The Day the Knowledge Graph Exploded (+50.4%)
Posted by Dr-Pete
The morning of July 19th there was a major Google update, and no one is talking about it. Put simply: We missed it, because we just weren’t looking for it. Overnight, the number of queries we track in the MozCast 10K beta system that show some kind of Knowledge Graph jumped from 17.8% to 26.7%, an increase of over 50%. This was not a test or a one-day fluke — here’s a graph for all of July 2013 (as of August 20th, the number has remained stable near 27%):

So, let’s get to the meat of it — who were the big overnight winners? What did those “new” Knowledge Graph boxes look like, and were there any clear patterns?
The overnight winners
There were 908 queries that picked up Knowledge Graph (KG) entries on July 19th in our data, so the full list is a bit much for a blog post, but let’s look at 20 high-volume queries (this data was actually pulled on August 16th, since some queries had lost KG boxes in the interim):
- garmin
- primark
- avianca
- ancestry
- suntrust
- toms
- royal caribbean
- cheap tickets
- oakley
- forex
- tractor supply
- discount tire
- ulta
- casio
- nectar
- famous footwear
- new balance
- david’s bridal
- gander mountain
- philippine airlines
At a glance, 16 of these seem to be known brands (I think we can count “ancestry” and “cheap tickets” as brand queries in 2013), with “forex”, “tractor supply”, “discount tire”, and “nectar” not having obvious brand associations. We’ll come back to “forex” (I discovered something interesting there), but Google is treating both “tractor supply” and “discount tire” as brand queries. The Knowledge Graph for “tractor supply” shows:

A search for “discount tire” shows a smaller, expanding KG entry, below ads and a map (for my search, at least):

The one clear outlier in this group was the search for “nectar”, which pulled up two KG-style entries (we classify them pretty loosely, to throw a wide net): (1) an answer-box style entry (but in the right-hand column), and (2) a disambiguation box:

Across the entire data set, “brand” queries seemed to fare well in this Knowledge Graph gold rush, although there were exceptions. Let’s look at an interesting case — the search for “forex”.
The Forex oddity
“Forex” is a highly competitive search term, and pretty notorious for being spammed. When I went to check the query, I wasn’t seeing a Knowledge Graph entry, so I took a look at the history since mid-July. The #1 position has bounced back and forth between Wikipedia and Forex.com. Across 32 days of data (since July 19th), Wikipedia has ranked #1 (in our data set) 10 of those days. Every day Wikipedia has ranked #1, the SERP has shown a Knowledge Graph entry:

On the 22 days where Forex.com ranked #1 (and Wikipedia ranked #2), a Knowledge Graph entry only appeared three times (13.6%). As you can see, the KG entry is informational, suggesting that Google is interpreting the query as an information-seeking search. While this is highly speculative, it’s possible that the informational interpretation that drives this KG entry is also pushing Wikipedia into the #1 spot. When, for whatever reason, Google interprets the query more loosely or as a navigational query, then Forex.com ranks #1 and the KG entry often disappears. Again, this is just speculation, but it does demonstrate that — like rankings — KG entries are being interpreted and displayed in real-time and can fluctuate from search to search.
The Wikipedia connection
You can see even from these few examples that many of the new results are using data from Wikipedia. When Google launched Knowledge Graph in May of 2012, they stated that “Google’s Knowledge Graph isn’t just rooted in public sources such as Freebase, Wikipedia and the CIA World Factbook.” Of course, this implies that Freebase, Wikipedia, and the CIA Factbook are sources, and observations of KG data seem to support this.
What’s interesting about the new Knowledge Graph entries coming from Wikipedia is that they suggest that the data itself isn’t new. It’s unlikely that Wikipedia entries/data exploded overnight, so that leaves us with two theories: (1) Google imported more existing Wikipedia data, or (2) Google chose to let more queries display a Knowledge Graph entry and lowered some kind of algorithmic threshold. As large as Wikipedia is, it’s unlikely that storage capacity is a major issue for Google, so I think that (2) is the more likely explanation — Google has simply loosened the restrictions on which queries can trigger the Knowledge Graph.
The entity connection
So, what’s tipping these new Knowledge Graph entries? I try to avoid the word “brand” when talking about the algorithm, because it carries a lot of bias and we all seem to mean something a little different. I do think, however, that there is an entity connection that certainly looks brand-like. Here’s another odd query that gained a KG entry on July 19th — “chicken recipes“:

For most of us, I think Lee’s Famous Recipe Chicken is a bit of stretch for “chicken recipes”, which is clearly an informational query. Even Google organic results clearly recognize the intent, with actual recipes for chicken dishes taking up the entire top 10.
Here’s another odd query that generated a suggestion for an entity — “army games“:

What’s funny is that Google doesn’t display a “Showing results for…” spelling correction or seem to think that I actually meant “armor” when I typed “army”. They’ve just chosen to give a fairly unrelated entity a bit of extra credit. All of the top 10 rankings are based on “army” and there is no mention of Armor Games outside of the KG entry.
The entity/brand connection is a nice theory, but then we have a query like “vegetarian recipes“, which also picked up a KG entry on July 19th:

Here, the Knowledge Graph entry is informational, and doesn’t seem to have a brand/entity association. So, before we go off on the “BIG BRANDS GET ALL THE BREAKS!” warpath, I think we have to take a deep breath and try to get a handle on the facts. My gut feeling is that Google has bumped up the volume on the Knowledge Graph, letting KG entries appear more frequently.
In many cases, this seems to have benefited brands, but keep two things in mind: (1) Many of these brands are small, and (2) That could be a side effect and not the primary intent. The simple fact is that brands are entities, and as Google builds a “web of things,” entities are going to gain ground and pages are likely going to lose ground.
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How to rank on Baidu in four easy steps
Develop local insights and strategies
China is a massive country, and although it might look homogenous to outsiders, this is far from the case.
With more than a billion people spread out over an area nearly 40 times the size of the UK, China is an incredibly diverse market.
Different regions in China have different government policies, economic situations, weather, culture and use of language. Therefore it is essential to have local knowledge with a deep understanding of local customer needs.
One faux pas made by many companies is to simply translate keyword lists in English (on Google) into Mandarin and expect success. This is far from the case.
Know how you will measure success
As with any other marketing campaign, it is essential that you get the basics right with Baidu by establishing the right goals, KPIs and metrics.
Without this, it will be impossible to measure return on investment and work out whether the efforts put into any search strategy have been effective.
For companies looking to get started on Baidu, they should make sure they have this part tightly defined before they invest heavily into this market.
Ensure you track the right metrics
In addition to setting KPIs, it is important to make sure that the appropriate technology is in place to ascertain whether certain KPIs and goals have been met.
Whether you choose to use Baidu’s analytics (Baidu Tongji) or another tool depends on your requirements, but either way you should make sure that the appropriate configurations have been made.
Get your Baidu keyword strategy right
As Eddie Choi summed up in his blog post on the search behaviour of Chinese internet users, it differs from that of other countries. As such, your keyword strategy should be locally tuned.

Out of the tools recommended in the report, two include:
- Baidu Popular Search Ranking 搜索风云榜 (top.baidu.com) – provides the ranking of popular search items on Baidu.
- Baidu Data Research 数据研究 (data.baidu.com) – provides industry-specific reports of in-depth consumer insights, search behaviour and more.
Have you got any tips you would like to share?
Has your company had any successes or failures on Baidu? What would you recommend for companies looking to use the platform? Have we missed anything out?
Leave your thoughts in the comments below!
Baidu Search Best Practice Guide
Econsultancy’s Baidu Search Best Practice Guide, sponsored by China Search International, provides detail on the key differences between Baidu and other search engines, what steps you need to take to get started and what you should do to ensure success.
This 38-page guide has been put together with the assistance of leading search practitioners within Asia who use Baidu to achieve results for their clients.
The report makes an excellent companion to Econsultancy’s SEO Best Practice Guide and PPC Best Practice Guide.
Areas covered include:
- The Baidu Ecosystem – understanding the products and services that Baidu offers, along with the latest developments on the search engine.
- Getting started with Baidu – how to open an account, what types of accounts are available and what legislation and regulation you should be aware of.
- Best practices on the search engine – the importance of local insights and strategies, how you should measure success and what strategies and technology you should be using to make your campaigns as effective as possible.
Table of contents
- Foreword by China Search International
- About Econsultancy
- About China Search International
- Market Overview and Trends
- China’s internet and search landscape
- Baidu overview
- The Baidu Ecosystem
- Understanding Baidu’s positioning
- Baidu advertising products overview
- Paid search
- Brand Zone
- Baidu Content Network
- Latest developments
- Mobile
- Cloud computing
- Hong Media
- Brand Landmark
- Getting Started
- Opening an account with Baidu
- Types of Baidu accounts
- Legislation and regulation
- Best Practice
- What are the challenges?
- Best practice #1: Local insights and strategies
- Best practice #2: Measuring success
- Best practice #3: Tracking strategies
- Best practice #4: Keyword strategy
- Best practice #5: SEO
- Best practice #6: Technology selection
- Standard campaign management
- Web analytics
- Bid management
- What tools or software systems should I use?
- Best practice #7: Integration
- Search: paid search and SEO
- Social media
- Channels: other Baidu products and offline channels
- Best practice #8: Optimisation
- Keyword level
- Campaign level
- Appendix A: Baidu Products
- Baidu Tieba, Zhido and Baike
- Box computing
- Other products
- Appendix B: Paid Search Optimisation Checklist
Download a copy of the report to learn more.
A free sample is available for those who want more detail about what is in the report.
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