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Is RankBrain A Ranking Factor In Google Search?

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Is RankBrain A Ranking Factor In Google Search?

Google’s understanding of human language is made possible by several breakthrough technologies in artificial intelligence and machine learning.

Launched in 2015, RankBrain was the first of said breakthroughs. It allowed Google to return results for queries with no previous record of searches.

RankBrain’s functionality has evolved since its initial introduction. It now allows Google’s algorithms to do something that humans do instinctively: relate words to real-world concepts.

In the days before RankBrain, Google interpreted words literally. It didn’t understand synonyms or figurative meanings.

That limited both the quality and quantity of search results Google could provide.

The ability to interpret what humans mean when they write queries in natural language marked a significant milestone for Google Search.

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RankBrain does more than understand language; if you need a hint at its other function, it’s in the name: Rank.

In this article, we’ll investigate the claims around RankBrain as a ranking factor, providing clarity on what RankBrain is and how it impacts search results.

The Claim: RankBrain As A Ranking Factor

RankBrain is a technology that seems to impact how Google returns search results.

Due to its association with search, many people consider RankBrain a ranking factor.

Without knowing what “RankBrain” means, people new to SEO may assume it refers to a technology Google uses to rank search results.

That assumption isn’t far off, but not every component of Google’s search algorithm is a ranking factor in and of itself.

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The following section goes over what Google designed RankBrain to do and how it assists with answering queries.

The Evidence: Is RankBrain A Ranking Factor?

RankBrain is an artificial intelligence (AI) system introduced in 2015 to help Google return results for queries without previous search data.

That changed sometime between the spring of 2015 and 2016. Google announced an update to RankBrain, which integrated AI into all queries.

Wired revealed this information in an article that notes Google isn’t clear on how RankBrain improves all queries, but it does affect rankings.

From Wired:

“Google is characteristically fuzzy on exactly how it improves search (something to do with the long tail? Better interpretation of ambiguous requests?) but [Google engineer Jeff Dean] says that RankBrain is ‘involved in every query,’ and affects the actual rankings ‘probably not in every query but in a lot of queries.’”

What differentiates RankBrain from other Google algorithms is its ability to learn how to answer more ambiguous queries.

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As Google’s Gary Illyes explains, the algorithm makes educated guesses at what a user would likely click on for a never-before-seen query.

“RankBrain is a PR-sexy machine learning ranking component that uses historical search data to predict what would a user most likely click on for a previously unseen query.”

RankBrain allows Google to solve problems it used to run into with traditional algorithms.

Contrary to popular theories about how RankBrain works, it does not use data gathered from users’ interactions with a webpage.

RankBrain relies more on data gathered from users’ interactions with search results.

Illyes provides further clarity:

“It is a really cool piece of engineering that saved our butts countless times whenever traditional algos were like, e.g. “oh look a “not” in the query string! let’s ignore the hell out of it!”, but it’s generally just relying on (sometimes) months old data about what happened on the results page itself, not on the landing page.”

In short – RankBrain is a machine learning system that allows Google’s search algorithm to deliver more relevant results.

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RankBrain accomplishes this through an improved understanding of ambiguous queries and long-tail keywords.

RankBrain uses data gathered from users’ interactions with search results to predict which pages will likely get clicked on for a brand new search query.

Practical Example From Google’s Vice President of Search

In addition to returning results for ambiguous and never-before-seen queries, RankBrain is capable of connecting words to concepts.

Pandu Nayak, Google’s Vice President of Search, explains how this works with an example of a query that contains the phrase “food chain.”

“Food chain” can refer to organisms in an ecosystem (literal meaning), or it can refer to a hierarchy of people (figurative meaning).

As Nayak states, RankBrain helps Google determine the intended meaning of words based on how a searcher uses them in a query:

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“For example, if you search for ‘what’s the title of the consumer at the highest level of a food chain,’ our systems learn from seeing those words on various pages that the concept of a food chain may have to do with animals, and not human consumers.

