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Carri Bugbee

Emojineering Part 1: Machine Learning for Emoji Trends - Instagram Engineering - 0 views

  • It is a rare privilege to observe the rise of a new language. Instagram has always supported emoji, but they did not see wide adoption until the introduction of the emoji keyboard on iOS (October 2011) and on most Android platforms (July 2013). The graph below shows the percentage of text (comments and captions) containing emoji characters graphed over time
  • In the month following the introduction of the iOS emoji keyboard, 10% of text on Instagram contained emoji.
  • Usage continued to grow and in March of this year, nearly half of text contained emoji
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  • Having learned a good representation for emoji, we can begin to ask questions about similarity. Namely, for a given emoji, what English words are semantically similar? For each emoji, we compute the “angle” (equivalently the cosine similarity) between it and other words. Words with a small angle are said to be similar and provide a natural, English-language translation for that emoji.
  • Using our algorithm, we find that many of our popular emoji have meanings in-line with early internet slang:
  • It seems that the most popular emoji have similar semantics to words like “lol/hehe” (
  • Many clusters emerge: food emoji on the left, opposite the work emoji in the top right. Shoes (bottom right) are associated closely to handbags while bathing suits are closer to the water and marine animals (top left). Alcoholic drinks (bottom left) cluster together with bowling. Towards the center, we see a large clustering of facial expressions bordered by sadness, shock, laughter, happiness and coolness. As we travel downwards, we can see happy, love leading all the way the family and wedding emoji.
  • On Instagram, emoji are becoming a valid and near-universal method of expression in all languages. Emoji usage is shifting the people’s vocabulary on Instagram and becoming an important means of expression: their use is anti-correlated with internet slang like “lol” and “xoxo.”
Carri Bugbee

A balanced view of using Snapchat for marketing - 0 views

  • Problem number one: Building a relevant and engaged audience on Snapchat is difficult, compared to other social networks.
  • Issue number two: Snapchat has its own vibe. It may be difficult for many companies to achieve Snapchat credibility without some help from the cool kids.
  • the third issue is, the challenge of creating continuous, credible, snap-worthy content that disappears can be significant.
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  • it’s a social media cul-de-sac since there are no outbound links. Content goes in, nothing come out. And of course the content isn’t searchable, so even if you have a snappy success, you can’t build on that win and amplify it into the future.
  • Early research also shows that Snapchat ads are ineffective. A study by Digiday showed that more than 90 percent of Snaphchat users abandons a 10-second ad in the first second
  • nappers love this app for self-expression and connecting with friends — not for following company accounts (less than 1 percent “sometimes” watch branded Snapchat stories). If Snapchat makes its platform more business-friendly, it risks losing its appeal.
  • Some brands are creating buzz by adding “Easter eggs” to the platform. An Easter egg is an inside joke or hidden feature. Here are some interesting Easter egg case studies in a post by Ryan Hoover.
  • If your core demographic is under 30, you probably have to figure it out and maintain a presence even if the business benefits are unclear right now.
Carri Bugbee

3 Ways to Make the Most of Programmatic and Data-Driven Creative - Think with Google - 0 views

  • First, you may already be using data from customer relationship management (CRM) tools and market research to inform campaigns. But a wider array of data signals is available, from analytics on your brand's website (that could tell you your most popular products, for instance), to audience data (that could give a glimpse of age, gender, or interests), to contextual insights about which device, location, or media type delivered the most success for a campaign. The trick is to know all the sources of data available, and figure out which can fuel smarter creative.
  • Too often, the creative agency and production shop are brought into the campaign process after the media strategy has been decided. By informing the creative agency of all the data from the outset of the project, you can work with the agency to build more relevant creative strategies for your target audience.
Carri Bugbee

The Emoji Have Won the Battle of Words - The New York Times - 0 views

  • ne day I spent a full 10 minutes obsessing over the perfect way to say “I’m a writer. I don’t do math” in a message to my accountant: [Girl symbol] (meaning me) + [Pen and paper] (writer) + [calculator] (math) = “?!?!?” Right, it doesn’t sound so complicated. But by finding said emoji, putting them in sequence and spacing them out, I could have typed the statement 17 times.
  • It wasn’t until 2008 that a uniform emoji alphabet was created (the idea was to minimize inconsistency across platforms), and Apple adopted it in 2011, adding it to its iOS5 operating system.
Carri Bugbee

$100M Bitstrips acquisition makes sense now that Snapchat has stickers | TechCrunch - 0 views

  • Snapchat smartly lets you both browse through stickers, or instantly shows you ones related to words you’ve typed in the text compose window. For example, typing “Love you” or “Hungry” brings up all the stickers matching those sentiments, and even highlights the text after you choose a sticker so you can instantly delete or type over the words.
Carri Bugbee

8 Practical applications for influence marketing - 0 views

  • When I work with start-ups, I almost always consider some influencer component. The reason is simple. When you don’t have a relevant audience, you can borrow one.
  • Working with influencers can create a powerful feedback loop as you develop new products and features
  • Do these influencers have powerful social media platforms? You bet they do. Will a link from them to your website enhance your SEO, and ultimately your site authority? You bet it does.
Carri Bugbee

Reporting with Web and social media data: Some helpful tools - Journalist's Resource Jo... - 0 views

  • BuzzSumo can help with assessing “most shared” content and related trends. SocialRank can help you figure out patterns among your followers on platforms such as Twitter and Instagram.
Carri Bugbee

9 of the Best Free Social Media Analytics Tools - 0 views

  • 4. QuintlyQuintly is a social media benchmarking and analytics solution that tracks and compares the performance of your social media marketing activities. Whether you are using Facebook, Twitter, YouTube, Google+, or all of them, their tool visualizes and checks your social marketing success, benchmarking your numbers against your competitors or best practices.
Carri Bugbee

How Snapchat's Costly Bitstrips Acquisition Could Pay Off - World Wide Web on Mobile Te... - 0 views

  • Bitmojis could add a way to express how users feel when they aren't taking a selfie. Snapchat allows people to place standard emojis on photos and videos, but bitmojis purport to do a better job of showing emotion because there's a face -- albeit a cartoonish one -- attached. Snapchat could even generate revenue here, by charging users for special-edition bitmojis just as Bitstrips has done.
  • The bitmoji also could come into play in Snapchat's text chat feature, which is tucked away behind the image-sharing elements. Snapchat is said to be working on a major overhaul of texting that would bring audio chat and more. It's easy to see bitmojis being a part of that too, giving people a way to communicate visually without having to take photos themselves.
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