LinkedIn Search Results Sorting: Relevance or Keyword?

Find_People_on_LinkedIn from www.linkedin.comWhen I deliver presentations on how to leverage LinkedIn to source candidates, I have the opportunity to get a sense of what most people seem to know about using LinkedIn.  Recently I have been making it a point to ask how people tend to sort their search results when searching LinkedIn, and the overwhelming majority leave their results sorting at the default value, which is “relevance.”


I find this especially interesting, because most people do not seem to realize that when you sort your search results by “relevance” on LinkedIn, you are not getting results based solely on the search terms entered – you are getting results ordered by a combination of factors – including your “social graph.” 

LinkedIn’s definition of “relevance” is decidedly different than practically every other searchable source of potential candidates – Monster, Google, Applicant Tracking Systems, Twitter, etc. – and what LinkedIn *thinks* is relevant to you may actually not be based on what you are specifically looking for.

What are Relevant Results?

First, it is important to get to the heart of the term “relevance” when it comes to search results.  

The Merriam Webster Dictionary defines relevance as  “the ability (as of an information retrieval system) to retrieve material that satisfies the needs of the user.”

When it comes to the philosophical concept of relevance, “relevance is a term used to describe how pertinent, connected, or applicable something is to a given matter,” and can be defined as: “Something (A) is relevant to a task (T) if it increases the likelihood of accomplishing the goal (G), which is implied by T.”

Therein lies the challenge and the issue – only the person performing the search can actually define what is relevant based on the task they are performing. So how exactly does LinkedIn define what is relevant?

LinkedIn’s Definition of Relevance

Nearly a year ago, LinkedIn announced their new search platform, and they explained that the relevance of search results is affected by each individual’s professional network on LinkedIn:


So, how exactly does LinkedIn determine who is “most likely to be of interest” to you?

I’m not sure if anyone outside of LinkedIn knows the relevance algorithm. We can perhaps safely assume it is determined by some combination of the specific search terms used and the searcher’s personal view on the “social graph” – their 1st, 2nd, and 3rd degree connections – with a strong favoritism towards closer connections. 

That does seem to be a safe assumption, because a Principal Search Engineer at LinkedIn commented to this combination, although without going into specific detail as to *exactly* how LinkedIn determines what is relevant for each search/searcher.

Additionally, exploring LinkedIn’s Learning Center , we can find a brief reference to this combination:


While we see that LinkedIn claims that “relevance” is based on the keywords and the searcher’s network…is it safe to assume that sorting by relevance is a mix of “Relationship” sorting and “Keyword” sorting, as described above?

Is it just me or does anyone else find it odd that only first degree, second degree, and groups are mentioned under the order of results sorted by “Relationship?” What happened to third degree connections? Are group connections ranked higher than third degree connections? 

Scrolling further down the LinkedIn Learning Center page, we find the answer (I hope!):


Okay, so this seems to say that the order of relationships does include 3rd degree connections and that 3rd degree connections are ranked higher than group connections.

However, the verbiage under “Relevance” is confusing – I have to believe that this is simply out of date (pre-launch of the new search platform in 11/08), as this definition of “relevance” makes it sound as if sorting results by relevance is based solely on the keywords used in the search, which conflicts with basically all other documentation I’ve found. 

The $64,000 Relevance Questions

When it comes to sorting results by “relevance,” I would really like to know:

  • How are a searcher’s keywords weighed in comparison to the searcher’s connections?
  • Could LinkedIn believe the most relevant result is a 1st degree connection but a relatively weak match based on the search terms used (keywords, titles, companies, etc.)?
  • Does location have anything to do with the relevance of the results and each person’s “social graph” (e.g., are 1st degree connections in the same metro area ranked as more “relevant” than 1st degree connections elsewhere?)?

The answer to those questions would be quite enlightening!

Sorting by Keyword

As I mentioned earlier, from my own informal research, it seems that a great many people never even touch the “sort by” option list. I believe that this is mainly because they assume “relevance” is returning results based solely on the keywords they’ve entered. Which we now know is wrong.

However, we can’t really blame these folks or judge them too harshly because for just about any other database or system they have access to (job board resume databases, their ATS, Twitter, etc.), “relevance” IS based purely on the keywords used in the search.