By understanding and matching these words to their related concepts, RankBrain understands that you’re looking for what’s commonly referred to as an “apex predator.”

Thanks to this understanding, Nayak confirms, RankBrain can decide the best order for top search results by ranking them according to relevance.

Our Verdict: RankBrain Is A Confirmed Ranking Factor

Google has confirmed that RankBrain is used to rank search results and is involved in all queries.

In 2016, Andrey Lipattsev, a Google Search Quality Senior Strategist, said RankBrain was one of the three most important ranking signals (along with content and links).

RankBrain continues to play an essential role in search results today.

RankBrain differs from traditional ranking factors in that there’s not an obvious way to actively optimize for it.

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How do you optimize for ambiguous keywords or queries that no one’s ever entered into Google?

The only option is to provide Google with as much information about a page as possible, which site owners should do anyway if they create holistic content for users.

Illyes was asked this question once and replied with a similar sentiment:

“you optimize your content for users and thus for RankBrain. that hasn’t changed”

Search Engine Journal VIP Contributor Dave Davies provides more advanced tips for communicating information to Google regarding different entities on a page in A Complete Guide To The Google RankBrain Algorithm.


Featured Image: Paulo Bobita/Search Engine Journal

Ranking Factors: Fact Or Fiction? Let’s Bust Some Myths! [Ebook]

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Studio By WordPress & Other Free Tools

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Studio by WordPress lets you create WordPress sites on your desktop, plus other similar tools.

WordPress announced the rollout of Studio by WordPress, a new local development tool that makes it easy for publishers to not just develop and update websites locally on their desktop or laptop but is also useful for learning how to use WordPress. Learn about Studio and other platforms that are make it easy to develop websites with WordPress right on your desktop.

Local Development Environments

Local Environments are like web hosting spaces on the desktop that can be used to set up a WordPress site. They’re a fantastic way to try out new WordPress themes and plugins to learn how they work without messing up a live website or publishing something to the web that might get accidentally indexed by Google. They are also useful for testing if an updated plugin causes a conflict with other plugins on a website, which is useful for testing updated plugins offline before committing to updating the plugins on a live website.

Studio joins a list of popular local development environments that are specific for WordPress and more advanced platforms that are that can be used for WordPress on the desktop but have greater flexibility and options but may be harder to use for non-developers.

Desktop WordPress Development Environments

There are currently a few local environments that are specific to WordPress. The advantages of using a dedicated WordPress environment is that they make it easy to start creating  with WordPress for those who only need to work with WordPress sites and nothing more complicated than that.

Studio By WordPress.com

Studio is an open source project that allows developers and publishers to set up a WordPress site on their desktop in order to design, test or learn how to use WordPress.

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According to the WordPress announcement:

“Say goodbye to manual tool configuration, slow site setup, and clunky local development workflows, and say hello to Studio by WordPress.com, our new, free, open source local WordPress development environment.

Once you have a local site running, you can access WP Admin, the Site Editor, global styles, and patterns, all with just one click—and without needing to remember and enter a username or password.”

The goal of Studio is to be a simple and fast way to create WordPress sites on the desktop. It’s currently available for use on a Mac and a Windows version is coming soon.

Download the Mac version here.

Other Popular WordPress Local Development Environments

DevKinsta

DevKinsta, developed by Kinsta managed web host, is another development environment that’s specifically dedicated for quickly designing and testing WordPress sites on the desktop. It’s a popular choice that many developers endorse.

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That makes it a great tool for publishers, SEOs and developers who just want a tool to do one thing, create WordPress sites. This makes DevKinsta a solid consideration for anyone who is serious about developing WordPress sites or just wants to learn how to use WordPress, especially the latest Gutenberg Blocks environment.

Download  DevKinsta for free here.

Local WP

Local WP is a popular desktop development environment specifically made for WordPress users by WP Engine, a managed WordPress hosting provider.

Useful Features of Local WP

Local WP has multiple features that make it useful beyond simply developing and testing WordPress websites.

