Overview: Digital Transformation

many teams ... have become obsessed with ... being agile ... But agile is not a strategy — it is a capability... cannot permanently affect ... competitive position unless there’s a strategy behind it... constant cycles of optimization... offers little more than diminishing returns... not considering the opportunity costs ... A good idea is not the…

Technology has altered the foundations of news and media, and as trust in media continues to decline, artificial intelligence, machine learning, and algorithms have come to play a critical role not only as threats to the integrity and quality of media, but also as a source of potential solutions. The core threats to information quality associated …

We’ve spent 18 months training an AI editor... shadow the curation performed by professional journalists on a gigantic range of topics... it now works independently.... your own personal journalist on hand at all times, ready to explain what’s going on in the world... real-time updates on important headlines, explained in the most succinct way po…

Everipedia ... seeks to become a better version of [wikipedia] ... moving to a blockchain.... a points system where creating articles and approved edits amasses “IQ.” ... a token-based currency, giving all existing editors ... a real, financial stake in Everipedia... turns Everipedia into a peer-to-peer resource... effectively uncensorable.

the solution to both crises facing journalism may come from the same technological root: blockchain... An ecosystem of micropayments... as the holy grail for online journalism... Blockchain technology can create both chains of authenticity and a level of security... Sludge is one of the “first fleet” of around 20 newsrooms ... on a new blockchai…

“We are so screwed it's beyond what most of us can imagine... And depending how far you look into the future it just gets worse.”... a slew of slick, easy-to-use, and eventually seamless technological tools for manipulating perception and falsifying reality... They’re running war game–style disaster scenarios based on technologies that have begun …

Blockchain ... creating alternatives to the current corporation owned second layer of the internet... to make quality content truly democratic... Medium ... made itself decentralized... a blockchain with a dedicated token underlying all of the content ... reward content creators... governed only by the rules... But this token would also create an…

If using a beautiful content management system doesn’t miraculously solve a media company’s cash flow problems, what will? If short videos, or elaborate commenting systems, or mobile storytelling, or interactive graphics, or Snapchat Stories, or Instagram hashtags, or Instant Articles, or Google AMP, or programmatic advertising, or native advertis…

We made a fake news detector with above a 95% accuracy (on a validation set) that uses machine learning and Natural Language Processing that you can download here. In the real world, the accuracy might be lower... we decided to just try and scrape domains that were known fake, real, satire, etc. and see if we could build a data set quickly... Th…

The News Quality Scoring (NQS) will combine quality journalism content with new machine learning algorithms... as batch of stories enter the platform, they are scored on a 1-5 scale ... quality ... automatically and in real time.... Quantifiable Signals ... look at structure and patterns of the HTML page, advertising density, use of visual eleme…

an ecosystem that rewards publishers in a new kind of way... to disrupt the current financial norms of online publishing... reward users for browsing the web... make advertising less intrusive and more relevant... let readers ... ‘tip’ websites that they visit based on time spent on the site.

“We wanted democracy... but got mobocracy.”... Bots generated one out of every five political messages posted on Twitter in America’s presidential campaign last year... “we need to reform our attention economy.”... groups which had mostly been excluded from the mainstream media... developed the dark arts they would use to further their agendas..…

News Quality Scoring Project ... humans and algorithm to separate “commodity news” from “value-added news” ... based on quantifiable and qualitative signals — like word count, freshness versus evergreen material, quote density, contextualization, and the presence of a byline... human/machine, subjective/objective hybrid as the still-under-constru…

platforms like Facebook have ... amassed unprecedented gatekeeping powers ... Can new decentralized systems with no single point of control... be a remedy? A new report ... concludes that “protecting the future of speech online involves not only these ambitious experiments in decentralization, but the cultivation of an ecosystem of competing publi…

A chatbot like CNN’s is a great way to send news and alerts ... How can you build a chatbot like this?... Tangowork, a platform for communications teams that lets them easily create news-type chatbots... the Microsoft Bot Framework ... lets us support 9 channels — Facebook Messenger, SMS, Skype, Slack, Web-part, etc.—from a single codebase... you…

a free bot interface and resources already in the newsroom, Hefty built and launched her first bot, dubbed Elexi, prior to the November 2016 elections to provide audiences with the necessary information to become more informed voters... We had all these preview stories on our site on local issues. If a user asked a question about a candidate or a …

not necessarily easy to get buy-in from the organization... different parts of the organization are responsible for their own little bits so you can’t always do it within your own team.