I have found that a quite a few people are surprised to find out that LinkedIn’s “relevance” isn’t based purely on their search terms (keywords, titles, companies, etc.). The good news is that LinkedIn does offer the ability to sort results based on the keywords only (see image below).


You can also do this after you’ve executed the search:


Many of you probably already knew that – but you would be surprised at how many people don’t, or don’t even think to change the default results sorting from “relevance” based on their understanding of and experience with sorting results by “relevance” with every other system they search.

As a social network, it is nice to be able to search LinkedIn for people based on a combination of keywords and their relationship to you – when you are looking to identify potential candidates, it can make a great deal of sense to start with people with whom you have closer ties.

However, to many sourcers and recruiters, the most “relevant” people returned from a search are those who most closely match the search criteria they specified through their keywords, titles, and companies, not how closely they are connected to them on LinkedIn. 

The $64,000 Keyword Question

When it comes to sorting results by “keyword,” I would really like to know:

  • Are keywords found in certain fields weighed more heavily than others (e.g., titles vs. summaries vs. experience descriptions vs. specialties…), and if so, how?

The Top 4 Keyword Relevant Results in the United States

I was just checking to see how many U.S. profiles there are on LinkedIn (by not entering any search criteria, selecting “located in or near,” selecting “United States,” and leaving the zip code BLANK) and I decided to sort the results by keyword.

LinkedIn Search Sort7

Now this is interesting because I didn’t actually enter any keywords – I left every field on the advanced search form blank – the only option selected was the country.  Here is what LinkedIn considers the top 4 most relevant results in the U.S. based on keywords when there aren’t any keywords:


Interesting insights into LinkedIn’s search algorithm, right?  Please try this yourself, and let me know if you get the same top 4 results when you sort by keyword.

Final Thoughts

Please check with your peers and friends in the recruiting and staffing industry – ask them if they ever change the results sorting on LinkedIn from the default of “relevance.” You may be as surprised as I have been lately at how many people don’t realize that what LinkedIn thinks is relevant to them may not actually be.

I personally prefer to sort my LinkedIn search results by keyword, not relevance. This is because I want to see the best matches LinkedIn can offer based upon my search criteria (keywords, titles, and companies, etc.), regardless of how they are or are not connected to me. If they’re not connected to me, they are only an X-Ray away.

For anyone without premium access to LinkedIn, which means they are limited to viewing only the first 100 results of any given search, it is important to know that sorting by “relevance” may prevent you from seeing the people who may actually be the most relevant based on your search terms. This can happen any time when the people who best match your search criteria who are not in your LinkedIn network are pushed to the bottom end of the results – perhaps past result #100 – and become unviewable without premium access.

Regarding LinkedIn SEO, I’ve recently seen a presentation detailing how LinkedIn users can dramatically affect their profile’s search rank – I would advise you to thoroughly research any such claims and the information presented (such as which fields make a difference to search rankings and the specific impact of recommendations on keywords) – a good amount of the information may in fact not be accurate (at least not according to sources at LinkedIn). If you feel you have accurate info with regard to whether or not/how certain fields (e.g., titles vs. summaries vs. experience descriptions vs. specialties…) are weighted more heavily, please let me know!

And for those who’ve read all the way down here – is it just me, or did LinkedIn remove the ability to sort results by # of connections a while ago, only to sneak it back in? When did this happen?

LinkedIn Search Results Sorting by Number of Connections

I literally just noticed it while writing this post – they did remove sorting results by # of connections as an option for a period of time – I am not imagining that, am I?

  • Glen,

    Thanks for this interesting post. The fact that “Search people” is such a frequent action makes this post actionable even to LinkedIn users who only have a white belt.

    You may want to know searching by Connection is still not available to all users.

    I am going to stress the Keywords Vs. Relevance point you made in my free presentation trying to help out job seekers with 50-300 connections – thank you…

    All the best,

  • Hi Glen,
    I certainly hadn’t realisd how Linked In were defining ‘relevance’, but actually I’m finding it works in my favour. As I’m sourcing for an energy company, when I did a very loose search on tax professionals based in Norway, at the top of the list were tax people who had worked in energy firms. I’m not sure how it was calculated, if it’s down to the fact I have a lot of energy professionals in my network, or I’m down as working in an energy company, or a member of a number of energy related groups, but either way it works for me!
    However, now I’m aware that no matter how carefully I craft my search strings, that may not bring forward the best skills matches first, I’ll rethink how I view the results in future.

