Showing posts with label youtube. algorithms. Show all posts
Showing posts with label youtube. algorithms. Show all posts

Friday, September 05, 2014

Youtube Search Marketing Algorithm

I continue to be confused and  intrigued by the mysteries of the Youtube search algorithm. How does it decide what to give. Here's some data, lets analse it. I'm going to a blank browser that I'm not logged into.  "home school."

Top Video in youtube search for "home school": What's the Youtube search algorithm doing?
Here's a summary of the top items, can anyone see a pattern? The full results is down below.
8M views, 1 year ago: 701K / month (approx)
55K views, 7 months ago 7.9K / month
806K views, 6 months ago 134K / month
99K views, 1 year ago 8.2K / month
102K views, 1 year ago, 8.5K / month
26K views, 2 days ago,   est at 396K /month (moving up as this number solidifies)
31K views, 10 months ago, 3K / month
77K views, 7 months ago, 11K / month
527K views, 6 months,   88K / month

Theories...

Who is in the game for relevance? For this, I would have to search the tags, script, title, and so on related to each of the top 20 or so videos.

How do they get to the top of the Youtube search engine?
There's a certain thresh-hold of views per month or day to make the top?
I could do the math on each of these doing a per month view. Does it all have to do with momentum?
The top is determined not by overall history but recent trends?
Is there a random factor? How much does it shift at a given moment, over a week, two, a month?
Does relevance relate to position as part of popularity?  

My Home School Routine!
  • by SevenSuperGirls
  • 1 year ago
  • 8,418,692 views
  • 701K / month (using 1 year)
13 year old Logan quits school and starts home schooling education system - TED

  • 7889 / month
BACK TO SCHOOL! HOMESCHOOL STYLE! 400K SUBS CELEBRATION! | KITTIESMAMA
  • by KittiesMama 
  • 6 months ago
  • 806,738 views
  • 134K / month
Homeschool Room Tour Part 1
WHY I QUIT PUBLIC SCHOOL... (My Thoughts on Homeschooling) |BACK TO SCHOOL #2|
Homeschool, Rainbow Rocks and Doctor Who - Tangents Episode 1
Ron Paul, Home Schooling & Glenn Beck Discuss "The School Revolution" Broken Education System
Madison's Homeschool Routine

  • 77,004 views
Public School vs Homeschool
  • by our2ndlife 
  • 6 months ago
  • 527,440 views
  • 87,906K / month
10 Homeschool Morning Routine
11. Home School - A True Story (Part 1)
12 Public vs. Home School, Does the US Education System Dumb Kids Down or Help them Learn? Truth Talks
13 Video tour of our Homeschool Classroom
14 Our Home School Classroom
  • by Lady T
  • 3 years ago
  • 28,104 views
15 The Whitest Kids U Know - Home School
  • by QASTCAST
  • 4 years ago
  • 981,266 views
  • 20,443 /month
16 Homeschool Room Video Tour - part 1
17 2014-2015 Kindergarten Busy Boys Homeschool curriculum
  • by Erica Arndt
  • 6 months ago
  • 14,393 views
  • 2398 / month
It's now been two months since I posted this so I should do the same search and compare the results.  I'm working from a similar study that I saw done at Learning Today, there was also a homeschool project down by some high schoolers on homeschool literature and how it placed in the search engines . 

Saturday, August 16, 2014

Youtube - My top Unanswered Search Questions

I'm a pretty big expert in online marketing and search marketing. I have ten years of practical experience and frequently attend sessions held by leading national experts. I consult with some of them.  Yet, there are some big questions about Youtube that nobody seems able to guide me on.

Youtube. Youtube is a huge search engine but I can't seem to find any info, even by original research, on how it works. My specific questions are in two categories. How does Youtube decide what video to suggest? And how does Youtube affect  Google's main search engine rankings?

 How does Youtube decide what video to suggest? 
1.  Which videos does it show in response to a search query?  How much is it like Facebook and does it tilt towards recently trending? How much does it operate like the traditional Google search engine and have a ranking that it mostly maintains?
2.   How does it categorize the content in videos? Does it rely on the keywords that we type in? The descriptions that the author puts in the "about"?  Or does it search it's own transcript of the audio content (as redacted by its own speech recognition software)? Does it look at other videos in the same playlists or by the same author?
3.  How does Google decide which videos to suggest at the end of a video? Does it look at other videos that might be in the same playlist?
4. What role does the number of started views and the number of completed views and the ratio of completed to started views play in these questions?
5.  Do links to a video increase the authority of a video's in its Youtube ranking? How about the number of times it is embedded?

Youtube as Content - What influence on the Google main search engine results? 
6.  What about the impact of outgoing links from Youtube? In the description section for a video on Youtube, there is a chance to link to another video or another site. Does Google count these links in ranking sites?
7.   If Google does count these links in the ranking, how does it grant authority to these links? Does it have to do with the number of views of the video?  Since the older the video, the more views, would it make sense for Google to weigh these links by views per month?