  • Image Optimizer
    It features a free image optimizer add-on that optimizes images on your desktop which should be popular for those who are unable to optimize images on their own.
  • Upload Backups
    Another handy feature is the ability to upload backups to Dropbox and Google Drive.
  • Link Checker
    The tool has a built-in link checker that scans your local version of the website to identify broken links. This is a great way to check a site offline without using server resources and potentially slowing down your live site.
  • Import & Export Sites
    This has the super-handy ability to import WordPress website files and export them so that you can work on your current WordPress site on your desktop, test out new plugins or themes and if you’re ready you can upload the files to your website.

Advanced Local Development Environments

There are other local development environments that are not specific for WordPress but are nonetheless useful for designing and testing WordPress sites on the desktop. These tools are more advanced and are popular with developers who appreciate the freedom and options available in these platforms.

DDEV with Docker

An open source app that makes it easy to use the Docker software containerization to quickly install a content management system and start working, without having to deal with the Docker learning curve.

Download DDEV With Docker here.

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Laragon

Laragon is a free local development environment that was recommended to me by someone who is an advanced coder because they said that it’s easy to use and fairly intuitive. They were right. I’ve used it and have had good experiences with it. It’s not a WordPress-specific tool so that must be kept in mind.

Laragon describes itself as an easy to use alternative to XXAMPP and WAMP.

Download DDEV here.

Mamp

Mamp is a local development platform that’s popular with advanced coders and is available for Mac and Windows.

David McCan (Facebook profile), a WordPress trainer who writes about advanced WordPress topics on WebTNG shared his experience with MAMP.

“MAMP is pretty easy to setup and it provides a full range of features. I currently have 51 local sites which are development versions of my production sites, that I use for testing plugins, and periodically use for new beta versions of WordPress core. It is easy to clone sites also. I haven’t noticed any system slowdown or lag.”

WAMP And XAMPP

WAMP is a Windows only development environment that’s popular with developers and WordPress theme and plugin publishers.

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XAMPP is a PHP development platform that can be used on Linux, Mac, and Windows desktops.

Download Wamp here.

Download XAMPP here.

So Many Local Development Platforms

Studio by WordPress.com is an exciting new local development platform and I’m looking forward to trying it out. But it’s not the only one so it may be useful to try out different solutions to see which one works best for you.

Read more about Studio by WordPress:

Meet Studio by WordPress.com—a fast, free way to develop locally with WordPress

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Big Update To Google’s Ranking Drop Documentation

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Google updates documentation for diagnosing ranking drops

Google updated their guidance with five changes on how to debug ranking drops. The new version contains over 400 more words that address small and large ranking drops. There’s room to quibble about some of the changes but overall the revised version is a step up from what it replaced.

Change# 1: Downplays Fixing Traffic Drops

The opening sentence was changed so that it offers less hope for bouncing back from an algorithmic traffic drop. Google also joined two sentences into one sentence in the revised version of the documentation.

The documentation previously said that most traffic drops can be reversed and that identifying the reasons for a drop aren’t straightforward. The part about most of them can be reversed was completely removed.

Here is the original two sentences:

“A drop in organic Search traffic can happen for several reasons, and most of them can be reversed. It may not be straightforward to understand what exactly happened to your site”

Now there’s no hope offered for “most of them can be reversed” and more emphasis on understanding what happened is not straightforward.

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This is the new guidance

“A drop in organic Search traffic can happen for several reasons, and it may not be straightforward to understand what exactly happened to your site.”

Change #2 Security Or Spam Issues

Google updated the traffic graph illustrations so that they precisely align with the causes for each kind of traffic decline.

The previous version of the graph was labeled:

“Site-level technical issue (Manual Action, strong algorithmic changes)”

The problem with the previous label is that manual actions and strong algorithmic changes are not technical issues and the new version fixes that issue.

The updated version now reads:

“Large drop from an algorithmic update, site-wide security or spam issue”

Change #3 Technical Issues

There’s one more change to a graph label, also to make it more accurate.