    Thanks again!

  • Glen,

    This is a VERY important question that needs to be discussed. Many LinkedIn users and job seeker are not aware that the default relevant sort results that hiring managers and recruiters are seeing, may make them irrelevant and therefore invisible. The average LinkedIn user does not use complex keyword Boolean search. They enter a job title or a company and select a zip code or city. They review the top 10 or 20 result and rarely look at the top 100 available to the standard user.

    Most of us get great “relevant” results with Google, so most searchers just trust LinkedIn search is like Google. What does a job seeker need to do to be in the top 10? Can someone game the system and really not be relevant? Are bad candidate doing this now?


    Eric Jaquith

    Keep up the great work!

    PS: Sorting by connections is only available in the advance search beta and was removed from the standard advance search. Users need to go to the people advance search page and look below the search button at the bottom. They will see this”

    ” New! Try our new People Search Beta featuring dynamic search refinements. ”

    Click this link access the beta screen

  • Eric,
    Thank you for your comment! I agree 100% – this is an important question, and I am frankly surprised that this topic and line of questioning hasn’t garnered more attention.

    As far as my testing and experimentation (albeit limited to this point) has shown so far, it appears that LinkedIn heavily favors keywords mentioned in title fields – including title headers for recommendations. Also, while I see keywords highlighted in the “specialties” section, they aren’t highlighted in the “summary” section even when present – which seems odd to me.

    When I run searches and sort by keyword instead of LinkedIn’s proprietary “relevance” sorting, I am not terribly impressed with the top ranked results – many have multiple title hits, but don’t even have their experience sections filled in with any information. For me, true relevance has less to do with titles and more to do with responsibilities.

    For job seekers, figuring out LinkedIn SEO is absolutely critical – because if sourcers and recruiters are running searches to find people with certain experience, it helps to know which fields are the most heavily weighed in how LinkedIn determines keyword relevance/sorting – because showing up at the BOTTOM of 100’s of results is a sure way NOT to be found!

  • Aren’t job Titles the same as the Titles for recommendations on the LinkedIN profile?

    Or did I completely misunderstood you?

  • Ivan,
    You are correct – the titles in recommendations are the same as in the experience section. What I find interesting is that they effectively count twice if they are positive hits as search terms, provided you have a recommendation for each position. And when it comes to “relevance” – having a bunch of title-hits doesn’t impress me, nor does it have anything to do with true relevance for my search – at least not IMO.

    Your thoughts?

  • Hi Glen,

    I could say a lot on this subject, but one thing I should mention is that you effectively describe LinkedIn’s “relevance” sort as somehow “different” than Google’s, but that’s only true in the details: when you do a search on Google (or Yahoo, etc), do you think they only take into account the keywords and boolean structure you put into the query? Of course not – they do fantastic work to limit spam and properly weight sites which are “authorities” on a subject (that’s the whole magic of PageRank).

    LinkedIn’s relevance sort is doing something similar, but since the data set isn’t the web, PageRank doesn’t make sense to help inform the keyword relevance. What does make sense, to help filter out the noise, the mostly empty profiles, the people who maybe haven’t updated in ages or are only connected to a couple friends and don’t really have a presence on there, is to let the social graph act as a weighting filter in a similar way that the web-link graph acts for Google.

    The thing that’s different for LinkedIn, in comparison to Google, is that instead of just using the global structure of the graph, the local structure (who *you* are connected to) can take part. This helps you actually find a way to contact the people you’ve found, once you find them (because they’re more likely to be someone within two to three degrees away from you).

    Just like any good search engine, there is some domain-specific special sauce that goes into LinkedIn’s search, because once you start looking at the data, you see that relevance is not such a cut-and-dry “how many times did my search term match in the title vs. the description field?”.


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  • GT

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  • Steve Phillip

    Fascinating blog and responses, many thanks to you all

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