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	<title>Macro Connections</title>
	<atom:link href="http://macroconnections.media.mit.edu/feed/" rel="self" type="application/rss+xml" />
	<link>http://macroconnections.media.mit.edu</link>
	<description>We turn data in to knowledge</description>
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		<title>Place Pulse</title>
		<link>http://macroconnections.media.mit.edu/featured/place-pulse/</link>
		<comments>http://macroconnections.media.mit.edu/featured/place-pulse/#comments</comments>
		<pubDate>Mon, 05 Sep 2011 23:34:40 +0000</pubDate>
		<dc:creator>César Hidalgo</dc:creator>
				<category><![CDATA[Featured]]></category>
		<category><![CDATA[Projects]]></category>
		<category><![CDATA[Place Pulse]]></category>

		<guid isPermaLink="false">http://macroconnections.media.mit.edu/?p=1032</guid>
		<description><![CDATA[Place Pulse is an attempt to generate quantitative data on aspects of cities that are hard to quantify, such as the effect that urban looks have on our perception of a city&#8217;s safety or our own perceived level of prosperity. To answer these question we crowdsource the comparison of pairs of images that show randomly [...]]]></description>
			<content:encoded><![CDATA[<p><img alt="" src="http://macroconnections.media.mit.edu/wp-content/uploads/2011/01/PlacePulseImage-441x269.jpg" title="Place Pulse" class="alignnone" width="441" height="269" /><a href="http://macroconnectionsold.media.mit.edu/wp-content/uploads/2011/01/PlacePulseImage-441x269.jpg"><img alt="" src="http://macroconnectionsold.media.mit.edu/wp-content/uploads/2011/01/PlacePulseImage-441x269.jpg" title="Place Pulse" class="alignnone" width="441" height="269" /></a>Place Pulse is an attempt to generate quantitative data on aspects of cities that are hard to quantify, such as the effect that urban looks have on our perception of a city&#8217;s safety or our own perceived level of prosperity. To answer these question we crowdsource the comparison of pairs of images that show randomly chosen urban landscapes. This allows Place Pulse to rank the different location of cities according to each one of these questions.</p>
<p>For more information on Place Pulse visit the project&#8217;s site at <a href="http://pulse.media.mit.edu"> Place Pulse </a>, or take a look at some of the popular press coverage of the project at<a href="http://www.guardian.co.uk/artanddesign/2011/aug/19/place-pulse-website-city-safety">The Guardian</a> or at<a href="http://www.fastcodesign.com/1664885/mits-place-pulse-a-hot-or-not-for-cities-to-fix-broken-blocks"> FastCo Design </a>, <a href="http://www.rtve.es/noticias/20110902/ciudades-vistas-sabiduria-multitudes-internet/458833.shtml">Spanish Television</a>, <a href="http://popupcity.net/2011/09/place-pulse-hot-or-not-for-cities/"> Pop Up City</a> and <a href="http://www.microsiervos.com/archivo/internet/place-pulse-ciudades.html">Microsiervos</a>.</p>
<p><a href="http://pulse.media.mit.edu"><img src="http://macroconnections.media.mit.edu/wp-content/uploads/2011/01/PlacePulseImagePage.jpg" alt="" title="PlacePulseImagePage" width="848" height="494" class="aligncenter size-full wp-image-1968" /></a></p>
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		<title>The Economic Complexity Observatory</title>
		<link>http://macroconnections.media.mit.edu/featured/economic-complexity-observatory/</link>
		<comments>http://macroconnections.media.mit.edu/featured/economic-complexity-observatory/#comments</comments>
		<pubDate>Sun, 15 May 2011 06:54:34 +0000</pubDate>
		<dc:creator>Phil Salesses</dc:creator>
				<category><![CDATA[Featured]]></category>
		<category><![CDATA[Projects]]></category>
		<category><![CDATA[Economic Complexity Observatory]]></category>

		<guid isPermaLink="false">http://macroconnections.media.mit.edu/?p=895</guid>
		<description><![CDATA[The Economic Complexity Observatory is a multidisciplinary effort between the Macro Connections group at the MIT Media Lab and the Center for International Development at Harvard University. The goal of the observatory is to develop new tools that can help visualize and make sense of large volumes of data that are relevant for macroeconomic development decision making. [...]]]></description>
			<content:encoded><![CDATA[<p>The Economic Complexity Observatory is a multidisciplinary effort between the Macro Connections group at the MIT Media Lab and the Center for International Development at Harvard University. The goal of the observatory is to develop new tools that can help visualize and make sense of large volumes of data that are relevant for macroeconomic development decision making.</p>