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This is how the previous graph was labeled:

“Page-level technical issue (algorithmic changes, market disruption)”

The updated graph is now labeled:

“Technical issue across your site, changing interests”

Now the graph and label are more specific as a sitewide change and “changing interests” is more general and covers a wider range of changes than market disruption. Changing interests includes market disruption (where a new product makes a previous one obsolete or less desirable) but it also includes products that go out of style or loses their trendiness.

Graph titled

Change #4 Google Adds New Guidance For Algorithmic Changes

The biggest change by far is their brand new section for algorithmic changes which replaces two smaller sections, one about policy violations and manual actions and a second one about algorithm changes.

The old version of this one section had 108 words. The updated version contains 443 words.

A section that’s particularly helpful is where the guidance splits algorithmic update damage into two categories.

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Two New Categories:

  • Small drop in position? For example, dropping from position 2 to 4.
  • Large drop in position? For example, dropping from position 4 to 29.

The two new categories are perfect and align with what I’ve seen in the search results for sites that have lost rankings. The reasons for dropping up and down within the top ten are different from the reasons why a site drops completely out of the top ten.

I don’t agree with the guidance for large drops. They recommend reviewing your site for large drops, which is good advice for some sites that have lost rankings. But in other cases there’s nothing wrong with the site and this is where less experienced SEOs tend to be unable to fix the problems because there’s nothing wrong with the site. Recommendations for improving EEAT, adding author bios or filing link disavows do not solve what’s going on because there’s nothing wrong with the site. The problem is something else in some of the cases.

Here is the new guidance for debugging search position drops:

Algorithmic update
Google is always improving how it assesses content and updating its search ranking and serving algorithms accordingly; core updates and other smaller updates may change how some pages perform in Google Search results. We post about notable improvements to our systems on our list of ranking updates page; check it to see if there’s anything that’s applicable to your site.

If you suspect a drop in traffic is due to an algorithmic update, it’s important to understand that there might not be anything fundamentally wrong with your content. To determine whether you need to make a change, review your top pages in Search Console and assess how they were ranking:

Small drop in position? For example, dropping from position 2 to 4.
Large drop in position? For example, dropping from position 4 to 29.

Keep in mind that positions aren’t static or fixed in place. Google’s search results are dynamic in nature because the open web itself is constantly changing with new and updated content. This constant change can cause both gains and drops in organic Search traffic.

Small drop in position
A small drop in position is when there’s a small shift in position in the top results (for example, dropping from position 2 to 4 for a search query). In Search Console, you might see a noticeable drop in traffic without a big change in impressions.

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Small fluctuations in position can happen at any time (including moving back up in position, without you needing to do anything). In fact, we recommend avoiding making radical changes if your page is already performing well.

Large drop in position
A large drop in position is when you see a notable drop out of the top results for a wide range of terms (for example, dropping from the top 10 results to position 29).

In cases like this, self-assess your whole website overall (not just individual pages) to make sure it’s helpful, reliable and people-first. If you’ve made changes to your site, it may take time to see an effect: some changes can take effect in a few days, while others could take several months. For example, it may take months before our systems determine that a site is now producing helpful content in the long term. In general, you’ll likely want to wait a few weeks to analyze your site in Search Console again to see if your efforts had a beneficial effect on ranking position.

Keep in mind that there’s no guarantee that changes you make to your website will result in noticeable impact in search results. If there’s more deserving content, it will continue to rank well with our systems.”

Change #5 Trivial Changes

The rest of the changes are relatively trivial but nonetheless makes the documentation more precise.

For example, one of the headings was changed from this:

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You recently moved your site

To this new heading:

Site moves and migrations

Google’s Updated Ranking Drops Documentation

Google’s updated documentation is a well thought out but I think that the recommendations for large algorithmic drops are helpful for some cases and not helpful for other cases. I have 25 years of SEO experience and have experienced every single Google algorithm update. There are certain updates where the problem is not solved by trying to fix things and Google’s guidance used to be that sometimes there’s nothing to fix. The documentation is better but in my opinion it can be improved even further.

