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post with more engagement is likely going to rank higher on your Instagram feed. The types of engagement that the Instagram algorithm considers can include likes, comments, video views, shares (via direct message), saves, story views, and live video views.

An Instagram spokesperson told Business Insider that ranking of Instagram posts will not be a popularity contest. Posts with less engagement but which are more relevant to you can still appear right at the top of your feed.

This implies that content from your “best friends” likely ranks higher on your feed.

we looked at four post types: link posts, video posts, photo posts and status updates. When paid media is applied to an organic post, it can significantly increase Facebook metrics – from impressions (obviously), to conversions – so we removed all posts with paid impressions from the analysis. For both time periods, we took the total reach for each post type and divided it by the total post count for that post type to get the average reach per post type for the given time frame.

As expected, the average reach per post on status updates decreased after the algorithm change. Significantly.

Photo and video posts had no discernible change in reach after the algorithm change as we would expect. This is good news for marketers who already regularly integrate rich media into their post strategies as it is well documented that images and video generate greater fan engagement – and from this research, it looks clear that they will continue to do so.

Facebook confirmed to Adweek that there were changes made in how things were ranked in Newsfeeds. It said the the tweaks were made to customize the experience for the Facebook user. 

But, an anonymous source “professionally familiar with Facebook’s marketing strategy” claimed the contrary in comments to Valleywag, saying the social media mammoth made the modifications in order to get organizations to spend advertising dollars. Instead of using free brand pages, publishers would be forced to buy Facebook ads to tap into referral traffic.

the need for “an algorithm that delivers the depth and breadth of the content we have on a specific topic and then eventually as it relates to people,” he added.

This is related to Twitter’s larger aim to better organize its content—to separate the interesting and timely tweets from the noise. Twitter has already begun tweaking the timeline where tweets appear—most notably (and controversially), by introducing tweets from accounts users haven’t chosen to follow.

Costolo said that the favorited tweets by other users show up when the user pulls to refresh their timelines twice and Twitter has no new content to show both times.

On original reporting, Facebook says that it will now seek to identify and boost outlets that are the first to break a developing story or topic. "We do this by looking at groups of articles on a particular story topic and identifying the ones most often cited as the original source. We’ll start by identifying original reporting in English language news and will do the same for news in other languages in the future."

The Facebook news feed algorithm appears to be calculated both per fan and per type of post. That means a person might see Coca-Cola’s photo posts, but not the company’s link posts. There are six post types: a text-only status update, a photo, a link, a video, a platform post, and a question. The first four are the most commonly used.

After some research, its clear that a Facebook page gets more fan engagement from photos than links, statuses, or videos. In fact, photos get as much as twenty times more engagement.

My experiments show that you can get a good amount of clicks on links above photos.

Three main factors determine what you see in your Instagram feed:Interest: How much Instagram predicts you’ll care about a post, with higher ranking for what matters to you, determined by past behavior on similar content and potentially machine vision analyzing the actual content of the post.Recency: How recently the post was shared, with prioritization for timely posts over weeks-old ones.Relationship: How close you are to the person who shared it, with higher ranking for people you’ve interacted with a lot in the past on Instagram, such as by commenting on their posts or being tagged together in photos.

eyond those core factors, three additional signals that influence rankings are:Frequency: How often you open Instagram, as it will try to show you the best posts since your last visit.Following: If you follow a lot of people, Instagram will be picking from a wider breadth of authors so you might see less of any specific person.Usage: How long you spend on Instagram determines if you’re just seeing the best posts during short sessions, or it’s digging deeper into its catalog if you spend more total time browsing.

Instagram is not at this time considering an option to see the old reverse chronological feed because it doesn’t want to add more complexity (users might forget what feed they’re set to), but it is listening to users who dislike the algorithm.Instagram does not hide posts in the feed, and you’ll see everything posted by everyone you follow if you keep scrolling.Feed ranking does not favor the photo or video format universally, but people’s feeds are tuned based on what kind of content they engage with, so if you never stop to watch videos you might see fewer of them.Instagram’s feed doesn’t favor users who use Stories, Live, or other special features of the app.Instagram doesn’t downrank users for posting too frequently or for other specific behaviors, but it might swap in other content in between someone’s if they rapid-fire separate posts.Instagram doesn’t give extra feed presence to personal accounts or business accounts, so switching won’t help your reach.Shadowbanning is not a real thing, and Instagram says it doesn’t hide people’s content for posting too many hashtags or taking other actions.

the exponential growth of sharing may not, actually, be helping Facebook. And with the explosion of dedicated mobile sharing apps, the industry may be evolving in ways that Zuckerberg never foresaw.

Facebook is now trying to cram so much "sharing" through a single service that it is overwhelming many of its core users.

Facebook knows it has a problem. It planned a major redesign that gave users more control over the News Feed. But it was scrapped when the first batch of users showed low engagement with the new design. 

I am surprised it has taken this long for Forrester to attack the performance of Facebook. It is something we have seen developing for years. The challenge is the space has evolved making it less and less relevant for brands in the eyes of the Consumer. The shift to mobile has made Facebook pages virtually obsolete. People very infrequently drift outside of their newsfeed on mobile devices.

One recent study of sweepstakes found that only 11.8% of participants shared the Facebook app with others. In the past that number was well over 50%. You add to that the way Facebook shares content (known as the Facebook algorithm or Edgerank) only 5-15% of their friends would even have the potential to see it in their newsfeed

The most important thing for Pages to know about the change is that posting Lolcats-style memes with overlaid text on images might not be the best strategy going forward. I asked whether Facebook’s machine learning algorithm will be able to identify these kind of posts and demote them, and it seems that the answer is ‘yes’.

http://econsultancy.com/us/blog/7885-edgerank-the-most-important-algorithm-you-ve-never-heard-of