<p>Currently the observatory is serving more than 1,000,000 different interactive visualizations, connecting hundreds of countries to their export destinations and to the products that they trade.</p>
<p><a href="http://atlas.media.mit.edu/"><img class="aligncenter size-full wp-image-1919" title="SplashScreen" src="http://macroconnections.media.mit.edu/wp-content/uploads/2011/01/SplashScreen.gif" alt="" width="1000" height="568" /></a></p>
<p>&nbsp;</p>
<h2>For more information on the research behind the observatory, see the following publications.</h2>
<div class='et-learn-more clearfix'>
					<h3 class='heading-more'><span>The network structure of economic output- R Hausmann, CA Hidalgo.</span></h3>
					<div class='learn-more-content'><strong>Journal of Economic Growth (2011)</strong></p>
<h5>Abstract:</h5>
<p>Much of the analysis of economic growth has focused on the study of aggregate output. Here, we deviate from this tradition and look instead at the structure of output embod- ied in the network connecting countries to the products that they export. We characterize this network using four structural features: the negative relationship between the diversification of a country and the average ubiquity of its exports, and the non-normal distributions for product ubiquity, country diversification and product co-export. We model the structure of the network by assuming that products require a large number of non-tradable inputs, or capabilities, and that countries differ in the completeness of the set of capabilities they have. We solve the model assuming that the probability that a country has a capability and that a product requires a capability are constant and calibrate it to the data to find that it accounts well for all of the network features except for the heterogeneity in the distribution of coun- try diversification. In the light of the model, this is evidence of a large heterogeneity in the distribution of capabilities across countries. Finally, we show that the model implies that the increase in diversification that is expected from the accumulation of a small number of capabilities is small for countries that have a few of them and large for those with many. This implies that the forces that help drive divergence in product diversity increase with the complexity of the global economy when capabilities travel poorly.
<a href='http://chidalgo.com/Papers/HausmannHidalgoJOEG_2011.pdf' class='icon-button download-icon'><span class='et-icon'><span>Download Paper</span></span></a></div>
				</div>
<div class='et-learn-more clearfix'>
					<h3 class='heading-more'><span>Graphical Statistical Methods for the Representation of the Human Development Index and its Components - CA Hidalgo. Human Development Research Paper (2010)</span></h3>
					<div class='learn-more-content'><strong>Human Development Research Paper 2010/39 (2010)</strong></p>
<h5><strong>Abstract:</strong></h5>
<p>In this paper we introduce five graphical statistical methods to compare countries level of development relative to other countries and across time. For this, we use seven panels of data on the Human Development Index and its components, containing information on more than 100 countries for more than 35 years. We create visual comparisons of the level of development of countries relative to each other, and across time, through five different visualization techniques: (i) Rankings (ii) Values (iii) Distributions (iv) visual metaphors (The Development Tree), and (v) networks, by introducing the concepts of Partial Ordering Networks (PON) and Development Reference Groups (DRG).
The graphical exploration of both, values and distributions, show a saturation of both the education and life dimensions of the HDI, suggesting a need to extend the definitions of this components to include either more subcomponents, or completely new measures that could help differentiate between countries facing different development challenges. The Development Tree and the Partial Ordering Network, on the other hand, are used to create graphical narratives of countries and regions. The simplicity of the Development Tree makes it an ideal graphical metaphor for branding the HDI in a multilingual setting, whereas Partial Ordering Networks provide a more organic way to group countries according to their levels of development and connect countries to those with similar development challenges. We conclude by arguing that graphical statistical methods could be used to help communicate complex data and concepts through universal cognitive channels that are heretofore underused in the development literature.
