Keyword Density Matters in SEO

Understanding Google’s methods for organizing search results is the first step in optimizing a page’s visibility. Of Google’s roughly 130,000 ranking factors, keyword density is a long-debated metric that resurfaced with the recent algorithm document leak.

The leak suggests that keyword density is likely fundamental to ranking a page on Google’s SERPs.

But first, a word on fundamentals and why they’re important. Reliable, consistent search engine optimization applies the key factors likely to result in higher rankings. Focusing on the fundamentals is both efficient and effective.

In SEO circles, keyword density is called “term frequency.” Some call it “keyword stuffing.” Regardless, the goal is to increase the on-page frequency of the keyword you want to rank for.

Leaked Google algorithm documents name “term frequency” as a ranking factor. Source: “Google Ranking Signals” at DixonJones.com.

‘Skincare’

Consider a highly competitive term such as “skincare.” Here are the top five ranking domains for “skincare” and the number of times that word appears in the HTML (in Chrome, go to “View” > “Developer” > “View Source”):

  1. Sephora.com – 762
  2. TheOutset.com – 165
  3. Fresh.com – 607
  4. CreamySkincare.com – 182
  5. Skinbetter.com – 596

The Outset and Creamy Skincare achieved top-five rankings despite relatively fewer keyword mentions, confirming the many ways to rank a page. The other three suggest a linear relationship between keyword density and rankings.

According to Search Engine Journal in 2019, when asked if keyword density is a ranking factor, Google spokesperson John Mueller said, “…this is a fairly old metric, and things have evolved quite a bit over the years…there are lots of other metrics as well.”

While confirming alternative metrics, Mueller does not deny that keyword density is a fundamental ranking factor.

Google may use factor diversity to spot and disqualify attempts to manipulate its search algorithms. In other words, keyword stuffing alone doesn’t work on, say, an ecommerce product page. But keyword stuffing in combination with other factors does.

Top Factors

Google’s top 200 ranking metrics are reported daily on Top SEO Factors, developed by Ted Kubaitis, who also makes an SEO analytics tool called Cora.

As of June 17, 2024, Kubaitis’s top three factors are:

  1. Number of unique latent semantic keywords used [i.e., words related to the target],
  2. Number of distinct entities used [i.e., an identifiable thing in a database],
  3. Domain is .com, .net. or .org.

The top two are likely fundamentals, whereas number three is presumably owing to the number of top-level domains using .com, .net, or .org.

“Term frequency” is number 33 on the list — down 18 positions over the last 30 days — but that’s 33 out of 130,000.

The recently leaked Google documents contain many references to “term frequency.” Read it for yourself on a page created by Dixon Jones, a developer who created a tool for researching entities related to target keywords.

The Google leak is documentation only, not source code. Many notes are old with undefined words, ratios, and calculations. Thus the only certainty is Google uses, used, or considered the factors at some point.

Nevertheless, based on the shared testing and knowledge of the SEO community, the leaks reinforce many practices already in place.

For example, searching “term frequency” on Dixon’s site returns six results referencing “Tf,” which the documents define as “term frequency.” These references suggest that keyword density is fundamental to search engine optimization, particularly at the beginning of a document, although “beginning” is undefined.

Moreover, the leak suggests that Google considers the ratio of your keyword to all the other pages on the web that use it. But that is seemingly prohibitively expensive to compute for every search. Keyword density for a single page, however, is not.

It seems difficult, if not impossible, for an algorithm to determine the topical relevance of a page without at least considering keyword density. What’s the alternative for a term such as “computer” without using that term or a synonym a certain number of times?

Wikipedia, which ranks number one for “computer,” includes that word 1,354 times in the page’s HTML, which, again, anyone can see.

Remember, keyword density is one of many factors. Overusing it will not likely increase rankings. But combined with other top factors, it’s likely to increase page rankings, including for ecommerce products.

How AI Improves Keyword Research

Artificial intelligence can reveal content gaps and opportunities to improve organic search rankings. It is also helpful for keyword research.

Traditional keyword tools extend core terms with long-tail phrases. AI tools discover new terms by identifying related queries with the same search intent but not necessarily the same words.

What follows are AI tools for keyword discovery. Push these suggestions through traditional keyword research tools to discover long-tail opportunities and additional insights such as search volume and keyword difficulty.

I tested each tool with the same core phrase: “take text from image.”

SEO.ai

SEO.ai offers a free AI-powered tool to generate keyword suggestions. For “take text from image,” it produced the following variations.

