Project Lens is an alpha-level demo. The data sets are incomplete and imbalanced and algorithm parameters are being tuned. Results should thus be considered directional. Want to provide feedback, request features, or collaborate?

market design auctions matching press

Book

vs. Baseline Lens Category
6.4x Crypto Political Economy Crypto
5.8x Mercatus Center Think Tanks
3.7x Works in Progress Culture and Political Economy
3.0x Public Goods Funding Crypto
3.0x Ethereum Crypto
2.7x Decentralized Autonomous Organizations (DAOs) Crypto
2.4x Think Tanks system
2.2x Peterson Institute for International Economics Think Tanks
2.0x Climate Solutions Culture and Political Economy
2.0x EconTwitter Science
1.6x Crypto Infrastructure Crypto
1.6x Decentralized Finance (DeFi) Crypto
1.5x Village Global Venture Capital
1.4x Effective Altruism Culture and Political Economy
1.2x Ars Technica Journalism
1.0x Reality-Based Community system
1.0x Baseline system
0.8x Decentralized Web Crypto
0.8x Founders Informal Community
0.8x Columbia SIPA Center for Energy Policy Think Tanks
0.8x Cato Institute Think Tanks
0.8x Progress Studies Culture and Political Economy
0.8x The Long Now Foundation Culture and Political Economy
0.7x Cosmos Crypto
0.7x RadicalxChange Culture and Political Economy
0.7x Palladium Magazine Journalism
0.5x Rationality Culture and Political Economy
0.5x Recode Journalism
0.5x Bismark Analysis Culture and Political Economy
0.5x Crypto Journalists Crypto
0.5x Rust Software Engineering
0.5x Non-Fungible Tokens (NFTs) Crypto
0.5x Schumacher Circle Culture and Political Economy
0.5x Brookings Think Tanks
0.4x Extinction Rebellion Culture and Political Economy
0.4x Adam Smith Institute Think Tanks
0.4x Crypto Investing Crypto
0.4x Crypto Angels Crypto
0.3x Social Epistemology Culture and Political Economy
0.3x Crypto VC Crypto
0.3x Biotech Science
0.3x A16Z Venture Capital
0.3x Arnold Kling's Fantasy Intellectual Teams Culture and Political Economy
0.3x Anarachists Culture and Political Economy
0.2x Persuasion Community Culture and Political Economy
0.2x Initialized Capital Venture Capital
0.2x Khosla Ventures Venture Capital
0.2x Populist Libertarians Culture and Political Economy
0.2x Bloomberg Opinion Journalism
0.1x Financial Times Journalism
0.1x IDEO Founder Collective Crypto
0.1x Heterodox Academy Culture and Political Economy
0.1x The New York Times Journalism
0.1x Environmental Defense Fund Culture and Political Economy
0.1x American Enterprise Institute Think Tanks
0.1x National Bureau of Economic Research Think Tanks
0.1x Electronic Privacy Information Center (EPIC) Culture and Political Economy
0.1x Polkadot Crypto
0.1x Sierra Clib Culture and Political Economy
0.1x Ecosocialism Culture and Political Economy
0.1x Niskanen Center Think Tanks
0.1x Foreign Policy Journalism
0.1x VICE Journalism
0.1x Black Lives Matter Culture and Political Economy
0.1x Reuters Journalism
0.1x Harper's Open Letter Culture and Political Economy
0.1x Asia Society Policy Institute Think Tanks
0.1x The Atlantic Journalism
0.0x Index Ventures Venture Capital
0.0x Newsmax Journalism
0.0x Wall Street Journal Journalism
0.0x Center for American Progress Think Tanks
0.0x The Economist Journalism
0.0x Techcrunch Journalism
0.0x CNBC Journalism
0.0x The Dispatch Journalism
0.0x Hoover Institution Think Tanks
0.0x Philosophy Twitter Science
0.0x The Los Angeles Times Journalism
0.0x 350.org Culture and Political Economy
0.0x Zig Software Engineering
0.0x Heritage Foundation Think Tanks
0.0x Accel Venture Capital
0.0x Epidimiology Twitter Science
0.0x EFF Culture and Political Economy
0.0x Intergovernmental Panel on Climate Change (IPCC) Science
0.0x Wired Journalism
0.0x Bessemer Venture Capital
0.0x Hudson Institute Think Tanks
0.0x Existential Risks Culture and Political Economy
0.0x RAND Corporation Think Tanks
0.0x Eurasia Group Think Tanks
0.0x Environmental Journalists Culture and Political Economy
0.0x Stat News Journalism
0.0x BuzzFeed Journalism
0.0x Standard Crypto Venture Capital
0.0x The Verge Journalism
0.0x Belfer Center Think Tanks
0.0x OANN Journalism
0.0x Atlantic Council Think Tanks
0.0x Urban Institute Think Tanks
0.0x The Information Journalism
0.0x Berggruen Institute Think Tanks
0.0x Sequioa Venture Capital
0.0x Y Combinator Venture Capital
0.0x Fair Vote Culture and Political Economy
0.0x The Daily Beast Journalism
0.0x Homebrew Venture Capital
0.0x Foundation Against Intolerance and Racism Culture and Political Economy
0.0x Foundation for Individual Rights in Education (FIRE) Culture and Political Economy
0.0x Sutter Hill Ventures Venture Capital
0.0x My Climate Journey Venture Capital
0.0x The Intercept Journalism
0.0x Washington Post Journalism
0.0x Benchmark Capital Venture Capital
0.0x Claremont Institute Culture and Political Economy
0.0x Epidemiology Journalism Science
0.0x Degrowth Culture and Political Economy
0.0x Moderate Conservatism Culture and Political Economy
0.0x Earth Institute Think Tanks
0.0x Founders Fund Venture Capital
0.0x Ecomodernists Culture and Political Economy