<a href='http://www.chidalgo.com/Papers/Hidalgo_HDR_2010.pdf' class='icon-button download-icon'><span class='et-icon'><span>Download Paper</span></span></a></div>
				</div>
<div class='et-learn-more clearfix'>
					<h3 class='heading-more'><span>The Dynamics of Economic Complexity and the Product Space over a 42 year period - CA Hidalgo. CID Working Paper (2010)</span></h3>
					<div class='learn-more-content'><strong>CID Working Paper 189 (2010)</strong></p>
<h5>Abstract:</h5>
<p>How does the productive structure of countries&#8217; changes over time? In this paper we explore this question by combining techniques of networks science with 42 years of trade data and find that, while the Product Space remains relatively stable during this period, the dynamics of countries&#8217; productive structures is characterized by a few highly dynamic economies. In particular we identify Brazil, Indonesia, Turkey, Malaysia, Thailand, Korea, Singapore and China, as countries that transformed their productive structures considerably during these four decades, albeit following different trajectories. For instance, the economic complexity of Korea, Singapore and China was relatively high at the beginning of the observation period and continued to increase during these forty two years, moving these countries into the top spots of the economic complexity rankings for the beginning of this millennium. Brazil, Indonesia and Turkey, on the other hand, transformed their productive structures significantly during the same period of time, but did so starting from a less sophisticated foundation. We conclude the paper by moving from this and other observations into the policy implications of this view of economic development and argue that the government involvement in the private sector should be to help catalyze market activities and solve coordination problems that emerge naturally when countries try to accumulate capabilities. This represents an alternative to more traditional views of the role of government that postulate, in their extremes, that the public sector should either have no involvement in private sector activities or, on the other hand, substantial ownership of the means of production.
<a href='http://www.cid.harvard.edu/cidwp/189.html' class='icon-button download-icon'><span class='et-icon'><span>Download Paper</span></span></a></div>
				</div>
<div class='et-learn-more clearfix'>
					<h3 class='heading-more'><span>The Building Blocks of Economic Complexity - CA Hidalgo R Hausmann. PNAS  (2009)</span></h3>
					<div class='learn-more-content'><strong>Proc. Natl. Acad. Sci. (2009) 106(26):10570-10575</strong></p>
<h5>Abstract:</h5>
<p>For Adam Smith, wealth was related to the division of labor. As people and ﬁrms specialize in different activities, economic efﬁciency increases, suggesting that development is associated with an increase in the number of individual activities and with the complexity that emerges from the interactions between them. Here we develop a view of economic growth and development that gives a central role to the complexity of a country’s economy by interpreting trade data as a bipartite network in which countries are connected to the products they export, and show that it is possible to quantify the complexity of a country’s economy by characterizing the structure of this network. Furthermore, we show that the measures of complexity we derive are correlated with a country’s level of income, and that deviations from this relationship are predictive of future growth. This suggests that countries tend to converge to the level of income dictated by the complexity of their productive structures, indicating that development efforts should focus on generating the conditions that would allow complexity to emerge to generate sustained growth and prosperity.
<a href='http://www.chidalgo.com/Papers/HidalgoHausmann_PNAS_2009_PaperAndSM.pdf' class='icon-button download-icon'><span class='et-icon'><span>Download Paper</span></span></a></div>
				</div>
<div class='et-learn-more clearfix'>
					<h3 class='heading-more'><span>A Network View of Economic Development - CA Hidalgo, R Hausmann. Developing Alternatives (2008)</span></h3>
					<div class='learn-more-content'><strong>Developing Alternatives (2008) 12(1): 5-10</strong></p>
<h5>Abstract:</h5>
<p>Does the type of product a country exports matter for subsequent economic performance? to take an example from the 19th-century economist David ricardo, does it matter if Britain specializes in cloth and portugal in wine for the subsequent development of either country? the seminal texts of development economics held that it does matter, suggesting that industrialization creates externalities that lead to accelerated growth (rosenstein-rodan 1943; Hirschman 1958; Matsuyama 1992). Yet, lacking formal models, mainstream economic theory has made little of these ideas. instead, current dominant theories use two approaches to explain countries’ patterns of specialization.</p>
<p>The first approach focuses on the relative proportions in which countries possess productive factors (physical capital, labor, land, skills or human capital, infrastructure, and institutions) and the