  • text from image services
  • image to text conversion
  • OCR services
  • image transcription services
  • document digitization services
  • scanned documents to text
  • photo to text service
  • handwriting to text conversion
  • image processing text extraction
  • OCR text recognition
  • convert image to editable text
  • image text analysis
  • image to word conversion

Junia

Junia provides free AI-powered research and complementary data from Google Ads’ Keyword Planner on competition, monthly search volume, and cost-per-click. Junia’s suggestions were the most relevant to my initial phrase. I’ve reproduced them for this article.

Optimo

Optimo’s keyword research tool identified helpful phrases beyond my core term.

  • Text recognition
  • OCR (Optical Character Recognition)
  • Image to text conversion
  • Text extraction
  • Image processing
  • Text conversion software
  • Character recognition
  • Image analysis
  • Text extraction tool
  • Text recognition technology
  • Image text recognition
  • Document scanning
  • Text capturing
  • Image data extraction
  • Text identification

Ryan Robinson

Ryan Robinson is a content and SEO consultant. His AI keyword research tool offers helpful suggestions. The “Explore” tab lists keywords based on a core term, as well as search volume and organic search competition, which he calls “difficulty” (without explaining its calculation).

  • image to text
  • text from image
  • image to text converter
  • convert image to text
  • text extractor from image
  • text from picture

Clicking the light bulb icon next to any suggestion generates long-tail variations:

  • image to text converter free
  • image to text converter google
  • image to text converter free online
  • image to text converter extension
  • image to text converter app
  • image to text converter reddit
  • image to text converter adobe
  • image to text converter python
  • image to text converter mac

VidIQ

VidIQ offers an AI-powered YouTube keyword research tool. Each suggestion includes search volume on YouTube, without, again, an explanation. Still, the ideas were helpful.

  • OCR software tutorial
  • extract text from image
  • image to text converter
  • text recognition app review
  • easy text extraction tool
  • best image OCR technology
  • convert handwritten text to digital
  • text recognition software comparison
  • improve text extraction accuracy
  • automated text extraction demo

LowDifficulty.ai

Low Difficulty’s Free Keyword Generator lists ideas based on the (undefined) ranking difficulty. The tool also provides cost-per-click and, confusingly, monthly “Search volume” and “Global volume.”

Here’s what it offered for “take text from image.”

Consult Several

The AI tools suggested mostly original keyword ideas, although some overlapped. Consult several when researching.

What is a keyword strategy?

To get traffic, you need people willing to visit your site. To get them to visit your site, you need to know what they are looking for, which words they use, and what type of content would fit their intent best. In short, you need a keyword strategy. In this SEO Basics article, we’ll take a brief look at what keyword strategy is and how it goes hand in hand with keyword research.

What is keyword strategy?

You’ve probably gotten the advice to conduct a keyword research to find out what terms you should use. Which is good advice, but it isn’t a keyword strategy. That comes after your research.

A keyword strategy is about how you want to target those keywords, now and in the future. It contains every decision you take based upon your findings in your keyword research project, whether it’s about the content you’re planning to write or how you’re going to track the results in Analytics.

Read our ultimate guide to keyword research for SEO for an all-encompassing overview of all things keyword research. In addition, we have online training on keyword research as well.

A keyword strategy forms when looking at yourself and your environment

You need to have plenty of insights if you want to make informed decisions about your keyword strategy. Start by thoroughly investigating yourself, your product, and your competitors.

Look at yourself

A good keyword strategy starts with asking yourself the following questions:

  • What is your business doing, and why?
  • What are your goals?
  • What’s your uniqueness in this world?
  • What is the message you want to send?
  • How’s your branding?
  • Why would anyone want to visit your site?

Better insights lead to a better understanding of what you want to achieve. You’ll safe yourself time, and make sure you’re not focusing on the wrong things.

Look at search intent

After you’ve fleshed out your uniqueness, it’s time to look at search intent. Search intent is the why behind people’s search and click to your site.

So, ask yourself: Do you know your audience? Are people only looking for information on your site, or are they willing to buy stuff as well? And are there ways for you to target specific search intents with focused content, so you can influence this?

Look at the words your audience uses

By doing keyword research, you should get great insight into the words people use to find what they are looking for. Next, make sure the content you write (and that your audience is interested in) fits with your users’ search intent and the language they use.

Look at the competition

Don’t forget to take a good look at your competitors! What are they doing? How well are they ranking for terms you’d like to target? What kind of content do they have? Are there ways for you to improve on that? Have you thought about looking at the long tail?

Look at the search engines

Of course, while looking at your competitors, you’ll often use search engines to see how they are doing. Doing these types of searches can give you great insights into the strategy of your competitors. It also gives you a very good feel of what happens when you type in your main focus keyphrase. What’s the on-screen real estate like? Are there featured snippets you could target? Are there other types of rich results? Is there a local pack?

