OPINION | The Data Abyss by Michael Best

Originally posted at  NatSecGeek.com  on 16th April 2015 By Michael Best When it comes to intelligence work, and presumably any ...


OPINION | The Data Abyss by Michael Best

Originally posted at NatSecGeek.com on 16th April 2015
By Michael Best
When it comes to intelligence work, and presumably any data intensive field outside of the hard sciences, there’s an unstated assumption that more is better. The more information we have, the more analyses can be performed and the more detailed those analyses can be. On the surface, this makes sense. There are constant complaints in every aspect of human life about not having enough information to make a well-informed decision, and about how just one more piece of information could provide the missing clue. The problem is that it’s never quite enough, yet it quickly becomes too much.
Many people even outside the Intelligence Community are aware of the datacenter maintained by the National Security Agency in Utah and foreign intelligence agencies around the world. To some it’s a frightening prospect which has some surface similarities to George Orwell’s vision of surveillance and control in 1984 (despite the critical differences), while to others its a way of keeping up with the world and making sure that there’s “enough” information. There are a few problems with this thinking.*
First, there’s the unstated assumption that somewhere within the mountain of data is the clue that’s needed and that this information can be recognized and retrieved. This relies on the AI algorithms that’ve been developed, which are beyond useful when used correctly and applied to very specific tasks and dividing the complex tasks into single-step tasks that can be tackled individually. As a result, straightforward tasks which require only mechanical thinking become quite possible while anything more remains quite illusive.
Second, there’s the assumption that more information is better. On the surface, it seems obvious and logical that this would be true. However, even granting the assumption that the accuracy rate of the information is consistent throughout, more information quickly becomes too much or useless information. Earlier this year, I was asked to put together a timeline covering the major technical and social developments relating to a particular piece of technology as part of a demonstration that it was not, as used, part of a secure platform. As constructed, the timeline covered 10-15 years and stopped several years short of the present day since the software’s architecture had solidified by that point and the changes that had been made to it since then were either secondary or only of interest to technicians and engineers, none of whom were part of the audience that the brief was designed for.
Unfortunately, Management wanted the timeline to include information coming up to the present day because it looked better and gave the appearance of being more complete, while in reality it only diluted the meaningful information in the rest of the brief. While I argued for bringing the pitcher to the mound, Management wanted to bring the mountain of data to Mohammed. The problem was that what looked like a mountain from a distance would more accurately be described as an abyss of data.
“It’s not as if nothing happened in the last ten years; update the timeline to include it.”
“By my count, more than ten thousand things happened in the last ten years, and none of them are meaningful to [the intelligence consumer]. Each of those things are so tiny that they’re meaningless and since they’re not directly related there’s nothing meaningful when we aggregate those instances. It’s only meaningful to engineers and specialists.
“We can’t have the brief appear to be incomplete.”
“We can’t dilute the intelligence with meaningless data that looks impressive from a distance.”
Eventually I convinced Management to allow me to add only a single line to the timeline, informing the audience that once the software became stable it remained largely unchanged on the macro scale. At first glance this struck me as nothing more than a simple problem, but on reflection it became clear that there is more to it. In some part of the IC there’s an attitude that every tool should be used and consulted and all available datasource should be tapped for use. While having an arsenal of data is no doubt useful in many situations, there are many more where it becomes a burden for both the teams producing intelligence and the ultimate consumer of the intelligence.
The problem comes down to confusing “enough information” with the “right information.” Chess players may understand this point better than anyone, especially when playing against a machine that has been loaded with every possible combination of pieces on the board. There’s an anecdotal chess story that boils down to this:
  • An average chess player thinks two or three moves ahead.
  • A good chess player thinks five moves ahead.
  • A great chess player thinks ten moves ahead.
  • A master chess player thinks one move ahead – but it’s the right move.
The moral of the story isn't about not planning or ego, but about not getting caught up in the data of future possibilities and future moves, about avoiding paralysis by analysis. It’s the same reason smart analysts insist on getting the bottom line up front – they want the information, not to drown in the data.
* The data centers are still quite useful, when used properly.