proportions in which these factors are needed to produce different goods (see Flam and Flanders 1991). Hence, poor countries specialize in goods that are relatively intensive in labor and land, while
richer countries specialize in goods that use more human and physical capital and demand better infrastructure and institutions. According to these&#8230; (read more by downloading paper)</p>
<p><a href='http://www.chidalgo.com/Papers/HidalgoHausmann_DAI_2008.pdf' class='icon-button download-icon'><span class='et-icon'><span>Download Paper</span></span></a></div>
				</div>
<div class='et-learn-more clearfix'>
					<h3 class='heading-more'><span>The Product Space Conditions the Development of Nations - CA Hidalgo, B Klinger, A-L Barabasi, R Hausmann. Science (2007)</span></h3>
					<div class='learn-more-content'><strong>Science (2007) 317: 482-487</strong></p>
<h5>Abstract:</h5>
<p>Economies grow by upgrading the products they produce and export. The technology, capital, institutions, and skills needed to make newer products are more easily adapted from some products than from others. Here, we study this network of relatedness between products, or “product space,” finding that more-sophisticated products are located in a densely connected core whereas less sophisticated products occupy a less-connected periphery. Empirically, countries move through the product space by developing goods close to those they currently produce. Most countries can reach
the core only by traversing empirically infrequent distances, which may help explain why poor countries have trouble developing more competitive exports and fail to converge to the income levels of rich countries.</p>
<p><a href='http://www.chidalgo.com/Papers/HidalgoKlingerBarabasiHausmannScience2007.pdf' class='icon-button download-icon'><span class='et-icon'><span>Download Paper</span></span></a>
<a href='http://www.chidalgo.com/productspace/' class='icon-button download-icon'><span class='et-icon'><span>Project Website</span></span></a></div>
				</div>
<p>&nbsp;</p>
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		<title>Product Space Exhibit</title>
		<link>http://macroconnections.media.mit.edu/projects/product-space-exhibit/</link>
		<comments>http://macroconnections.media.mit.edu/projects/product-space-exhibit/#comments</comments>
		<pubDate>Sat, 07 May 2011 00:42:43 +0000</pubDate>
		<dc:creator>Phil Salesses</dc:creator>
				<category><![CDATA[Projects]]></category>
		<category><![CDATA[ACT]]></category>
		<category><![CDATA[Amherst St]]></category>
		<category><![CDATA[IMF]]></category>
		<category><![CDATA[World Bank]]></category>

		<guid isPermaLink="false">http://macroconnections.media.mit.edu/?p=1827</guid>
		<description><![CDATA[The product space and the evolution of economic development. Location First Floor of building E14. MIT Media Lab. 75 Amherst St, Cambridge, MA, 02142. Time Between March 28 and May 31 st 2011. From 9am to 6pm. Photographs of May 3rd Reception attended by members from ACT, World Bank, IMF and iADB &#160; &#160;]]></description>
			<content:encoded><![CDATA[<h2>The product space and the evolution of economic development.</h2>
<p><a rel="attachment wp-att-1738" href="http://macroconnections.media.mit.edu/an-exhibit-the-product-space/attachment/exhibit_image_1/"><img class="aligncenter size-large wp-image-1738" title="Exhibit_Image_1" src="http://macroconnections.media.mit.edu/wp-content/uploads/2011/03/Exhibit_Image_1-1024x338.jpg" alt="" width="1024" height="338" /></a></p>
<p><a rel="attachment wp-att-1738" href="http://macroconnections.media.mit.edu/an-exhibit-the-product-space/attachment/exhibit_image_1/"></a></p>
<p><a rel="attachment wp-att-1738" href="http://macroconnections.media.mit.edu/an-exhibit-the-product-space/attachment/exhibit_image_1/"></a></p>
<h3><strong>Location</strong></h3>
<p>First Floor of building E14. MIT Media Lab.<br />
75 Amherst St, Cambridge, MA, 02142.</p>
<h3><strong>Time</strong></h3>
<p>Between March 28 and May 31 st 2011. From 9am to 6pm.</p>
<h2>Photographs of May 3rd Reception</h2>
<h3>attended by members from ACT, World Bank, IMF and iADB</h3>

<a href='http://macroconnections.media.mit.edu/projects/product-space-exhibit/attachment/exhibit_image_1-1024x338/' title='Exhibit_Image_1-1024x338'><img width="150" height="150" src="http://macroconnections.media.mit.edu/wp-content/uploads/2011/05/Exhibit_Image_1-1024x338-150x150.jpg" class="attachment-thumbnail" alt="Exhibit_Image_1-1024x338" title="Exhibit_Image_1-1024x338" /></a>

<p>&nbsp;</p>
<p>&nbsp;</p>
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		<item>
		<title>Visual Human Development Index</title>
		<link>http://macroconnections.media.mit.edu/projects/the-visual-human-development-index/</link>
		<comments>http://macroconnections.media.mit.edu/projects/the-visual-human-development-index/#comments</comments>
		<pubDate>Mon, 07 Mar 2011 01:59:24 +0000</pubDate>
		<dc:creator>Phil Salesses</dc:creator>
				<category><![CDATA[Projects]]></category>
		<category><![CDATA[HDI]]></category>
		<category><![CDATA[Visit Forbes]]></category>

		<guid isPermaLink="false">http://macroconnections.media.mit.edu/?p=1848</guid>
