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An archive of data science, data analytics, data engineering, machine learning, and artificial intelligence writing from the former Towards Data Science Medium publication.

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The 4Ds in Data Storytelling: Making Art Out of Science

Yes, it’s much more than data visualization

14 min readOct 3, 2023

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Data is everywhere. Anyone with some level of training, and nowadays with a bit of help from AI, can generate some scientific insights out of data and build fancy data visualizations. However, interpreting and selling the meanings behind the numbers and graphs is an art. When ChatGPT and generative AI come to the front stage, many concerns regarding being replaced by AI emerge. With clear instructions, AI can help us generate code, and visualization, and even build well-performing models that contain useful insights, but they struggle compelling credible and memorable stories based on those insights. They can do science, but art is the unique skill humans possess, at least for now.

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Depending on the audience, these data stories are essential to establish trust in collaborations or influence business decisions. Data scientists’ work without storytelling is merely digital fortune-telling. In this article, I want to share a 4D framework to help data scientists crack the data storytelling process and deliver data insights with higher efficiency and impact, and a bonus section with practical…

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TDS Archive
TDS Archive

Published in TDS Archive

An archive of data science, data analytics, data engineering, machine learning, and artificial intelligence writing from the former Towards Data Science Medium publication.

Zijing Zhu, PhD
Zijing Zhu, PhD

Written by Zijing Zhu, PhD

Ph.D. in Economics | Data Scientist @Cisco | Top 1000 Writer in Medium| Lifetime Learner | https://www.linkedin.com/in/zijingzhu/