Name

-51,1,3D Technology,2,5G,10,Abkhazia,2,Abortion Laws,1,Academics,11,Accidents,22,Activism,1,Adani Group,6,ADB,13,ADIZ,1,Adults,1,Advertising,31,Advisory,2,Aerial Reconnaissance,13,Aerial Warfare,36,Aerospace,5,Afghanistan,88,Africa,115,Agile Methodology,2,Agriculture,21,AI Policy,1,Air Crash,10,Air Defence Identification Zone,1,Air Defense,7,Air Force,29,Air Pollution,1,Airbus,5,Aircraft Carriers,5,Aircraft Systems,6,Al Nusra,1,Al Qaida,4,Al Shabab,1,Alaska,1,ALBA,1,Albania,2,Algeria,3,Alibaba,1,American History,4,AmritaJash,10,Antarctic,1,Antarctica,1,Anthropology,7,Anti Narcotics,12,Anti Tank,1,Anti-Corruption,4,Anti-dumping,1,Anti-Piracy,2,Anti-Submarine,1,Anti-Terrorism Legislation,1,Antitrust,2,APEC,1,Apple,3,Applied Sciences,2,AQAP,2,Arab League,3,Architecture,3,Arctic,6,Argentina,7,Armenia,31,Army,3,Art,3,Artificial Intelligence,83,Artillery,2,Arunachal Pradesh,2,ASEAN,12,Asia,71,Asia Pacific,24,Assassination,2,Asset Management,1,Astrophysics,2,ATGM,1,Atmospheric Science,1,Atomic.Atom,1,Augmented Reality,8,Australia,58,Austria,1,Automation,13,Automotive,133,Autonomous Flight,2,Autonomous Vehicle,4,Aviation,63,AWACS,2,Awards,17,Azerbaijan,17,Azeri,1,B2B,1,Bahrain,9,Balance of Payments,2,Balance of Trade,3,Bali,1,Balkan,10,Balochistan,2,Baltic,3,Baluchistan,8,Bangladesh,30,Banking,53,Bankruptcy,2,Basel,1,Bashar Al Asad,1,Battery Technology,3,Bay of Bengal,5,BBC,2,Beijing,1,Belarus,3,Belgium,1,Belt Road Initiative,3,Beto O'Rourke,1,BFSI,1,Bhutan,13,Big Data,30,Big Tech,1,Bilateral Cooperation,21,BIMSTEC,1,Biography,1,Biology,1,Biotechnology,4,Birth,1,BISA,1,Bitcoin,10,Black Lives Matter,1,Black Money,3,Black Sea,2,Blockchain,32,Blood Diamonds,1,Bloomberg,1,Boeing,21,Boko Haram,7,Bolivia,7,Bomb,3,Bond Market,3,Book,11,Book Review,24,Border Conflicts,12,Border Control and Surveillance,7,Bosnia,1,Brand Management,14,Brazil,107,Brexit,22,BRI,5,BRICS,20,British,3,Broadcasting,16,Brunei,3,Brussels,1,Buddhism,1,Budget,5,Build Back Better,1,Bulgaria,1,Burma,2,Business & Economy,1260,C-UAS,1,California,5,Call for Proposals,1,Cambodia,7,Cameroon,1,Canada,57,Canadian Security Intelligence Service (CSIS),1,Carbon Economy,9,CAREC,1,Caribbean,10,CARICOM,1,Caspian Sea,2,Catalan,3,Catholic Church,1,Caucasus,9,CBRN,1,Cement,1,Central African Republic,1,Central Asia,82,Central Asian,3,Central Eastern Europe,49,Certification,1,Chad,2,Chanakya,1,Charity,2,Chatbots,2,Chemicals,7,Chemistry,1,Child Labor,1,Child Marriage,1,Children,4,Chile,10,China,596,Christianity,1,CIA,1,CIS,5,Citizenship,2,Civil Engineering,2,Civil Liberties,5,Civil Rights,2,Civil Society,5,Civil Unrest,1,Civilization,1,Clean Energy,5,Climate,67,Climate Change,29,Climate Finance,2,Climate Studies,1,Clinical Research,3,Clinton,1,Cloud Computing,46,Coal,6,Coast Guard,3,Cocoa,1,Cognitive Computing,13,Cold War,5,Colombia,15,Commodities,4,Communication,12,Communism,3,Compliance,1,Computers,40,Computing,1,Conferences,1,Conflict,113,Conflict