--- title: A Blog About Innovation Management, Data, and Creativity from Exaptive | Platform description: Platform | At Exaptive, our mission is more data-driven aha moments, and we believe community, interoperability, and data make them happen. Check out our blog for useful content about innovation management software, cross-disciplinary collaboration, and data science. --- [![exaptive logo](https://exaptive.com/hubfs/Marketing%20Repo/logos/site-logo.svg)](https://www.exaptive.com/) - [Exaptation](https://www.exaptive.com/exaptations) - Products - [Exaptive Studio](https://www.exaptive.com/exaptive-studio) - [Exaptive Cognitive City](https://www.exaptive.com/cognitive-city) - Use Cases - [Innovation Management](https://www.exaptive.com/innovation-management) - [Portfolio Management](https://www.exaptive.com/portfolio-management) - [Community Coordination](https://www.exaptive.com/community-coordinator) - [Free Trial](https://www.exaptive.com/trial) - [Log In](https://my.cognitive.city) # Blog [![](https://exaptive.com/hubfs/austin-2.jpg)](https://exaptive.com/blog/ethical-data-standards-to-drive-society-forward) ## [Ethical Data Standards to Drive Society Forward](https://exaptive.com/blog/ethical-data-standards-to-drive-society-forward) Posted by [Austin Schwinn](https://exaptive.com/blog/author/austin-schwinn) on Feb 1, 2019 12:05:00 PM - [Tweet](https://twitter.com/share) I am constantly amazed by the energy and momentum around data science. Only a few years ago, I would be met with a blank stare when I told someone I planned on going to grad school for machine learning. Today, there is no need for my “it's like computer science, linear algebra, and statistics had a combined love child” analogy as most people instantly respond with “Oh, like AI!” [Read More »](https://exaptive.com/blog/ethical-data-standards-to-drive-society-forward) [![](https://exaptive.com/hubfs/pillars.jpg)](https://exaptive.com/blog/if-every-new-idea-is-derivative-derive-them) ## [If every ‘new’ idea is derivative, derive them.](https://exaptive.com/blog/if-every-new-idea-is-derivative-derive-them) Posted by [Frank D. Evans](https://exaptive.com/blog/author/frank-d-evans) on Jul 17, 2018 12:14:56 PM - [Tweet](https://twitter.com/share) Everything is derivative. Take advantage of that. “New” ideas are the next step in an extensive network of existing people and ideas. If we can get the data and reconstruct the network, we can analyze it and understand where branches of a network have the potential for innovation. [Read More »](https://exaptive.com/blog/if-every-new-idea-is-derivative-derive-them) [![](https://exaptive.com/hubfs/cow.jpg)](https://exaptive.com/blog/owning-the-full-stack-a-homesteading-analogy-on-software-innovation-and-freedom) ## [Owning the full-stack: A homesteading analogy on software, innovation, and freedom](https://exaptive.com/blog/owning-the-full-stack-a-homesteading-analogy-on-software-innovation-and-freedom) Posted by [Tom Lambert](https://exaptive.com/blog/author/tom-lambert) on Mar 2, 2018 4:00:52 PM - [Tweet](https://twitter.com/share) Have you ever met a homesteader who owns a mansion? Me either. My neighbor, Bill (80), *is *a homesteader who tries to be as self sufficient as possible. From what I can see, it’s an immensely rewarding and humble existence. Life-satisfaction oozes out of his every pore and, eventually, even enduring the hardships must have become rewarding to him. [Read More »](https://exaptive.com/blog/owning-the-full-stack-a-homesteading-analogy-on-software-innovation-and-freedom) [![](https://exaptive.com/hubfs/nodes.jpg)](https://exaptive.com/blog/build-a-network-diagram-data-app-to-uncover-relationships-in-your-data) ## [Use a Network Diagram to Uncover Relationships in Your Data](https://exaptive.com/blog/build-a-network-diagram-data-app-to-uncover-relationships-in-your-data) Posted by [Matthew Schroyer](https://exaptive.com/blog/author/matthew-schroyer) on Jul 13, 2017 1:10:06 PM - [Tweet](https://twitter.com/share) Often times, when we're looking at a mass of data, we're trying to get a sense for relationships within that data. Who is the leader in this social group? What is a common thread between different groups of people? Such relationships can be represented hundreds of ways graphically, but few are as powerful as the classic network diagram. [Read More »](https://exaptive.com/blog/build-a-network-diagram-data-app-to-uncover-relationships-in-your-data) [1](https://exaptive.com/blog/topic/platform/page/1) ### Recent Posts ### Posts by Author - [AIBS BioScience Talks (1)](https://exaptive.com/blog/author/aibs-bioscience-talks) - [Alanna Riederer (1)](https://exaptive.com/blog/author/alanna-riederer) - [Austin Schwinn (2)](https://exaptive.com/blog/author/austin-schwinn) - [Clive Higgins (3)](https://exaptive.com/blog/author/clive-higgins) - [Dave King (7)](https://exaptive.com/blog/author/dave-king) - [Derek Grape (2)](https://exaptive.com/blog/author/derek-grape) - [Dr. Alicia Knoedler (2)](https://exaptive.com/blog/author/dr-alicia-knoedler) - [Frank D. 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