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    • Best Cryptos
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      • Best Crypto Winter Tokens
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      • Best Future Cryptocurrency
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      • Best Utility Tokens
      • Coins to Buy on the Dip
      • Fastest Growing Crypto
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      • Long Term Investments
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      • How to Spend Bitcoin
      • How to Spend Ethereum
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      • Earn Free Crypto
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        • Earn Free Bitcoin
        • Make Money With Crypto
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        • Aqru Review
        • Best Staking Coins
        • Crypto Interest Accounts
        • Crypto Lending Platforms
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        • Crypto Savings Accounts
        • Crypto Staking
        • Earn Interest on Bitcoin
        • Earn interest on Ethereum
        • Earn Interest on Stables
        • What is APY in Crypto?
        • Yield Farming Platforms
        • Yield Farming vs Staking
      • DeFi Crypto Guides
        • Best DeFi Apps
        • Best DeFi Interest Rates
        • Best DEX Coins
        • DAO Crypto Projects
        • DeFi Lending Platforms
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    • Buy Crypto
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    • Bitcoin Price Prediction
      • ALICE Price Prediction
      • ApeCoin Price Prediction
      • Axie Infinity Prediction
      • Battle Infinity Prediction
      • Cardano Price Prediction
      • Chia Coin Price Prediction
      • DeFi Coin Price Prediction
      • Dogecoin Price Prediction
      • Dogelon Mars Prediction
      • Ethereum Price Prediction
      • Floki Inu Price Prediction
      • Hoge Coin Price Prediction
      • Kishu Inu Price Prediction
      • LBLOCK Price Prediction
      • LUNA Price Prediction
      • Pi Coin Price Prediction
      • Polygon Price Prediction
      • SafeMoon Price Prediction
      • Samoyed Coin Prediction
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      • Stepn GMT Price Prediction
      • SXP Coin Price Prediction
      • VeChain Price Prediction
      • XRP Price Prediction
    • Best Altcoins
      • Buy Battle Infinity
      • Buy Bitcoin Cash
      • Buy Binance Coin
      • Buy Celo
      • Buy Cardano
      • Buy Cartesi
      • Buy Chiliz
      • Buy Cronos
      • Buy Dash
      • Buy EOS
      • Buy ENS
      • Buy Ethereum
      • Buy Ethereum Classic
      • Buy FTX Token
      • Buy HBAR
      • Buy IOST
      • Buy IOTA
      • Buy Litecoin
      • Buy Livepeer
      • Buy Loopring
      • Buy Lucky Block
      • Buy LUNA 2.0
      • Buy LUNC
      • Buy Neo
      • Buy Pitbull Coin
      • Buy Polkadot
      • Buy RadioCaca
      • Buy Solana
      • Buy Spark
      • Buy VeChain
      • Buy XRP
      • Buy ZCash
    • Best Crypto Exchanges
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      • Binance Referral Bonus
      • Binance vs Coinbase
      • Binance Review
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      • Bitstamp Review
      • Bitstamp Sign Up Bonus
      • Coinbase Review
      • Coinbase Sign Up Bonus
      • Crypto.com Review
      • Crypto.com Sign Up Bonus
      • Crypto.com Visa Card
      • Crypto Credit Cards
      • Crypto Tax Software
      • Margin Trading Exchanges
      • Social Trading Platforms
    • Best Meme Coins
      • Best Dog Cryptos
      • Buy Baby Doge
      • Buy Dogecoin
      • Buy Floki Inu
      • Buy Kiba Inu
      • Buy Shiba Inu
      • Buy Tamadoge
    • Best DeFi Coins
      • Buy 1inch
      • Buy Aave
      • Buy Algorand
      • Buy Ankr
      • Buy Avalanche
      • Buy Balancer
      • Buy Bancor
      • Buy Chainlink
      • Buy Compound
      • Buy Cosmos
      • Buy Curve
      • Buy DeFi Coin
      • Buy DYDX
      • Buy Fantom
      • Buy Kyber Network
      • Buy Maker
      • Buy Polygon
      • Buy Ren
      • Buy Serum
      • Buy Storj
      • Buy Sushiswap
      • Buy Tezos
      • Buy Uniswap
    • Best Web 3.0 Coins
      • Buy Basic Attention Token
      • Buy Biconomy
      • Buy Filecoin
      • Buy Theta
  • NFTs
    • How To Buy NFTs
      • Best NFT Apps
