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Sep 15, 2021 · A deeper look into how YouTube’s recommendation system works. When YouTube’s recommendations are at their best, they connect billions of people around the world to content that uniquely inspires, teaches, and entertains.
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Contacting a YouTube channel owner. Clicking on a YouTube...
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News and Events. From viral hits to GRAMMY Gold: Celebrating...
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How does YouTube’s recommendation system work? We start with the knowledge that everyone has unique viewing habits. Our system then compares your viewing habits with those that are similar to ...
Feb 4, 2022 · Over 70% of content consumed on YouTube comes from its recommendation engine - this system is engineered to keep you watching more and more videos. YouTube’s recommender system represents one of the biggest and most sophisticated recommendation systems in the world and is a vital lynchpin in the success of the world’s largest content platform.
Oct 11, 2021 · Youtube’s recommendation system must deal with three key components that differentiate it from other online recommendation systems. First of all, Youtube’s massive user base and corpus, many ...
- Prioritizing Viewer Satisfaction
- How Videos Rank on The Homepage
- How YouTube Ranks Suggested Video Recommendations
- External Ranking Variables
- Strategies For Creators
- In Summary – 20 Key Facts About YouTube’s Algorithm
- Insight from Industry Experts
Early on, YouTube ranked videos based on watch time data, assuming longer view durations correlated with audience satisfaction. However, they realized that total watch time alone was an incomplete measure, as viewers could still be left unsatisfied. So, beginning in the early 2010s, YouTube prioritized viewer satisfaction metrics for ranking conten...
The YouTube homepage curates and ranks a selection of videos a viewer will most likely watch. The ranking factors include:
The suggested videos column is designed to keep viewers engaged by identifying other videos relevant to what they’re currently watching and aligned with their interests. The ranking factors include:
YouTube has acknowledged the following external variables can impact video performance: 1. The overall popularity and competition level for different topics and content categories. 2. Shifting viewer behavior patterns and interest trends in what content they consume. 3. Seasonal effects can influence what types of videos people watch during differe...
With viewer satisfaction as the overarching goal, this is how creators can maximize the potential of having their videos recommended: 1. Focus on creating contentthat drives high viewer satisfaction through strong audience retention, positive survey responses, likes/engagement, and low abandon rates. 2. Develop consistent series or sequel videos to...
YouTube has multiple algorithms for different sections (homepage, suggested videos, search, etc.).The recommendation system powers the homepage and suggested video sections.The system pulls in videos that are relevant for each viewer.Maximizing viewer satisfaction is the top priority for rankings.While putting together this article, I reached out to industry experts to ask about their take on YouTube’s algorithms and what’s currently working for them. Greg Jarboe, the president and co-founder of SEO-PR and author of YouTube and Video Marketing, says: Brie E. Anderson, an SEO and digital marketing consultant, says: Sources: YouTube’s Creator...
- Senior News Writer
- Search Engine Journal
Apr 17, 2023 · 1 — Recommendation = candidate generation + ranking. YouTube’s recommender system is broken down into 2 stages: the candidate generation stage, which filters the pool of Billions of videos down to a few hundred, and the ranking stage, which further narrows down and sorts the candidates that end up in front of the user.
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Nov 8, 2018 · The system learns from a video’s early performance, and if it does well, views can grow rapidly. In one case, a highly recommended kids’ video went from 34,000 views when Pew first encountered ...
