The way we act, both individually and collectively, depends strongly on the way we see the world. The Macro Connections group focuses on the development of analytical tools that can help improve our understanding of the world's macro structures in all of their complexity. By developing methods to analyze and represent networks—such as the networks connecting countries to the products they export, or historical characters to their peers—Macro Connections research aims to help improve our understanding of the world by putting together the pieces that our scientific disciplines have helped to pull apart.
Research Projects
Compare
Phil Salesses, Shahar Ronen, and Cesar A. HidalgoWhich artists preceded their time? Compare aims to answer this seemingly subjective question by using crowdsourcing and ranking algorithms. Similar to its sibling project Place Pulse, Compare presents participants two paintings at a time, then asks them to pick the one that better answers a simple question, such as “which painting seems more modern?” Responses are collectively ranked to create a perception network, which is used to form a timeline of perceived dates of creation for the paintings. We then identify innovative artists by juxtaposing the perceived dates of creation with the actual ones.
Cultural Exports
Shahar Ronen and César A. HidalgoCultural Exports introduces a new approach for studying both connections between countries and the cultural impact of countries. Consider a native of a certain country who becomes famous in other countries–this person is in a sense a "cultural export" of his home country that is "imported" to other countries. For example, the popularity of Dominican baseball player Manny Ramirez in the USA and Korea makes him a cultural export of the Dominican Republic to these countries. Using Wikipedia biographies and search-engine data, we measure the popularity of people across different countries and languages, and break it down by each person's native country, period, and occupation. This allows us to map international cultural trade and identify major exporters and importers in different fields and times, as well as hubs for cultural trade (e.g., Greece for philosophy in classical times or USA for baseball nowadays).
Differentia
Shahar Ronen and César A. HidalgoAny American can tell you the object of football is to advance an oval-shaped ball into the opponent’s end zone, but in the rest of the world football is about kicking a sphere-shaped ball into a goal. For an Englishman, dictatorship is a form of government practiced in other countries, but many Germans or South Americans experienced it first-hand. This is likely to lead to a different opinion on the subject, and we believe a better understanding of these differences would help in the bridging of cultural gaps. Differentia examines how different cultures perceive the same concepts, through analysis of the centrality of these concepts and the sentiment they draw in text corpora in different languages (e.g., Wikipedia articles).
Network of Languages
Shahar Ronen and César A. HidalgoMost interactions between cultures require overcoming a language barrier, either by learning the other culture's language or by using a third common language. Multilingual speakers thus play an important role in facilitating cross-cultural interaction. In addition, certain languages–not necessarily the most spoken ones–are more likely than others to serve as intermediary languages. The rise of online social networking services and platforms for user-generated digital content provides an opportunity for a large-scale study of lingual connections encompassing hundreds of millions of speakers all over the world. We mapped connections among over sixty languages by analyzing multilingual contributions among the authors of over a billion tweets and tens of millions of Wikipedia pages. Comparing this network of languages to real-world indicators of interaction between speakers of different languages–flights, trade, media coverage–we find the most connected languages and identify potential paths through which ideas disseminate from one culture to another.
Place Pulse
Phil Salesses, Anthony DeVincenzi and César A. HidalgoPlace Pulse is a website that allows anybody to quickly run a crowdsourced study and interactively visualize the results. It works by taking a complex question, such as “Which place in Boston looks the safest?” and breaking it down into easier to answer binary pairs. Internet participants are given two images and asked "Which place looks safer?" From the responses, directed graphs are generated and can be mined, allowing the experimenter to identify interesting patterns in the data and form new hypothesis based on their observations. It works with any city or question and is highly scalable. With an increased understanding of human perception, it should be possible for calculated policy decisions to have a disproportionate impact on public opinion.
The Economic Complexity Observatory
Alex Simoes, Dany Bahar, Ricardo Hausmann and César A. HidalgoWith more than six billion people and 15 billion products, the world economy is anything but simple. The Economic Complexity Observatory is an online tool that helps people explore this complexity by providing tools that can allow decision makers to understand the connections that exist between countries and the myriad of products they produce and/or export. The Economic Complexity Observatory puts at everyone’s fingertips the latest analytical tools developed to visualize and quantify the productive structure of countries and their evolution.
The Economic Diversity Lab
Dany Bahar, Charles Gomez, Coco Krumme, Ricardo Hausmann and César A. HidalgoThe 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.
The Notable Network and The Connected History
César A. HidalgoJames 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 to complement the atomized view.