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      • Best NFT Giveaways
      • Best NFT Lawyers
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      • Best NFT Presales
      • Best NFT Wallets
      • Best Utility NFT Projects
      • Buy NFTs on Binance
      • How to Flip NFTs
      • Make Money With NFTs
    • Best Metaverse Coins
      • Buy ApeCoin
      • Buy Axie Infinity
      • Buy Decentraland
      • Buy DeFi Kingdoms
      • Buy Enjin
      • Buy Gala
      • Buy GMT
      • Buy Immutable X
      • Buy The Sandbox
    • NFT News
      • Celebrity Backed NFTs
      • Celebrity NFT Owners
      • Cheapest NFT Projects
      • Coolest NFT Projects
      • Most Expensive NFTs
      • New NFT Projects
      • NFT Calendar
      • NFT Horse Racing Projects
      • NFT Trading Card Games
      • Sport NFT Drops
    • Invest in the Metaverse
      • Best Metaverse Apps
      • Best Metaverse Games
      • How to Invest in NFTs
      • Metaverse Projects
      • Metaverse Real Estate
      • NFT Land Projects
    • Best NFTs To Buy
      • Azuki NFTs
      • CryptoPunks NFTs
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      • PolygonPunks NFTs
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      • Binance
      • Crypto.com
      • DraftKings
      • Looksrare
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      • NFT Launchpad
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      • OpenSea
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  • Stocks
    • Types of Stocks
      • Best Biotech Stocks
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      • Buy Adobe Stock
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      • Buy DWAC Stock
      • Buy eBay Stock
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      • Buy Ford Stock
      • Buy Gamestop Stock
      • Buy Hertz Stock
      • Buy Lockheed Martin Stock
      • Buy Matterport Stock
      • Buy Monday.com Stock
      • Buy Meta Stock
      • Buy Medifast Stock
      • Buy Netflix Stock
      • Buy Nike Stock
      • Buy Nikola Stock
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      • Buy Rivian Stock
      • Buy Roblox Stock
      • Buy Pfizer Stock
      • Buy SAVA Stock
      • Buy Spotify Stock
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      • Buy Upstart Stock
      • Buy XELA Stock
      • Buy Zoom Stock
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      • Invest in Stocks
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  • Trading
    • Best Trading Platforms
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      • How to Day Trade Stocks
      • How to Trade Commodities
      • How to Trade Crypto
      • How to Trade ETFs
      • How to Trade Gold
      • How to Trade NFTs
      • How to Trade Oil
      • Islamic Brokers
      • Low Margin Rate Brokers
      • Paper Trading Platforms
      • XTB Review
    • Best Forex Brokers
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      • Best Forex Signals
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      • Best Scalping Brokers
      • High Leverage Brokers
      • Low Spread Forex Brokers
    • Trading Robots
      • Algorithmic Trading
      • Bitcode AI Review
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      • Bitindex Prime Review
      • BitIQ Review
      • BitTrader Review
      • Crypto Bank Review
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      • Teslacoin Review
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      • 7Tesler Review
    • Bitcoin Robots
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      • Bitcoin Revolution Review
      • Bitcoin Rocket Review
      • Bitcoin Smarter Review
      • Bitcoin Up Review
      • BitcoinX Review
      • Bitprime Gold Review
      • BitProfit Review
      • Bit Index AI Review
      • British Bitcoin Profit
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Business 2 Community
  • Investing
      • Best Cryptos
      • Best Beginner Cryptos
      • Best Crypto Under $1
      • Best Crypto Winter Tokens
      • Best Emerging Cryptos
      • Best ERC20 Tokens
      • Best Future Cryptocurrency
      • Best Move to Earn Crypto
      • Best Utility Tokens
      • Coins to Buy on the Dip
      • Fastest Growing Crypto
      • Hottest Cryptos Right Now
      • Most Promising Cryptos
      • Next Crypto to Explode
      • Invest in Crypto
      • How to Invest in Bitcoin