Read the new documentation here:

Debugging drops in Google Search traffic

Review the previous documentation:

Internet Archive Wayback Machine: Debugging drops in Google Search traffic

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Google March 2024 Core Update Officially Completed A Week Ago

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Graphic depicting the Google logo with colorful segments on a blue circuit board background, accompanied by the text "Google March 2024 Core Update.

Google has officially completed its March 2024 Core Update, ending over a month of ranking volatility across the web.

However, Google didn’t confirm the rollout’s conclusion on its data anomaly page until April 26—a whole week after the update was completed on April 19.

Many in the SEO community had been speculating for days about whether the turbulent update had wrapped up.

The delayed transparency exemplifies Google’s communication issues with publishers and the need for clarity during core updates

Google March 2024 Core Update Timeline & Status

First announced on March 5, the core algorithm update is complete as of April 19. It took 45 days to complete.

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Unlike more routine core refreshes, Google warned this one was more complex.

Google’s documentation reads:

“As this is a complex update, the rollout may take up to a month. It’s likely there will be more fluctuations in rankings than with a regular core update, as different systems get fully updated and reinforce each other.”

The aftershocks were tangible, with some websites reporting losses of over 60% of their organic search traffic, according to data from industry observers.

The ripple effects also led to the deindexing of hundreds of sites that were allegedly violating Google’s guidelines.

Addressing Manipulation Attempts

In its official guidance, Google highlighted the criteria it looks for when targeting link spam and manipulation attempts:

  • Creating “low-value content” purely to garner manipulative links and inflate rankings.
  • Links intended to boost sites’ rankings artificially, including manipulative outgoing links.
  • The “repurposing” of expired domains with radically different content to game search visibility.

The updated guidelines warn:

“Any links that are intended to manipulate rankings in Google Search results may be considered link spam. This includes any behavior that manipulates links to your site or outgoing links from your site.”

John Mueller, a Search Advocate at Google, responded to the turbulence by advising publishers not to make rash changes while the core update was ongoing.

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However, he suggested sites could proactively fix issues like unnatural paid links.

Mueller stated on Reddit:

“If you have noticed things that are worth improving on your site, I’d go ahead and get things done. The idea is not to make changes just for search engines, right? Your users will be happy if you can make things better even if search engines haven’t updated their view of your site yet.”

Emphasizing Quality Over Links

The core update made notable changes to how Google ranks websites.

Most significantly, Google reduced the importance of links in determining a website’s ranking.

In contrast to the description of links as “an important factor in determining relevancy,” Google’s updated spam policies stripped away the “important” designation, simply calling links “a factor.”

This change aligns with Google’s Gary Illyes’ statements that links aren’t among the top three most influential ranking signals.

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Instead, Google is giving more weight to quality, credibility, and substantive content.

Consequently, long-running campaigns favoring low-quality link acquisition and keyword optimizations have been demoted.

With the update complete, SEOs and publishers are left to audit their strategies and websites to ensure alignment with Google’s new perspective on ranking.

Core Update Feedback

Google has opened a ranking feedback form related to this core update.

You can use this form until May 31 to provide feedback to Google’s Search team about any issues noticed after the core update.

While the feedback provided won’t be used to make changes for specific queries or websites, Google says it may help inform general improvements to its search ranking systems for future updates.

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Google also updated its help documentation on “Debugging drops in Google Search traffic” to help people understand ranking changes after a core update.


Featured Image: Rohit-Tripathi/Shutterstock

FAQ

After the update, what steps should websites take to align with Google’s new ranking criteria?

After Google’s March 2024 Core Update, websites should:

  • Improve the quality, trustworthiness, and depth of their website content.
  • Stop heavily focusing on getting as many links as possible and prioritize relevant, high-quality links instead.
  • Fix any shady or spam-like SEO tactics on their sites.
  • Carefully review their SEO strategies to ensure they follow Google’s new guidelines.

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