		<description><![CDATA[The Human Development Index (or HDI) is a measure created to capture the level of development of a country. The HDI is made of three indexes: one for health, one for income, and one for education. Because of its tripartite nature, the same value of HDI can be obtained by substituting one indicator for another, [...]]]></description>
			<content:encoded><![CDATA[<p>The Human Development Index (or HDI) is a measure created to capture the level of development of a country. The HDI is made of three indexes: one for health, one for income, and one for education. Because of its tripartite nature, the same value of HDI can be obtained by substituting one indicator for another, for instance by increasing education and reducing life expectancy. The HDI tree is a visualization that allows comparison of HDI for different countries without the need to aggregate them into a single number, helping avoid the substitutability implied by the HDI definition.</p>
<p>Visit Forbes.com to <a href="http://www.forbes.com/2010/11/17/human-development-index-interactive-visualization.html?c1=rwa&#038;y1=1992&#038;c2=rwa&#038;y2=2010">view the Visual Human Development Index</a><br />
or the United Nations Human Development Report Office <a href="http://hdr.undp.org/en/humandev/lets-talk-hd/2011-02/">Let&#8217;s talk HD blog</a></p>
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		<item>
		<title>Notable Network and Connected History</title>
		<link>http://macroconnections.media.mit.edu/projects/notable-network-and-connected-history/</link>
		<comments>http://macroconnections.media.mit.edu/projects/notable-network-and-connected-history/#comments</comments>
		<pubDate>Sat, 15 Jan 2011 07:56:02 +0000</pubDate>
		<dc:creator>Phil Salesses</dc:creator>
				<category><![CDATA[Projects]]></category>
		<category><![CDATA[Adam Smith]]></category>
		<category><![CDATA[David Hume]]></category>
		<category><![CDATA[Mapping Historical Connections]]></category>
		<category><![CDATA[Professor Hidalgo]]></category>

		<guid isPermaLink="false">http://macroconnections.media.mit.edu/?p=901</guid>
		<description><![CDATA[]]></description>
			<content:encoded><![CDATA[<div class='one_third'>
					&nbsp;
				</div>
<div class='two_third last'>
					James Watt (1736-1819), the Scottish engineer that perfected the steam engine, was a good friend of Adam Smith (1723-1790), the Scottish moral philosopher who wrote The Wealth of Nations. While both are notable historical characters, the link between them is practically unknown. Scottish philosopher David Hume (1711-1776) was also Smith’s friend, and some sources presume that he also knew Watt. These connections between notable historical characters motivate us to wonder how much their contributions were influenced by the richness of their intellectual environments and also whether intellectual enlightenments tend in general to have particular social signatures. The Notable Network project looks to map and document the connections between notable historical characters, both old and new, to help develop a relational view of history and provide the data resources necessary to push research on historical social networks.</p>
<h2>Mapping Historical Connections</h2>
<p>During this semester, students in Professor Hidalgo&#8217;s course -Networks, Complexity and their applications- will help map out the networks of notable historical characters. Students will be organized in teams, which will have the duties to curate interactions between historical characters, annotate these interactions and analyze the development of these historical networks.
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		<title>Economic Diversity Lab</title>
		<link>http://macroconnections.media.mit.edu/projects/economic-diversity-lab/</link>
		<comments>http://macroconnections.media.mit.edu/projects/economic-diversity-lab/#comments</comments>
		<pubDate>Sat, 15 Jan 2011 07:55:38 +0000</pubDate>
		<dc:creator>Phil Salesses</dc:creator>
				<category><![CDATA[Projects]]></category>
		<category><![CDATA[Economic Diversity Lab]]></category>
		<category><![CDATA[Saharan Africa]]></category>
		<category><![CDATA[Southeast Asia]]></category>

		<guid isPermaLink="false">http://macroconnections.media.mit.edu/?p=898</guid>
		<description><![CDATA[]]></description>
			<content:encoded><![CDATA[<div class='one_third'>
					&nbsp;
				</div>
<div class='two_third last'>
					The geographical range of modern elephants is sub-Saharan Africa, parts of India, and Southeast Asia. But what is the geographical range of motorcycle-engine factories, or leather tanneries? Evolution and natural history can help us understand the geographical range of modern elephants, but can they also help us understand why some industries occur at some places and not others? The Economic Diversity Lab studies the geographical patterns defined by economic activities and the connections of these patterns to prosperity and human well being. A joint effort with Harvard’s Center for International Development, the Economic Diversity Lab leads the development of tools that can help elucidate the origins of the geographical patterns defined by different economic activities and the coarsenss of global prosperity.
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