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        • Earn interest on Ethereum
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        • What is APY in Crypto?
        • Yield Farming Platforms
        • Yield Farming vs Staking
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        • Best DeFi Apps
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        • Best DEX Coins
        • DAO Crypto Projects
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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
      • LBLOCK Price Prediction
      • LUNA Price Prediction
      • Pi Coin Price Prediction
      • Polygon Price Prediction
      • SafeMoon Price Prediction
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    • 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 Review
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      • Margin Trading Exchanges
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    • 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
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      • 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
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      • Cheapest NFT Projects
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      • New NFT Projects
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      • Sport NFT Drops
    • Invest in the Metaverse
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      • How to Invest in NFTs
      • Metaverse Projects
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      • How to Day Trade Stocks
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      • Islamic Brokers
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      • Best Forex Signals
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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 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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      • Bitcoin Mining Sites
      • Best Coins to Mine
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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
      • 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
      • Celebrity NFT Owners
      • Cheapest NFT Projects
      • Coolest NFT Projects
      • Most Expensive NFTs
      • New NFT Projects
      • NFT Calendar
      • NFT Horse Racing Projects
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      • 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
      • 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
      • Best Meme Stocks
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      • Best NFT Stocks
      • Best Oil Stocks
      • Best Penny Stocks
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      • Best 5G Stocks
      • Best Upcoming IPOs
      • Most Undervalued Stocks
      • Company Stocks
      • Buy Adobe Stock
      • Buy Alibaba Stock
      • Buy Alphabet Stock
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      • Buy AT&T Stock
      • Buy Disney Stock
      • Buy DocuSign Stock
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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
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        • Best Forex Brokers CA
        • Best Forex Brokers IN
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        • Best Forex Signals
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        • High Leverage Brokers
        • Low Spread Forex Brokers
        • Trading Robots
        • Algorithmic Trading
        • Bitcode AI Review
        • BitiCodes Review
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    Digital & Social⟩SEO

    How to Build a Buyer Intent Model With Keyword Classification

    author imageJay Leonard Last updated: 4 June 2018
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    To understand the performance of a website and identify areas ripe for improvement, we created a model based on intent, called the Buyer Intent Model. In this article, we explain how we use this model to identify which search terms to target to get the best possible return for our customers.

    The Buyer Intent Model allows us to categorise all search queries for which a site appears, based on product and brand awareness, so that we can then compare performance of branded and generic terms and better understand market share. We use the data in each category to identify opportunities to improve a site’s performance.

    Website traffic is driven through either branded or generic keywords. However, both branded and generic terms may include products. For example:

    • Apple iPhone is a branded term and also a branded product term = website known, product known
    • Apple phones would be a branded term but a generic product term = website known, product unknown

    If we take another example, it might look like this:

    • Ebay Playstation prices = website known, product known
    • Playstation prices = website unknown, product known
    • Ebay games consoles = website known, product unknown
    • Best games consoles = website unknown, product unknown

    As shown in the illustration below, each category is assigned a different level of intent. For example, someone searching for ‘Ebay Playstation prices’ is classified as ‘website known, product known’ and has the strongest transactional intent. Whereas someone searching for ‘best games consoles’ would be categorised as ‘website unknown, product unknown’ and has the weakest intent.

    Buyer Intent Model for keyword classification

    This deep learning classification model learns how to classify each term. We pull the search terms from Google Search Console and our own machine learning platform, Apollo Insights, before feeding them into the model which classifies them into the four options. We are then able to measure each group separately to see how they perform e.g. position in SERPs, CTR, transactions etc.

    By understanding the performance of each category against others, or even competitors, we can use the data for our predictive and statistical models.

    Below is an example of a click-through rate (CTR) comparison between branded and generic terms appearing in positions one, two and three on Google.

    Click-through rate for brand keywords versus generic keywords

    Branded versus generic CTR for results appearing in positions one, two and three in Google

    So, if someone enters a search where the product is known and the website is known, and a listing of that product from that website appears in position one, it will have an 82% CTR, much higher than a generic ad would achieve in that position. This is no surprise as user intent is high and their expectations have been matched. However, what’s interesting is that if a branded listing appears in position three, the CTR (14.77%) actually falls below that of a generic ad (18.08%).

    The difference in CTR for branded vs generic is dependent on user behaviour. For branded terms, the user would expect to find their result in position one or two, so anything below that may not be as relevant. But for generic ads, the user is not looking for a brand – they are looking for the most useful result, which may not always be in position one or two.

    Understanding the difference in CTR or organic search performance for each one of the categories allows us to treat each case differently instead of applying a blanket approach. Insights like these not only help us to identify the best opportunities but also to measure results and estimate outcomes more accurately.

    Once we know which groups perform best, we can focus more on targeting these types of terms to get the best possible ROI. Additionally, we can pull ‘related terms’ from Apollo, feed these into the model, look at the search volumes for these terms and decide whether they’re also worth going after.

    We can also crawl competitor sites to see which terms are performing best for them. This allows us to understand the gap between our customer and their competitors and see if there are any opportunities we should be targeting.

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      This article originally appeared on Vertical Leap and has been republished with permission.
    Find out how to syndicate your content with B2C


    author image

    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 ›


    More by this author:
    • Cameo CEO Steven Galanis Wallet Hacked – $231k Worth of NFTs Stolen
    • Mastercard CFO sees Growth Opportunities in Crypto
    • Marvin Inu Trending on Twitter – Is Tamadoge Next to Pump?

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