Tuesday, November 12, 2013

YouTube - Lets have a plan

It's said that YouTube is second only to Google itself in the number of searches.  Personally, I doubt it. There are also gazillions of searches on Ebay and Amazon and Facebook and Bing. But heck, who's
counting? Most importantly, there are an ample amount of searches on YouTube so it's time to ask some questions, get some answers, and consider whether and how to improve our marketing through it.

1.  When people are in shopping mode, do they use YouTube? The magic of Google, as the Google advertisements emphasize - "Want to know who wants a new telescope? It's people Googling on 'new telescopes'!" - is that people tend to search on Google when they are shopping.  

Parenthetical note,  Amazon is even more likely to be a search as part of a sales process but somehow, they still don't accept an annual subscription as something that can be sold through them. How is that possible?  We need to find an Amazon expert to see what is possible...

Is YouTube only used for searches that are a step or two away from shopping? In this case, we should treat it as a general brand and awareness advertising opportunity (which is not something that we do a lot of).  Most specifically, 
A.  Do we think that purchasers who are considering buying Time4Learning might jump onto YouTube to look for reviews?
B.  Do we think people are more likely to go to YouTube on general questions like, "How to Homeschool?"
If they are looking for reviews, we should probably encourage the creation of reviews which compare us with other choices so that as they look for reviews on other choices, they learn about us!
C. Do we think YouTube is going to be used by Google as feedback in their ranking of websites in any way in the near future? 

2.  How does the YouTube natural search algorithm work? Specifics:
- When I first go to YouTube, many videos are suggested to me. What algorithm?
- After I finish a video, "related videos" are suggested to me. What algorithm?
- When I do a search on YouTube, videos are suggested to me. What algorithm?



Overall, I'm thinking that the YouTube search algorithm has four general components:

Is general popularity of videos based on links?  Embeds? Plays? Completions?  Owner popularity? Likes (up and down)?  Unlike Google itself which is based traditionally on website links (ie website behavior) and is struggling to integrate human behavior (ie likes, bounce rates, other social clues from LinkedIn, G+, and Twitter back when they had access to the feed), it seems like YouTubes ranking is based primarily on human/social behavior and only slightly, on website indicators such as links and embeds. 

Is YouTube's understanding of the personal interest of the user based only on their behavior on YouTube or is Google using information from their Google searches, Google Plus, and other sources to understand the interests of users? Or, is i just their behavior on YouTube such as subscriptions, videos watched, videos completed, and videos liked?

Categories and topics. How does Google categorize and understand the content of videos? Is it 25% the category picked when the video is uploaded, 50% the title of video, 5% the interest of the author, 5% first 20 words of the descriptions, 5% the people who subscribe to it, 5% the rest of the description, and 5% a scan of the transcription of the content made by Google?

Timing: trending and time decay.  Twitter really studies and promotes hot trends.  Facebook's Edgerank algorithm has time decay as one of the top components in deciding what to put into people's newsfeed. Where does YouTube fit in this?

3. How do we find out about the popularity of certain search terms on YouTube? What sort of tools are there comparable to webmaster tools from Google (what terms are we showing up for an in what position), all  the search term popularity tools for Google, the spy-on-other-site tools for Google (major search terms, total traffic) etc

4. Advertising.  What program on YouTube is there comparable to Adwords on Google or Promote Post on Facebook. Is it pay per play (start? finish?) or pay for placement?  What are the tools for managing YouTube advertising? Are they integrated with Adsense and DoubleClick Small Business or totally apart?  BTW, the YouTube Adwords program is easily researched.

5. Programs. At one show, I met a lady from LA with a YouTube education business card. We corresponded for awhile and I pushed all of our educational materials to her for her attention. Who was she? What was she doing?  How can she help or hurt us?  How many more programs are there like that we should be part of?  

Thinking more broadly about video or song marketing, how much money could we be making by having our hugely popular YouTube songs be for sale on Itunes? Is there a comparable spot in the Android world?

6. How to leverage success. We have some kid videos that have lots and lots of videos.  I just checked and one of our kid videos has over nine million. But there is no link above the fold in the captions and the one masked advertisement for ourselves that has been placed is not that well done (poor contrast on colors).  Does this success or power just belong to that video? to the channel? How do we take advantage of it. BTW, it's tricky since the video is for very young kids and we are both COPPA 2 Compliant and we try to be decent and have common sense.  

BTW, I went to YouTube and searched on the Wheels on the Bus and found  there were two ads at the top of the first page, two video ads at the bottom and 20 Wheels on the Bus Go Round and Round videos on the first page.  We weren't there, we were on the second page in the 22nd spot. Even for me and I subscribe to that channel.