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Vijaya Ramachandran, senior fellow, Center for Global Development, Washington, DC, USA @vijramachandran Make data approachable: Present data in a way that is useful to people and that allows them to poke holes in it.
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But now we have data and approachable dashboards, crowdsourcing portals, and apps that help us analyze and manipulate data like no generation before.
It visualizes the data in an approachable html-based interactive report and a PDF clinical report, providing the clinician and tumor board with a tool to guide the treatment decision making process.
The central lesson from this experience was that programming and data visualization can be approachable and rapidly incorporated into any research approach.
The purpose of this gathering is to create a welcoming space to engage with data and build data literacy skills in a fun, approachable way.
With the data now packaged in a more easily understandable and approachable manner, the next stage of analysis was initiated.
Methods to simplify the high-dimensional data so that they may be understood in more approachable two-dimensional (2D) representations include principle component analysis (PCA) and multi-dimensional scaling (MDS) [ 10, 11].
Data reveals how to reach your audience, while creativity makes your content approachable and valuable.
The Molecular Expressions group does a remarkable job of not only clearly presenting the principles behind these techniques in a manner approachable by lay and scientific audiences alike but also provides representative data from each as well.
Automated tools for extracting understanding from biological data ought to be powerful and flexible on one hand, but intuitive and approachable for bench scientists on the other.
Robust de novo assemblers, data reduction tools, and cloud computing are beginning to make sequencing data analysis more approachable for bench and field scientists [ 12- 14].
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com