Cronycle Topics & Influencer Communities

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Cronycle is an information workflow application powered by Right Relevance (subsidiary of Cronycle), which is a topical information search and relevance platform.

Topics and Influencers (per topic) form the backbone of the search and relevance technology.

  1. Topics (over 50 thousand) including metadata like related topics & semantics like synonyms, acronyms.
  2. Topical influencers (over 2.5M) with score and rank.

Topics are identified by algorithmically mining over 10M unstructured documents on the web and leveraging Wikipedia and Right Relevance topical graph neighborhood techniques. Relationships and semantics are derived from this process with manual corrections and injections for the last mile.

Topical Influencers mining is fully algorithmic and primarily graph based. The methodology leverages ML, semantic analysis and NLP on unstructured data at scale and involves a 2-level proprietary people rank (custom page rank for social graphs):

Stage 1. Global PR to reduce a ~300M nodes graph to ~6M (for now) globally ranked influencers. This is a first level reduction and we don’t expose the scores. It doesn’t have topical context.

Stage 2. Graph partitioning of the ~6M connected nodes from stage 1 across our ~50K structured topic space using unstructured data assigned to each node. This leads to ~50K per topic sub-graphs, where a secondary PR is applied to determine the topic score for each node in each topical sub-graph. This secondary PR score is normalized to calculate the Right Relevance topic score and rank influencers for every structured topic in our platform. 

Our custom PR algorithm is derived from google pagerank but is specialized for social graphs (instead of links/webpages) with many important differences applicable to social networks.

The RightRelevance score of an expert/influencer for a TOPIC represents the authority within the topical community say for e.g. ‘machine learning’ of that influencer. This measure of influence per topic is termed as ‘topical influence’ and the topical communities formed are termed as “Tribes“.

Once we have the scored and ranked influencers’ community for a particular topic (e.g. machine learning, behavioral science, big data, emergency medicine, oil and gas, angularjs,  social media marketing etc.) we mine the web for content. The numeric influence from topics and influencers is inductively applied to this content for measuring relevance and forms a critical part of the search. We download ~600K articles daily from ~2M websites every month. Topical content and information are available in the form of articles, videos and conversations.

Points to note:

  • We dampen followers count, tweet count etc. noisy signals and lay much more focus on the topical network itself.
  • Each influencer can be part of multiple topical sub-graphs aka communities and have a different score, and rank, within each. This is exposed in our apps via scored tags.
  • Other, non structured, topics work via free-form search but the relevance may not be of the same quality. This can be seen by the score ’10’, which, probably poorly done, means we didn’t find a community for the topic.

Both topics and influencer graphs are mined and built algorithmically at scale with ever-increasing quality after every iteration.

Slack-GDPR

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With the GDPR soon becoming enforceable (25th may 2018), Cronycle has launched the first-ever GDPR slack community which is aimed at building a community to foster the conversation about the General Data Protection Regulation. By joining the community, you will get content straight to your Slack channel from top influencers as well as our monthly insight reports that we produce on this topic.  You can view our latest insight for January here.

Join the community

Once you have received your invite and agreed to the Terms and conditions you can get started straight away. We have provided top articles on GDPR but also on related topics such Data Protection, Cyber Security, and Privacy. To add any of these topics, simply click on the “Channels” and you will get a pop up to browse the different channels/ topics. We’ve added a quick 20-second video to show you how.

 

 

The final part, as we are building a community we encourage that you invite fellow peers to join the community, this is an open channel so it’s as simple as “+ Invite people” at the bottom of your direct messages, fill in their email and Voila!

We value feedback so if you have any other suggestions on how we can improve the community then please drop us a message. To note, this is the start of the Communities by Cronycle, as we are looking to add more in the coming months.

What’s your topic?

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This week we rolled out a new feature update which allows you to have an enhanced curation experience. Topics.

According to the Oxford Dictionary, Topic; A matter dealt with in a text, discourse, or conversation; a subject. Likewise, according to Merriam Webster, related words subject matter/talking point/idea, point/issue (you get the idea).

Others refer to it as social listening or brand monitoring, but to us, it’s more than this … It’s a completely new enhanced curation experience. Our recent acquisition of Right Relevance means we are able to integrate their AI into our platform and increase the functionality of content being serviced to you. We have a pipeline of new features in the next few releases, but this one we are especially excited about.

A topic you ask, how is this created?

Using our algorithms, cross-referencing people and articles to created top scored influencers on the subject matter, they are then aggregated into an automated feed.

You’ll notice the Discovery section has had a facelift, by this, Topics have a new coloured banner for you to easily identify in your feed, these are red whereas the curated club content which is hand selected by the curators and team have a green banner and still available.

https://vimeo.com/252729122


The advantage of having topics as a feature means you can keep up to date with the latest trending topics or selections by industries, all pre-curated and ready for you. These trending topics are constantly changing and sorted by order of most popular.

This is where it gets really special, if you have logged in with an email address, you can also connect a Twitter account to see even more personalized content. Tried and tested, these really are influenced by your activity on Twitter. This is the button to look for to make it happen;


As always, let us know if you have any thoughts on other topics or features to enhance!