      • How to Invest in DeFi
      • Long Term Investments
      • Low Market Cap Cryptos
      • Most Undervalued Cryptos
      • Penny Cryptocurrencies
      • New Cryptos
      • Best Crypto ICOs
      • Best Crypto IDOs
      • Best Crypto IEOs
      • Best Crypto STOs
      • Best Crypto Crowdsales
      • Best Crypto Presales
      • Best Crypto Private Sales
      • Buying Coins Pre Launch
      • Crypto Games
      • Best Blockchain Games
      • Best GameFi Cryptos
      • Best Gaming Crypto Coins
      • Best Play to Earn Games
      • Crypto News
      • Best Crypto Reddit
      • Best Crypto Signals
      • Crypto Tiktok Trends
      • Crypto Youtube Channels
      • Twitter Crypto Trends
      • Crypto Wallets
      • Best Cardano Wallets
      • Best DeFi Wallets
      • Best Ethereum Wallets
      • Best XRP Wallets
      • Crypto Bank Accounts
      • How to Spend Bitcoin
      • How to Spend Ethereum
      • Bitcoin Casinos
      • Best Bitcoin Gambling Sites
      • Best Crypto Lotteries
      • Bitcoin Blackjack Sites
      • Bitcoin Roulette Sites
      • Bitcoin Slots Sites
      • Ethereum Casinos
      • Earn Free Crypto
      • Best Crypto Airdrops
      • Best Crypto Faucets
      • Best Crypto Giveaways
      • Earn Free Bitcoin
      • Make Money With Crypto
      • Earn Interest on Crypto
      • Aqru Review
      • Best Staking Coins
      • Crypto Interest Accounts
      • Crypto Lending Platforms
      • Crypto Loan Sites
      • Crypto Savings Accounts
      • Crypto Staking
      • Earn Interest on Bitcoin
      • Earn interest on Ethereum
      • Earn Interest on Stables
      • What is APY in Crypto?
      • Yield Farming Platforms
      • Yield Farming vs Staking
      • DeFi Crypto Guides
      • Best DeFi Apps
      • Best DeFi Interest Rates
      • Best DEX Coins
      • DAO Crypto Projects
      • DeFi Lending Platforms
      • DeFi Staking Platforms
      • DeFi Swap Exchange
      • DeFi Yield Farming
      • Worldwide Crypto Guides
      • Best Africa Crypto Projects
      • Best Asia Crypto Projects
      • Best China Crypto Projects
      • Best Dubai Crypto Projects
      • Buy Bitcoin AU
      • Buy Bitcoin CA
      • Buy Bitcoin DE
      • Buy Bitcoin SG
      • Buy Bitcoin UAE
      • Buy Bitcoin UK
      • Buy Bitcoin ZA
      • Crypto Exchanges AU
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      • Crypto Exchanges UAE
      • Crypto Exchanges UK
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      • Bitcoin Mining Sites
      • Best Coins to Mine
      • Ethereum Mining
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      • Monero Mining
      • Crypto Marketing
      • Financial PR Agencies
      • ICO Marketing
      • Web3 Marketing
  • Cryptocurrency
      • Buy Crypto
      • Buy Bitcoin
      • Buy BTC with Apple Pay
      • Buy BTC with Credit Card
      • Buy BTC with Bank Wire
      • Buy BTC with eToro
      • Buy BTC with Paypal
      • Buy BTC with Prepaid Card
      • Bitcoin Price Prediction
      • ALICE Price Prediction
      • ApeCoin Price Prediction
      • Axie Infinity Prediction
      • Battle Infinity Prediction
      • Cardano Price Prediction
      • Chia Coin Price Prediction
      • DeFi Coin Price Prediction
      • Dogecoin Price Prediction
      • Dogelon Mars Prediction
      • Ethereum Price Prediction
      • Floki Inu Price Prediction
      • Hoge Coin Price Prediction
      • Kishu Inu Price Prediction
      • LBLOCK Price Prediction
      • LUNA Price Prediction
      • Pi Coin Price Prediction
      • Polygon Price Prediction
      • SafeMoon Price Prediction
      • Samoyed Coin Prediction
      • Shiba Inu Price Prediction
      • Stepn GMT Price Prediction
      • SXP Coin Price Prediction
      • VeChain Price Prediction
      • XRP Price Prediction
      • Best Altcoins
      • Buy Battle Infinity
      • Buy Bitcoin Cash
      • Buy Binance Coin
      • Buy Celo
      • Buy Cardano
      • Buy Cartesi
      • Buy Chiliz
      • Buy Cronos
      • Buy Dash
      • Buy EOS
      • Buy ENS
      • Buy Ethereum
      • Buy Ethereum Classic
      • Buy FTX Token
      • Buy HBAR
      • Buy IOST
      • Buy IOTA
      • Buy Litecoin
      • Buy Livepeer
      • Buy Loopring
      • Buy Lucky Block
      • Buy LUNA 2.0
      • Buy LUNC
      • Buy Neo
      • Buy Pitbull Coin
      • Buy Polkadot
      • Buy RadioCaca
      • Buy Solana
      • Buy Spark
      • Buy VeChain
      • Buy XRP
      • Buy ZCash
      • Best Crypto Exchanges
      • Best Altcoin Exchange
      • Best Metaverse Platforms
      • Best Crypto Apps
      • Best DeFi Exchange
      • Best P2P Exchange
      • Binance Referral Bonus
      • Binance vs Coinbase
      • Binance Review
      • Best Binance Alternatives
      • Best Coinbase Alternatives
      • Bitstamp Review
      • Bitstamp Sign Up Bonus
      • Coinbase Review
      • Coinbase Sign Up Bonus
      • Crypto.com Review
      • Crypto.com Sign Up Bonus
      • Crypto.com Visa Card
      • Crypto Credit Cards
      • Crypto Tax Software
      • Margin Trading Exchanges
      • Social Trading Platforms
      • Best Meme Coins
      • Best Dog Cryptos
      • Buy Baby Doge
      • Buy Dogecoin
      • Buy Floki Inu
      • Buy Kiba Inu
      • Buy Shiba Inu
      • Buy Tamadoge
      • Best DeFi Coins
      • Buy 1inch
      • Buy Aave
      • Buy Algorand
      • Buy Ankr
      • Buy Avalanche
      • Buy Balancer
      • Buy Bancor
      • Buy Chainlink
      • Buy Compound
      • Buy Cosmos
      • Buy Curve
      • Buy DeFi Coin
      • Buy DYDX
      • Buy Fantom
      • Buy Kyber Network
      • Buy Maker
      • Buy Polygon
      • Buy Ren
      • Buy Serum
      • Buy Storj
      • Buy Sushiswap
      • Buy Tezos
      • Buy Uniswap
      • Best Web 3.0 Coins
      • Buy Basic Attention Token
      • Buy Biconomy
      • Buy Filecoin
      • Buy Theta
  • NFTs
      • How To Buy NFTs
      • Best NFT Apps
      • Best NFT Games
      • Best NFT Giveaways
      • Best NFT Lawyers
      • Best NFT Lottery Sites
      • Best NFT Presales
      • Best NFT Wallets
      • Best Utility NFT Projects
      • Buy NFTs on Binance
      • How to Flip NFTs
      • Make Money With NFTs
      • Best Metaverse Coins
      • Buy ApeCoin
      • Buy Axie Infinity
      • Buy Decentraland
      • Buy DeFi Kingdoms
      • Buy Enjin
      • Buy Gala
      • Buy GMT
      • Buy Immutable X
      • Buy The Sandbox
      • NFT News
      • Celebrity Backed NFTs
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      • Cheapest NFT Projects
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      • Most Expensive NFTs
      • New NFT Projects
      • NFT Calendar
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      • Invest in the Metaverse
      • Best Metaverse Apps
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      • How to Invest in NFTs
      • Metaverse Projects
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      • NFT Land Projects
      • Best NFTs To Buy
      • Azuki NFTs
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      • Lucky Block NFTs
      • PolygonPunks NFTs
      • Prime Ape Planet NFTs
      • VeeFriends NFTs
      • World of Women NFTs
      • NFT Marketplaces
      • Binance
      • Crypto.com
      • DraftKings
      • Looksrare
      • Magic Eden
      • NFT Launchpad
      • NFT Music Platforms
      • OpenSea
      • Rarible
  • Stocks
      • Types of Stocks
      • Best Biotech Stocks
      • Best Bitcoin ETFs
      • Best Blockchain Stocks
      • Best Cannabis Stocks
      • Best Cheap Stocks
      • Best DeFi Stocks
      • Best Dividend Stocks
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      • Best Upcoming IPOs
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      • Buy Oil Stocks
      • Buy Stocks on eToro
      • Buy Stocks via Credit Card
      • Buy Stocks with PayPal
      • Invest in Stocks
      • Invest in NFT Stocks
    • Trading
        • Best Trading Platforms
        • Best Investment Apps
        • Capital.com Review
        • Copy Trading Platforms
        • Demo Accounts for Stocks
        • Day Trading Platforms UK
        • eToro Review
        • eToro Review UK
        • eToro Review ZA
        • How to Day Trade Stocks
        • How to Trade Commodities
        • How to Trade Crypto
        • How to Trade ETFs
        • How to Trade Gold
        • How to Trade NFTs
        • How to Trade Oil
        • Islamic Brokers
        • Low Margin Rate Brokers
        • Paper Trading Platforms
        • XTB Review
        • Best Forex Brokers
        • Best Forex Brokers AU
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        • Best Forex Brokers IN
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        • Best Forex Signals
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    Digital & Social⟩Social Data

    How Search Amplifies Enterprise Collaboration

    author imageJay Leonard Last updated: 9 July 2013
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    “There are known knowns; there are things we know that we know.

    There are known unknowns; that is to say, there are things that we now know we don’t know.

    But there are also unknown unknowns – there are things we do not know we don’t know.”

    —United States Secretary of Defense, Donald Rumsfeld

    I absolutely love this quote, and think about it almost every time I get deep into a discussion on the importance of search with regards to business collaboration. Buried within its nuance is an important truth: most searches fail because people don’t know what to look for. Arguably one of the reasons we reach out to others within our vast collaborative landscapes is so that we can share what we know, then discuss and dissect and ultimately uncover that unknown. A major roadblock to this basic premise is how to easily access and synthesize what it is we already know, which, too, is buried within our various data silos.

    Search is critical to every enterprise collaboration platform. Whether it be a structured enterprise collaboration management (ECM) platform, our email system, or even our burgeoning social networking tools, information workers increasingly rely on these systems of record to help them connect, relate and communicate. Some of their features make communication with geographically remote partners and peers almost seamless, as if they were right across the hall. Yet, the best social or content management features in the world cannot make up for the fact that search, for most organizations, is fundamentally broken. The ties between search and collaboration are simple: if you can’t find your data or content, collaboration will be limited. How can you collaborate if you cannot correlate the dialogue with your content?

    A few years back, my former consulting company did a lot of pro bono work for startups and entrepreneurs coming out of UC Berkeley and Stanford. Sometimes these projects led to consulting projects, but most of the time not. Our decisions to take on these projects were mostly based on how interesting we found the technologies involved. One startup had raised some angel investment and was aggressively pursuing venture capital, but had received feedback that their product roadmap, as well as their overall marketing strategy, needed some help. They had developed algorithms and a novel approach to building a semantic search solution. For those unfamiliar with the concept of semantic search, it is the idea that you can improve on search by interpreting the intent and contextual meaning of your content, generating more meaningful results than predictive relevancy in traditional search.

    While the technology was fascinating and the discussions with the company’s founder were deeply engaging, I questioned the ability of this technology to adequately interpret and intelligently map end user sentiment to content and metadata, or “data about data,” improving the overall search experience. Sentiment analysis is an incredibly difficult thing to automate, much less deliver within mainstream platforms. Thankfully, we have a method for providing a robust sentiment-based layer to our structured collaboration platforms: social collaboration. Even the search leaders recognize that they cannot completely replace human interaction (at least not yet) as the ultimate semantic classification mechanism. Google and Bing include some elements of semantic search within their platforms, but also recognize the need for integrated social capabilities to provide deeper sentiment awareness.

    Collaboration — especially within the enterprise — tends to be around content, whether content within documents and other artifacts, or content within lists, comments and conversations. As people interact through social collaboration, we consume, assign, filter, share, comment and edit that content.  In effect, we are adding metadata as we go, building into our collaboration platforms semantic relationships between what is being discussed and the content being stored within these systems. We are moving from “systems of record,” traditional data infrastructures and content stores to “systems of engagement,” where the focus is not so concerned about where your data and the resulting conversation are being stored. The argument of structured collaboration versus unstructured collaboration is irrelevant here as the lines have become blurred. The focus has shifted from the system to the needs of the business, and to the specific requirements of the employee or customer.

    This highly personal view of the collaboration landscape brings to the forefront the importance of search. On a daily basis, we rely on different types of search: a browser-based query to answer a question, a quick navigation tool on the desktop to bypass a few clicks to find content, files or programs, or for more advanced questions out to our knowledgebase and our personal network. However, search alone cannot solve our more complex search criteria – which is where the contextual benefits of social interactions can enrich our search experience. Collaboration improves when the content (whether structured content or unstructured data) you want to discuss, edit, rate, like or share is at your fingertips, and comes included with the comments, edits, ratings, likes and connections of people within and outside of your network. If you can’t find the data or documents that you need, your ability to collaborate with your team or with customers becomes limited, because the conversation happens out of context of the content. The more your content is associated with social collaboration activities, the more searchable – and findable – your content becomes.

    Search amplifies the reach and impact of collaboration by making relevant content and conversations easy to find, although it is most effective when joined by the contextual outputs of social interactions. The actual search experience may be nothing like the traditional, consumer journey of entering keywords and bringing back results from a previously crawled subset of data. For most, it is a much more dynamic experience, combining cached and crawled data with real-time analysis to provide a more personalized, and contextual, search experience within the scope of the collaboration platform your organization uses to communicate. And if people can find the right content, they are more likely to take action on that content, such as sharing, commenting, or linking it to other relevant content – all of which make that content more accessible to others. Organizations that put search at the forefront of their collaboration strategy will find a quicker path to end user adoption, engagement and overall platform satisfaction.

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      This article was written for Business 2 Community by Jay Leonard.
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    Author: Jay Leonard

    Jay is a UK-based cryptocurrency expert, specialising in fundamental analysis and medium to long term investments. Jay has a great deal of hands-on experience in analysing financial markets and performing technical analysis. Jay is currently focusing on the institutional adoption of cryptocurrency and what it means for the future of

    … View full profile ›


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      Discuss This Article

    Show Comments (3)
    Add a Comment
    • Steven Flinn says:
      July 9, 2013 at 11:46 pm

      Christian,

      Great article!

      Similar in spirit to Rumsfeld’s quote, we often put it this way:
      1. Follow — when you are aware of sources of generally relevant information
      2. Search — when you are aware that you have a need for some information now, but don’t know where it is
      3. Discovery (i.e., recommendations) — when you have a need for some information now, but are not even aware you need it and/or that it exists

      In contemporary consumer IT platforms (Google, Facebook, LinkedIn, Amazon, etc.), for which findability is a business model imperative, all three of these capabilities invariably co-exist and complement one another.

      Reply
    • Tim Harrap says:
      July 10, 2013 at 3:10 pm

      Nice piece Christian and equally succinct comment from Steven. Both worth saving.

      Both of you highlight the reasons perhaps why many Google Searches appear to be showing a downward trend over recent years. Not because people are less interested in any particular subject but because they have myriad other channels to satisfy their query.

      Reply
    • Jamie Johnson says:
      July 14, 2013 at 11:19 pm

      Great information Christian, thanks for sharing! At Enlyton, the core of our semantic approach to cloud-based search is CONTEXT! Our search solution not only accounts for a document’s meaning; it also interrelates it to other documents to deliver only the most highly-related content.
      http://www.enlyton.com

      Reply

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