In some markets, if you track developments over time, you might see that search engines are increasingly giving answers that lead to no-click searches. Always keep an eye on search engines, but don’t go obsessing about every little algorithm update.

Look at data

Of course, analyzing data plays a big role in the success of your keyword strategy. Both before and after, Google Analytics provides invaluable insights into the performance of your site. Even Google Search Console can give you a lot of stuff to think about and opportunities to pursue!

How are you targeting your keywords?

Checking your analytics regularly to keep track of your SEO performance is incredibly important. But you can’t have performance without content that’s specifically tailored to the needs and goals of your strategy.

If you’ve ran through all the steps and did a thorough keyword research, you should have an idea of what you should target and how you should do that. You can use these insights to create the content you need to make a success of your strategy. There’s a lot you can do:

  • Make landing pages
  • Create specific types of content for different search intents
  • Maybe make specific content to get featured snippets
  • Perhaps voice search is something that might fit your strategy?
  • Or apps?
  • Video?
  • Something else entirely?

Many roads lead to Rome, but some roads are more difficult than others. You could say that the highway is the fastest way to Rome, but you might run into a traffic jam because everyone wants to take that route. Sometimes, it’s better to take the rarely traveled mountain pass — the results might wow you!

Update your keyword strategy

Through the years (sometimes even months!), there’s a lot that can happen and change in the online world. It might be that your users’ language changed, or that a new competitor is gobbling up market share. Your keyword strategy should take that into account. So, regularly re-evaluate your keyword strategy, and adjust where necessary!

Coming up next!

SEO: Targeting the Long Tail for More Sales

In 2006 Wired magazine editor Chris Anderson famously described the availability of niche products online as the “long tail.” Search optimizers adopted the term, calling niche queries “long-tail keywords.”

Yet the impact of keywords on organic search rankings has changed. We no longer create separate pages targeting every keyword, nor do we use keyword density.

Nonetheless, keyword research remains essential for search engine optimization.

Keywords:

  • Inform how would-be customers investigate products and services.
  • Signal demand, as higher search volume implies more interest in an item or topic.
  • Suggest a site structure. Popular keywords are likely categories; modifiers are potential subcategories.
  • Identify content ideas to attract prospects.
  • Reveal gaps in products or categories.

Anatomy of a Keyword

A seed term plus modifiers

Any keyword consists of a seed term and one or more modifiers. For example, “shoes” is a keyword, and potential modifiers are:

  • “for women,”
  • “red,”
  • “near me,”
  • “on-sale.”

Combining the keyword and modifiers — “red shoes for women,” “on sale near me” — produces narrow queries describing searchers’ needs, such as gender, color, location, and price.

Modifiers reflect the searcher’s intent and stage in a buying journey, from exploration to purchase. Thus keyword research is the process of extending a core term with modifiers to optimize a site for buying journeys.

The more modifiers, the more specific the intent and, typically, the lesser the volume and clicks. Conversely, more modifiers improve the likelihood of conversions provided the content of the landing page follows closely from that phrase. A query of “red shoes for women” should link to a page with women wearing red shoes.

Types of keyword modifiers

A core term can have many modifiers, such as:

  • Location,
  • Description (“red”),
  • Price (typically from searchers eager to buy),
  • Brand,
  • Age and gender,
  • Questions (“how to clean shoes”).

Grouping keywords by modifier type can reveal your audience’s search patterns. Keyword research tools such as Semrush and others can filter lists by modifiers to reveal the most popular.

Semrush’s Keyword Magic Tool reveals the most popular search modifiers for “shoes.” Click image to enlarge.

Keyword Dos and Don’ts

Search engines no longer match queries to exact word strings on web pages, focusing instead on the searcher’s intent or meaning. Thus a query for “red shoes for women” could produce an organic listing for “maroon slippers for busy moms.”

Today’s keyword optimization reflects this evolution.

  • Avoid stuffing a page with keywords. Instead, enrich content with synonyms and related phrases.
  • Don’t create a page with variations of a single keyword. Group pages by modifiers and optimize for the whole group.
  • When possible, put the main keyword in the page title and the H1 heading. Google could use either of those to create the search snippet title, the most prominent (and clickable) part.
  • Assign products to one category. Don’t confuse Google by creating multiple categories for the same item to target different keywords.
  • Search Google for your target query and study the results. Are there other opportunities, such as images and videos?
  • Don’t force an exact match keyword if it’s awkward or grammatically incorrect. Ask yourself, “How would I search for this item?” In other words, write for people, not search engines.