Diamonds,1,Conflict Resolution,49,Conflict Resources,1,Congo,2,Construction,5,Consumer Behavior,4,Consumer Price Index,5,COP26,4,COP28,1,COP29,1,Copper,3,Coronavirus,107,Corporate Communication,1,Corporate Governance,4,Corporate Social Responsibility,4,Corruption,4,Costa Rica,2,Counter Intelligence,15,Counter Terrorism,81,COVID,9,COVID Vaccine,6,CPEC,8,CPG,5,Credit,2,Credit Rating,3,Credit Score,1,Crimea,4,Critical Minerals,1,CRM,1,Croatia,2,Crypto Currency,19,Cryptography,1,CSTO,1,Cuba,7,Culture,5,Currency,9,Customer Exeperience,1,Customer Relationship Management,1,Cyber Attack,8,Cyber Crime,2,Cyber Security & Warfare,117,Cybernetics,5,Cyberwarfare,16,Cyclone,1,Cyprus,5,Czech Republic,5,DACA,1,Dagestan,1,DARPA,3,Data,9,Data Analytics,36,Data Center,4,Data Science,2,Database,3,Daughter.Leslee,1,Davos,1,DEA,1,DeBeers,1,Debt,13,Debt Fund,1,Decision Support System,5,Defense,12,Defense Deals,8,Deflation,1,Deforestation,2,Deloitte,1,Democracy,22,Democrats,2,Demographic Studies,2,Demonetization,6,Denmark. F-35,1,Denuclearization,1,Diamonds,1,Digital,39,Digital Currency,2,Digital Economy,11,Digital Marketing,7,Digital Transformation,11,Diplomacy,14,Diplomatic Row,4,Disaster Management,4,Disinformation,2,Diversity & Inclusion,1,Djibouti,2,Documentary,3,Doklam,2,Dokolam,1,Dominica,2,Donald Trump,52,Donetsk,2,Dossier,2,Drones,14,E-Government,2,E-International Relations,1,Earning Reports,4,Earth Science,2,Earthquake,8,East Africa,2,East China Sea,9,eBook,1,Ebrahim Raisi,1,ECB,1,eCommerce,11,Econometrics,2,Economic Indicator,1,Economic Justice,1,Economics,46,Economy,114,ECOWAS,2,Ecuador,4,Edge Computing,2,Editor's Opinion,59,Education,67,EFTA,1,Egypt,28,Election Disinformation,1,Elections,52,Electric Vehicle,15,Electricity,7,Electronics,9,Emerging Markets,1,Employment,23,Energy,316,Energy Policy,28,Energy Politics,27,Engineering,24,England,2,Enterprise Software Solutions,9,Entrepreneurship,15,Environment,47,ePayments,13,Epidemic,6,ESA,1,Ethiopia,4,Eulogy,4,Eurasia,3,Euro,6,Europe,15,European Union,237,EuroZone,5,Exchange-traded Funds,2,Exclusive,2,Exhibitions,2,Explosives,1,Export Import,6,F-35,6,Facebook,9,Fake News,3,Fallen,1,FARC,2,Farnborough. United Kingdom,2,FATF,1,FDI,6,Featured,1423,Federal Reserve,6,Fidel Castro,1,FIFA World Cup,1,Fiji,1,Finance,18,Financial Markets,60,Financial Planning,1,Financial Statement,2,Finland,5,Fintech,15,Fiscal Policy,14,Fishery,3,Five Eyes,1,Floods,2,Food Security,27,Forces,1,Forecasting,3,Foreign Policy,13,Forex,4,France,37,Free Market,1,Free Syrian Army,4,Free Trade Agreement,1,Freedom,3,Freedom of Press,1,Freedom of Speech,2,French Polynesia,1,Frigate,1,FTC,1,Fujairah,97,Fund Management,1,Funding,23,Future,1,G20,10,G24,1,G7,4,Gaddafi,1,Gambia,2,Gambling,1,Gaming,1,Garissa Attack,1,Gas Price,24,GATT,1,Gaza,15,GCC,11,GDP,14,GDPR,1,Gender Studies,3,Geneal Management,1,General Management,1,Generative AI,8,Genetics,1,Geo Politics,105,Geography,2,Geoint,14,Geopolitics,11,Georgia,12,Georgian,1,geospatial,9,Geothermal,2,Germany,72,Ghana,3,Gibratar,1,Gig economy,1,Glaciology,1,Global Markets,1,Global Perception,1,Global Trade,101,Global Warming,1,Global Water Crisis,11,Globalization,3,Gold,4,Google,20,Gorkhaland,1,Government,128,Government Analytics,1,Government Bond,1,GPS,1,Greater Asia,184,Greece,14,Green Bonds,1,Green Energy,3,Greenland,1,Gross Domestic Product,2,GST,1,Gujarat,6,Gulf of Tonkin,1,Gun Control,4,Hacking,4,Haiti,2,Hamas,12,Hasan,1,Health,8,Healthcare,72,Heatwave,2,Helicopter,12,Heliport,1,Hezbollah,3,High Altitude Warfare,1,High Speed Railway System,1,Hillary 2016,1,Hillary Clinton,1,Himalaya,1,Hinduism,2,Hindutva,4,History,10,Home Security,1,Honduras,2,Hong Kong,7,Horn of Africa,5,Housing,16,Houthi,13,Howitzer,1,Human Development,32,Human Resource Management,5,Human Rights,7,Humanitarian,3,Hungary,3,Hunger,3,Hydrocarbon,3,Hydrogen,5,IAEA,2,ICBM,1,Iceland,2,ICO,1,Identification,2,IDF,1,Imaging,2,IMEEC,2,IMF,77,Immigration,21,Impeachment,1,Imran Khan,1,Independent Media,73,India,685,India's,1,Indian Air Force,19,Indian Army,7,Indian Nationalism,1,Indian Navy,28,Indian Ocean,24,Indices,1,Indigenous rights,1,Indo-Pacific,9,Indonesia,25,IndraStra,1,Industrial Accidents,4,Industrial Automation,2,Industrial Safety,4,Inflation,10,Infographic,1,Information Leaks,1,Infrastructure,3,Innovations,22,Insider Trading,1,Insurance,3,Intellectual Property,3,Intelligence,5,Intelligence Analysis,8,Interest Rate,3,International Business,13,International Law,11,International Relations,9,Internet,53,Internet of Things,35,Interview,8,Intra-Government,5,Investigative Journalism,4,Investment,33,Investor Relations,1,IPEF,1,iPhone,1,IPO,4,Iran,211,Iraq,54,IRGC,1,Iron & Steel,5,ISAF,1,ISIL,9,ISIS,33,Islam,12,Islamic Banking,1,Islamic State,86,Israel,151,ISRO,1,IT ITeS,136,Italy,10,Ivory Coast,1,Jabhat al-Nusra,1,Jack Ma,1,Jamaica,3,Japan,95,JASDF,1,Jihad,1,JMSDF,1,Joe Biden,8,Joint Strike Fighter,5,Jordan,7,Journalism,6,Judicial,4,Julian Assange,1,Justice System,3,Kamala Harris,3,Kanchin,1,Kashmir,10,Kaspersky,1,Kazakhstan,26,Kenya,6,Khalistan,2,Kiev,1,Kindle,700,Knowledge Management,4,Korean Conflict,1,Kosovo,2,Kubernetes,1,Kurdistan,8,Kurds,10,Kuwait,7,Kyrgyzstan,9,Labor Laws,10,Labor Market,4,Land Reforms,3,Land Warfare,21,Languages,1,Laos,2,Large language models,1,Laser Defense Systems,1,Latin America,84,Law,6,Leadership,3,Lebanon,12,Legal,11,LGBTQ,2,Li Keqiang,1,Liberalism,1,Library Science,1,Libya,14,Liechtenstein,1,Lifestyle,1,Light Battle Tank,1,Linkedin,1,Lithium,1,Lithuania,1,Littoral Warfare,2,Livelihood,3,Loans,10,Lockdown,1,Lone Wolf Attacks,3,Lugansk,2,Macedonia,1,Machine Learning,8,Madagascar,1,Mahmoud,1,Main Battle Tank,3,Malaysia,12,Maldives,13,Mali,7,Malware,2,Management Consulting,6,Manpower,1,Manto,1,Manufacturing,16,Marijuana,1,Marine Biology,1,Marine Engineering,3,Maritime,51,Market Research,2,Marketing,38,Mars,2,Martech,10,Mass Media,30,Mass Shooting,1,Material Science,2,Mauritania,1,Mauritius,2,MDGs,1,Mechatronics,2,Media War,1,MediaWiki,1,Medical,1,Medicare,1,Mediterranean,12,MENA,6,Mental Health,4,Mercosur,2,Mergers and Acquisitions,19,Meta,2,Metadata,2,Metals,3,Mexico,14,Micro-finance,4,Microsoft,12,Migration,19,Mike Pence,1,Military,113,Military Exercise,12,Military Service,2,Military-Industrial Complex,3,Mining,16,Missile Launching Facilities,6,Missile Systems,57,Mobile Apps,3,Mobile Communications,12,Mobility,4,Modi,8,Moldova,1,Monaco,1,Monetary Policy,6,Money Market,2,Mongolia,11,Monkeypox,1,Monsoon,1,Montreux Convention,1,Moon,4,Morocco,2,Morsi,1,Mortgage,3,Moscow,2,Motivation,1,Mozambique,1,Mubarak,1,Multilateralism,2,Mumbai,1,Muslim Brotherhood,2,Mutual Funds,2,Myanmar,30,NAFTA,3,NAM,2,Namibia,1,Nanotechnology,4,Narendra Modi,4,NASA,14,NASDAQ,1,National Identification Card,1,National Security,5,Nationalism,2,NATO,34,Natural Disasters,16,Natural Gas,33,Natural Language Processing,1,Nauru,1,Naval Aviation,1,Naval Base,5,Naval Engineering,24,Naval Intelligence,2,Naval Postgraduate School,2,Naval Warfare,50,Navigation,2,Navy,23,NBC Warfare,2,NDC,1,Nearshoring,1,Negotiations,2,Nepal,13,Netflix,1,Neurosciences,7,New Caledonia,1,New Delhi,4,New Normal,1,New York,5,New Zealand,7,News,1319,News Publishers,1,Newspaper,1,NFT,1,NGO,1,Nicaragua,1,Niger,3,Nigeria,10,Nikki Haley,1,Nirbhaya,1,Noble Prize,1,Non Aligned Movement,1,Non Government Organization,4,Nonproliferation,2,North Africa,23,North America,55,North Korea,59,Norway,5,NSA,1,NSG,2,Nuclear,41,Nuclear Agreement,32,Nuclear Doctrine,2,Nuclear Energy,7,Nuclear Fussion,1,Nuclear Propulsion,2,Nuclear Security,47,Nuclear Submarine,1,NYSE,2,Obama,3,ObamaCare,2,OBOR,15,Ocean Engineering,1,Oceania,2,OECD,5,OFID,5,Oil & Gas,388,Oil Gas,7,Oil Price,77,Olympics,2,Oman,25,Omicron,1,Oncology,1,Online Education,5,Online Reputation Management,1,OPEC,130,Open Access,1,Open Journal Systems,2,Open Letter,1,Open Source,4,OpenAI,2,Operation Unified Protector,1,Operational Research,4,Opinion,707,Opinon Poll,1,Optical Communications,1,Pacific,5,Pakistan,183,Pakistan Air Force,3,Pakistan Army,1,Pakistan Navy,3,Palestine,26,Palm Oil,1,Pandemic,84,Papal,1,Paper,3,Papers,110,Papua New Guinea,2,Paracels,1,Partition,1,Partnership,1,Party Congress,1,Passport,1,Patents,2,PATRIOT Act,1,Peace Deal,6,Peacekeeping Mission,1,Pension,1,People Management,1,Persian Gulf,19,Peru,6,Petrochemicals,1,Petroleum,19,Pharmaceuticals,15,Philippines,19,Philosophy,2,Photos,3,Physics,1,Pipelines,6,PLA,2,PLAN,4,Plastic Industry,2,Poland,8,Polar,1,Policing,1,Policy,8,Policy Brief,6,Political Studies,1,Politics,56,Polynesia,3,Pope,1,Population,7,Portugal,1,Poverty,8,Power Transmission,6,Preprint,1,President APJ Abdul Kalam,2,Presidential Election,34,Press Release,158,Prison System,1,Privacy,18,Private Debt Fund,1,Private Equity,3,Private Military Contractors,2,Privatization,1,Programming,1,Project Management,4,Propaganda,5,Protests,14,Psychology,3,Public Policy,55,Public Relations,1,Public Safety,7,Publications,1,Publishing,8,Purchasing Managers' Index,1,Putin,7,Q&A,1,Qatar,114,QC/QA,1,Qods Force,1,Quad,1,Quantum Computing,4,Quantum Physics,4,Quarter Results,2,Racial Justice,2,RADAR,2,Rahul Guhathakurta,4,Railway,9,Raj,1,Ranking,4,Rape,1,RBI,1,RCEP,2,Real Estate,7,Recall,4,Recession,2,Red Sea,6,Referendum,5,Reforms,18,Refugee,23,Regional,4,Regulations,2,Rehabilitation,1,Religion & Spirituality,9,Renewable,18,Report,4,Reports,51,Repository,1,Republicans,3,Rescue Operation,2,Research,5,Research and Development,25,Restructuring,1,Retail,36,Revenue Management,1,Rice,1,Risk Management,5,Robotics,8,Rohingya,5,Romania,3,Royal Canadian Air Force,1,Rupee,1,Russia,325,Russian Navy,6,Saab,1,Saadat,1,SAARC,6,Safety,1,SAFTA,1,SAM,2,Samoa,1,Sanctions,6,SAR,1,SAT,1,Satellite,14,Saudi Arabia,130,Scandinavia,6,Science & Technology,406,Science Fiction,1,SCO,5,Scotland,6,Scud Missile,1,Sea Lanes of Communications,4,SEBI,4,Securities,2,Security,6,Semiconductor,21,Senate,4,Senegal,1,SEO,5,Serbia,4,Services Sector,1,Seychelles,3,SEZ,1,Shadow Bank,1,Shale Gas,4,Shanghai,1,Sharjah,12,Shia,6,Shinzo Abe,1,Shipping,11,Shutdown,2,Siachen,1,Sierra Leone,1,Signal Intelligence,1,Sikkim,5,Silicon Valley,1,Silk Route,6,Simulations,2,Sinai,1,Singapore,17,Situational Awareness,20,Small Modular Nuclear Reactors,1,Smart Cities,7,Smartphones,1,Social Media,1,Social Media Intelligence,40,Social Policy,40,Social Science,1,Social Security,1,Socialism,1,Soft Power,1,Software,8,Software Engineering,1,Solar Energy,17,Somalia,5,South Africa,20,South America,53,South Asia,492,South China Sea,36,South East Asia,83,South Korea,65,South Sudan,4,Sovereign Wealth Funds,1,Soviet,2,Soviet Union,9,Space,47,Space Station,3,Spaceflight,1,Spain,9,Special Education,1,Special Forces,1,Sports,3,Sports Diplomacy,1,Spratlys,1,Sri Lanka,25,Stablecoin,1,Stamps,1,Startups,43,State of the Union,1,Statistics,1,STEM,1,Stephen Harper,1,Stock Markets,29,Storm,2,Strategy Games,5,Strike,1,Sub-Sahara,4,Submarine,16,Sudan,6,Sunni,6,Super computing,1,Supply Chain Management,48,Surveillance,13,Survey,5,Sustainable Development,18,Swami Vivekananda,1,Sweden,4,Switzerland,6,Syria,112,Taiwan,34,Tajikistan,12,Taliban,17,Tamar Gas Fields,1,Tamil,1,Tanzania,4,Tariff,5,Tata,3,Taxation,25,Tech Fest,1,Technology,13,Tel-Aviv,1,Telecom,24,Telematics,1,Territorial Disputes,1,Terrorism,78,Testing,2,Texas,3,Thailand,12,The Middle East,661,Think Tank,317,Tibet,3,TikTok,2,Tim Walz,1,Tobacco,1,Tonga,1,Total Quality Management,2,Town Planning,3,TPP,2,Trade Agreements,14,Trade War,10,Trademarks,1,Trainging and Development,1,Transcaucasus,22,Transcript,4,Transpacific,2,Transportation,47,Travel