For every man-made crisis event... we found evidence of alternative narratives, often shared by some of the same accounts and connected to some of the same online sites. These rumors had different “signatures” from other types of rumors... rose more slowly, and then they lingered, ebbing and flowing ... sustained participation by a set group of Tw…

Facebook today cannot exist without AI. Every time you use Facebook or Instagram or Messenger... your experiences are being powered by AI... Eventually, this “classifying” step—known as supervised learning—may become automated, as the company pursues an ML holy grail known as “unsupervised learning,” ... Facebook sees the visual cortex merging wit…

Bot Studio... will focus on two main areas: How bots and artificial intelligence can help journalists do their jobs better and how news consumers can use them to access news and information... conference bot, a Twitter bot — @newsnerdbot. We scraped the conference website ... fed that into a database, and then wired that up to a natural-language …

Zuckerberg uses abstract language in his memo—he wants Facebook to develop “the social infrastructure for community,” he writes—but what he’s really describing is building a media company with classic journalistic goals... “for keeping us safe, for informing us, for civic engagement, and for inclusion of all.”,,,an assumption that news... will con…

still ... publishing "dutiful, incremental pieces," ... designed to fill a daily print edition... dominated by long strings of text... a series of goals for areas including visual journalism, reader engagement, newsroom training and diversity... new content management system... build stories with visual elements and examine what the final produ…

today’s news outlets are all in a no-win situation where they are forced to contribute to the causes of their own demise to survive... well-meaning people try to “fix” the news. But instead, those methods erode trust in all news outlets... You can draw a straight line from the bad incentive structure forced upon news outlets to the unprecedented d…

There’s large-scale, statistically significant research into the impact of search results on political views... Google is doing a horrible, horrible job of delivering answers here. It can and should do better... people are finally saying, ‘Gee, Facebook and Google really have a lot of power’ like it’s this big revelation. And it’s like, ‘D’oh.’”…

my research team’s analysis of data from Columbia University’s Emergent rumor tracker suggests that this misinformation is just as likely to go viral as reliable information... limiting news fakers’ ability to sell ads... a step in the right direction. But it will not curb abuses driven by political motives... Using BotOrNot, our colleagues found…

Perfectly open communities always go sour. You need filters. Every functional community has them. And that’s where machine learning comes in... If you can detect trolls, you can protect the people they’re trolling by muting or putting a warning over the trolls’ posts... Twitter... already have a way of screening out porn. Why don’t they do the sam…

Seven years ago I started working full time at the Guardian in the glamorous role of SEO editorial executive. ... very like being in the Matrix but with less kung fu and more Polly Toynbee and Nigel Farage... here are a few of the things I’ve learned…

a lot of people don’t know fake news when they see it, sensationalized reports are more likely to go viral on social media than sane ones, and distrust of traditional (and genuinely more reliable) media sources is rising. Professor Nicole A. Cooke ... focusing on human information behavior, information literacy, and diversity in librarianship.... …

Instead of pushing news, it’s going to gather news. ... It’s not only going to tell you funny, interesting, and insightful stuff. (Although it will.) It’s also going to ask questions... depending on whether you’re a conventiongoer, a protester, or watching along at home. And it will use those reactions and inbound information to inform BuzzFeed Ne…

to connect with protesters and delegates on the ground ... and to experiment with what it looks like to deploy a bot as a reporting assistant.Now we’re delighted to share the code behind it: