=8713427238381138396&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/8713427238381138396'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/8713427238381138396'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/04/av-simulations.html' title='AV simulations'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4199142855136562786</id><published>2011-03-11T16:14:00.000Z</published><updated>2011-03-11T16:14:28.440Z</updated><title type='text'>TV dons</title><content type='html'>A collection of distinguished history professors have &lt;a href="http://www.conservatives.com/News/News_stories/2011/03/Historians_against_AV.aspx"&gt;written to the Times attacking AV&lt;/a&gt;. Here are their arguments in full: &lt;br /&gt;&lt;br /&gt;&lt;ul&gt;&lt;li&gt;One person's casting ballot might be worth 6 times that of another.&lt;/li&gt;&lt;li&gt;Extremist and "non-serious" parties might get some votes.&lt;/li&gt;&lt;li&gt;er... Churchill!&lt;/li&gt;&lt;/ul&gt;This is a pretty depressing commentary on British intellectual life. Where the Hell does the "6 times" figure from? Under AV, everyone gets one vote, just as now, and everyone's vote is treated equally. The difference is that people might actually be able to vote for the party they like best, instead of having to choose from the top two in their constituency.&lt;br /&gt;&lt;br /&gt;I also find it hard to understand what "non-serious" means, unless it just means "anyone but the Big Three". Maybe the profs are worried about a massive swing for the Monster Raving Loony party.&lt;br /&gt;&lt;br /&gt;Let's hope some serious political scientists are drafting a rebuttal.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4199142855136562786?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4199142855136562786/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4199142855136562786&amp;isPopup=true' title='2 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4199142855136562786'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4199142855136562786'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2011/03/tv-dons.html' title='TV dons'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>2</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-7345811956487815976</id><published>2010-12-19T09:16:00.000Z</published><updated>2010-12-19T09:16:04.096Z</updated><title type='text'>From the "world turns into Daily Mail editorial" department.</title><content type='html'>And now on a more Right-wing tip: I met a teacher yesterday, who told me that her school has banned kids from going out in the snow, in case they hurt themselves; and &lt;i&gt;banned conkers&lt;/i&gt;.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-7345811956487815976?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/7345811956487815976/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=7345811956487815976&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/7345811956487815976'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/7345811956487815976'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2010/12/from-world-turns-into-daily-mail.html' title='From the &quot;world turns into Daily Mail editorial&quot; department.'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4485418185560219929</id><published>2010-12-19T09:10:00.000Z</published><updated>2010-12-19T09:10:19.403Z</updated><title type='text'>How Things Work</title><content type='html'>Step 1. Cadbury's chocolate &lt;a href="http://www.highbeam.com/doc/1P2-13086918.html"&gt;poisons its customers with salmonella&lt;/a&gt;.&lt;br /&gt;&lt;br /&gt;Step 2. Cadbury's &lt;a href="http://www.independent.co.uk/news/business/news/union-slams-cadburys-shift-to-poland-as-700-jobs-are-cut-395935.html"&gt;moves its factory to Poland&lt;/a&gt;.&lt;br /&gt;&lt;br /&gt;Step 3. Cadbury's brings out a &lt;a href="http://clickclickfly.com/product.aspx?productid=10021"&gt;chocolate bar with Union Jack packaging&lt;/a&gt;.&lt;br /&gt;&lt;br /&gt;... and now a tax coda...&lt;br /&gt;&lt;br /&gt;Step 4. Cadbury's &lt;a href="http://www.icaew.com/index.cfm/route/142022/icaew_ga/en/Technical_and_Business_Topics/Faculties/News/Cadbury_Schweppes_and_the_UK_CFC_rules__The_ECJ_Judgment"&gt;creates a subsidiary in Ireland to take advantage of its 10% tax,&lt;/a&gt; and fights the UK government in the European Court of Justice.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4485418185560219929?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4485418185560219929/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4485418185560219929&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4485418185560219929'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4485418185560219929'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2010/12/how-things-work.html' title='How Things Work'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-1556559204204958420</id><published>2010-11-28T23:57:00.000Z</published><updated>2010-11-28T23:57:38.357Z</updated><title type='text'>Are they by any chance related?</title><content type='html'>&amp;nbsp;&amp;nbsp;&lt;img alt="Bradley Manning" height="200" src="http://graphics8.nytimes.com/images/2010/11/29/world/29cables-web6/29cables-web6-articleInline.jpg" width="128" /&gt;&amp;nbsp;&amp;nbsp;&lt;img alt="mad magazine" height="200" src="http://frecklescassie.files.wordpress.com/2007/07/mad_magazine_guy_-_alfred_e_bushmid.gif?w=510" width="170" /&gt;&lt;br /&gt;&lt;br /&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; Neuman &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;a href="http://www.nytimes.com/2010/11/29/world/29cables.html?pagewanted=3&amp;amp;_r=1"&gt;Manning&lt;/a&gt;&lt;br /&gt;&lt;br /&gt;I think we should be told.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-1556559204204958420?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/1556559204204958420/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=1556559204204958420&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/1556559204204958420'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/1556559204204958420'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2010/11/are-they-by-any-chance-related.html' title='Are they by any chance related?'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-6220764779709662713</id><published>2010-11-14T13:32:00.000Z</published><updated>2010-11-14T13:32:48.300Z</updated><title type='text'>And on the subject of international mobility...</title><content type='html'>... here's another story about &lt;a href="http://www.guardian.co.uk/world/2010/nov/14/ireland-economic-crisis"&gt;young people getting out of Ireland&lt;/a&gt;.&lt;br /&gt;&lt;br /&gt;Most people's sympathies will be more with the unsatisfied young emigrants than with Vodafone. The generation above them spent irresponsibly on both private and public goods. (Distribute the blame between private and public, according to your own political preferences.) Now the young are expected to pay for it.&lt;br /&gt;&lt;br /&gt;Some libertarians see &lt;a href="http://www.cato.org/pubs/pas/pa525.pdf"&gt;mobility ("voting with your feet") as a substitute for the failings of democracy&lt;/a&gt;. They can even get a bit &lt;a href="http://www.econtalk.org/archives/2008/10/patri_friedman.html"&gt;utopian&lt;/a&gt; about it. This idea does not work so well if societies have to make investments over time. For then, people may exit during the hard times when society invests for the future, and return during the easy times when the investment pays off. &amp;nbsp;Mobility can also damage the "social contract" whereby young workers pay the pensions of the old, and expect to be paid for in their turn.&lt;br /&gt;&lt;br /&gt;(Technical note: in theory, all these problems may be soluble with individualised funded pensions and with government debt to smooth consumption. &lt;i&gt;In theory&lt;/i&gt; is the operative phrase. Real societies aren't like that.)&lt;br /&gt;&lt;br /&gt;Ireland is a small country with a history of emigration. Crises may be made worse if the young and talented rush for the exit. Positive conclusion: small is not always beautiful.&lt;br /&gt;&lt;br /&gt;Normative conclusion: a country is not just a bag to store capital and labour.&amp;nbsp;&lt;i&gt;Concordia parvae res crescunt, discordia maximae dilabuntur ;-)&lt;/i&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-6220764779709662713?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/6220764779709662713/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=6220764779709662713&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6220764779709662713'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/6220764779709662713'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2010/11/and-on-subject-of-international.html' title='And on the subject of international mobility...'