and Tourism,16,Tsar,1,Tunisia,7,Turkey,75,Turkmenistan,10,U.S. Air Force,3,U.S. Dollar,2,UAE,140,UAV,23,UCAV,1,Udwains,1,Uganda,1,Ukraine,115,Ukraine War,28,Ummah,1,UNCLOS,7,Unemployment,2,UNESCO,1,UNHCR,1,UNIDO,2,United Kingdom,85,United Nations,28,United States,784,University and Colleges,4,Uranium,2,Urban Planning,10,US Army,12,US Army Aviation,1,US Congress,1,US FDA,1,US Navy,18,US Postal Service,1,US Senate,1,US Space Force,2,USA,16,USAF,22,USV,1,UUV,1,Uyghur,3,Uzbekistan,13,Valuation,1,Vatican,3,Vedant,1,Venezuela,21,Venture Capital,4,Vibrant Gujarat,1,Victim,1,Videogames,1,Vietnam,26,Virtual Reality,7,Vision 2030,1,VPN,1,Wahhabism,3,War,1,War Games,1,Warfare,1,Water,18,Water Politics,8,Weapons,11,Wearable,2,Weather,2,Webinar,1,WeChat,1,WEF,3,Welfare,1,West,2,West Africa,19,West Bengal,2,Western Sahara,2,Whales,1,White House,1,Whitepaper,2,WHO,3,Wholesale Price Index,1,Wikileaks,2,Wikipedia,3,Wildfire,1,Wildlife,3,Wind Energy,1,Windows,1,Wireless Security,1,Wisconsin,1,Women,10,Women's Right,14,Workers Union,1,Workshop,1,World Bank,38,World Economy,33,World Peace,10,World War I,1,World War II,3,WTO,6,Wyoming,1,Xi Jinping,9,Xinjiang,2,Yemen,29,Yevgeny Prigozhin,1,Zbigniew Brzezinski,1,Zimbabwe,2,
ltr
item
IndraStra Global: OPINION | The Data Abyss by Michael Best
OPINION | The Data Abyss by Michael Best
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgoQLWGWCaJ0RUEBvO-uh1xSNSZQE6YbPPtni6XNGTbD2WYV0MUZnPf8GAgMQq1L7AgoWWF8HMcCg9O5dsA4ecjoZDnAm_TENvkK1Mo3F6p9X2qYBAihGKp2xUirj_FkRoBTgyn7sReJEk/s1600/Article-DBs3-013.jpg
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgoQLWGWCaJ0RUEBvO-uh1xSNSZQE6YbPPtni6XNGTbD2WYV0MUZnPf8GAgMQq1L7AgoWWF8HMcCg9O5dsA4ecjoZDnAm_TENvkK1Mo3F6p9X2qYBAihGKp2xUirj_FkRoBTgyn7sReJEk/s72-c/Article-DBs3-013.jpg
IndraStra Global
https://www.indrastra.com/2015/05/OPINION-The-Data-Abyss-by-Michael-Best.html
https://www.indrastra.com/
https://www.indrastra.com/
https://www.indrastra.com/2015/05/OPINION-The-Data-Abyss-by-Michael-Best.html
true
1461303524738926686
UTF-8
Loaded All Posts Not found any posts VIEW ALL Readmore Reply Cancel reply Delete By Home PAGES POSTS View All RECOMMENDED FOR YOU LABEL ARCHIVE SEARCH ALL POSTS Not found any post match with your request Back Home Sunday Monday Tuesday Wednesday Thursday Friday Saturday Sun Mon Tue Wed Thu Fri Sat January February March April May June July August September October November December Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec just now 1 minute ago $$1$$ minutes ago 1 hour ago $$1$$ hours ago Yesterday $$1$$ days ago $$1$$ weeks ago more than 5 weeks ago Followers Follow THIS PREMIUM CONTENT IS LOCKED STEP 1: Share to a social network STEP 2: Click the link on your social network Copy All Code Select All Code All codes were copied to your clipboard Can not copy the codes / texts, please press [CTRL]+[C] (or CMD+C with Mac) to copy Table of Content