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-9049776507592893639</id><published>2010-11-14T12:40:00.000Z</published><updated>2010-11-14T12:40:06.762Z</updated><title type='text'>Vodafone, globalization and taxation</title><content type='html'>&lt;a href="http://www2.warwick.ac.uk/fac/soc/philosophy/intranet/modules/honours/ph331/polecon/garrettmichell.pdf"&gt;Globalization&lt;/a&gt; &lt;a href="http://stripe.colorado.edu/~steinmo/swanksteinmo.pdf"&gt;skeptics&lt;/a&gt;&amp;nbsp;&lt;a href="http://faculty.msb.edu/murphydd/CRIC/Readings/Garrett--Global%20Markets%20and%20National%20Policies%201998.pdf"&gt;argue&lt;/a&gt;&amp;nbsp;that tax rates for capital haven't gone down very much as a result of increased capital mobility. &lt;a href="http://www.private-eye.co.uk/sections.php?section_link=in_the_back&amp;amp;issue=1275"&gt;Stories like this one&lt;/a&gt; suggest that they ought to focus their attention specifically on multinationals. &lt;a href="http://www.guardian.co.uk/commentisfree/2010/nov/14/vodafone-tax-evasion-revenue-customs"&gt;Nick Cohen&lt;/a&gt; has a thoughtful take on the issue.&lt;br /&gt;&lt;br /&gt;I am slightly more sympathetic to Dave Hartnett. If you are aiming to maximize the government's tax revenue, you probably would like the ability to negotiate with big multinational companies. Treating them the same as everyone else might just lead them to move elsewhere. On the other hand, there is a rules-versus-discretion issue: a reputation for being flexible on tax may lead other companies to demand special deals.&amp;nbsp;Also, as Mr Cohen points out, the moral effects are not good.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-9049776507592893639?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/9049776507592893639/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=9049776507592893639&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/9049776507592893639'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/9049776507592893639'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2010/11/vodafone-globalization-and-taxation.html' title='Vodafone, globalization and taxation'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-4937201152308294407</id><published>2010-11-13T18:26:00.000Z</published><updated>2010-11-13T18:26:04.234Z</updated><title type='text'>Adverts for that new Bush memoir are everywhere.</title><content type='html'>&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;a href="http://4.bp.blogspot.com/_9JISrKozdTQ/TN7YLMWW1VI/AAAAAAAABhU/q7v6QS7HD8c/s1600/Bush+black+ops.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" height="320" src="http://4.bp.blogspot.com/_9JISrKozdTQ/TN7YLMWW1VI/AAAAAAAABhU/q7v6QS7HD8c/s320/Bush+black+ops.jpg" width="309" /&gt;&lt;/a&gt;&lt;/div&gt;All over the tube.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-4937201152308294407?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/4937201152308294407/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=4937201152308294407&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4937201152308294407'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/4937201152308294407'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2010/11/adverts-for-that-new-bush-memoir-are.html' title='Adverts for that new Bush memoir are everywhere.'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><media:thumbnail xmlns:media='http://search.yahoo.com/mrss/' url='http://4.bp.blogspot.com/_9JISrKozdTQ/TN7YLMWW1VI/AAAAAAAABhU/q7v6QS7HD8c/s72-c/Bush+black+ops.jpg' height='72' width='72'/><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-3974225065127811268</id><published>2010-11-07T10:07:00.000Z</published><updated>2010-11-07T10:07:06.492Z</updated><title type='text'>Inflation</title><content type='html'>Everyone &lt;a href="http://www.ft.com/cms/s/0/9ba381d0-e6b5-11df-99b3-00144feab49a.html?ftcamp=rss"&gt;is&lt;/a&gt; &lt;a href="http://www.kansascityfed.org/SpeechBio/HoenigPDF/Washington.DC.Fiscal.02.16.10.pdf"&gt;discussing&lt;/a&gt; whether central banks' policies (low interest rates, quantitative easing) will increase inflation. At the moment headline inflation rates are low, so the inflation doves are winning the &lt;a href="http://www.nytimes.com/2010/11/04/business/04leonhardt.html"&gt;argument&lt;/a&gt;.&lt;br /&gt;&lt;br /&gt;Before the crisis, there was a similar argument. Then optimists pointed to low headline inflation rates to show that we couldn't be in a bubble. But house prices aren't included in headline inflation. There was massive inflation there. Could the same thing be happening now? Obviously the house price bubble has not yet come back, but central bank policy could be sustaining prices at higher levels than they would otherwise be, and laying the foundations for another asset-price boom.&lt;br /&gt;&lt;br /&gt;More generally, could it be that low interest rates act as a transfer to the mortgage-owning median voter?&lt;br /&gt;&lt;br /&gt;Just asking, because my ignorance of macroeconomics is profound.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/6698298-3974225065127811268?l=davidhughjones.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://davidhughjones.blogspot.com/feeds/3974225065127811268/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://www.blogger.com/comment.g?blogID=6698298&amp;postID=3974225065127811268&amp;isPopup=true' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/3974225065127811268'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/6698298/posts/default/3974225065127811268'/><link rel='alternate' type='text/html' href='http://davidhughjones.blogspot.com/2010/11/inflation.html' title='Inflation'/><author><name>dave</name><uri>http://www.blogger.com/profile/01123256773062047048</uri><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='32' height='26' src='http://photos13.flickr.com/17202214_56139eff94_m.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-6698298.post-8684549416550275412</id><published>2010-10-22T20:11:00.001+01:00</published><updated>2010-10-22T20:12:52.175+01:00</updated><title type='text'>I need a Hiwi</title><content type='html'>&lt;span class="Apple-style-span" style="font-family: 'Helvetica Neue', Arial, Helvetica, sans-serif;"&gt;Where have all my subjects gone?&lt;br /&gt;Where are the public goods?&lt;br /&gt;I need a uniform variable&lt;br /&gt;To calculate the odds&lt;br /&gt;&lt;br /&gt;Isn’t there a white knight to program in zTree&lt;br /&gt;Late at night at the MPI I dream of what I need&lt;br /&gt;&lt;br /&gt;I need a Hiwi&lt;br /&gt;I’m holding on for a Hiwi ‘til the treatment is right&lt;br /&gt;He’s gotta be pale&lt;br /&gt;And he’s gotta have specs&lt;br /&gt;And just run the code once more tonight&lt;br /&gt;I need a Hiwi&lt;br /&gt;I’m holding on for a Hiwi till the screens all look tight&lt;br /&gt;He’s gotta be thin&lt;br /&gt;And to mainline caffeine&lt;/span&gt;&lt;br /&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Helvetica Neue', Arial, Helvetica, sans-serif;"&gt;Cos he’s gotta be working all night&lt;br /&gt;&lt;br /&gt;Somewhere after midnight&lt;br /&gt;At the ESI group, floor 3,&lt;br /&gt;Somewhere just beyond my reach&lt;br /&gt;There’s a random match for me&lt;br /&gt;&lt;br /&gt;Testing and retesting, drinking coffee by the mug&lt;br /&gt;It’s gonna take a superman to get this code debugged!&lt;br /&gt;&lt;br /&gt;I need a Hiwi&lt;br /&gt;I’m holding on for a Hiwi ‘til the treatment is right&lt;br /&gt;He’s gotta be pale&lt;br /&gt;And he’s gotta have specs&lt;br /&gt;And his skin should be whiter than white&lt;/span&gt;   &lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Helvetica Neue', Arial, Helvetica, sans-serif;"&gt;I need a Hiwi&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Helvetica Neue', Arial, Helvetica, sans-serif;"&gt;I’m holding on for a Hiwi cos my pilot was shite&lt;br /&gt;He’s gotta be thin&lt;br /&gt;And he’s gotta stay in,&lt;br /&gt;Yeah, he mustn't go out in sunlight&lt;br /&gt;&lt;br /&gt;Up by the server in the Galerie lab&lt;br /&gt;Out where the lightning splits ORSEE&lt;br /&gt;I could swear there is someone out there&lt;br /&gt;Watching me&lt;br /&gt;Through the wind and the chill and the rain&lt;br /&gt;And the flood and the storm&lt;br /&gt;I can feel his approach&lt;br /&gt;Like the subjects at the door&lt;br /&gt;(Like the subjects at the door)&lt;/span&gt; &lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Helvetica Neue', Arial, Helvetica, sans-serif;"&gt;(Like the subjects at the door)&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Helvetica Neue', Arial, Helvetica, sans-serif;"&gt;&lt;br /&gt;I need a Hiwi...&lt;/span&gt; &lt;br /&gt;&lt;span class="Apple-style-span" style="font-family: 'Helvetica Neue', Arial, Helvetica, sans-serif;"&gt;&lt;br /&gt;&lt;/span&gt;&lt;br /&gt;&lt;div style="text-align: right;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;i&gt;&lt;span class="Apple-style-span" styl
