Learn how high performance innovation-driven teams, from Mercedes, FedEx, brighter AI to smaller startups in Silicon Valley, Berlin and Cluj build an actionable data framework from scratch, to drive product growth.

See how Data Engineers, Data Analysts and Data Scientists working for Product Teams identify the key aspects of a robust, sustainable and actionable data framework.

- It starts by identifying the areas where teams have strong data foundations, data source potentials and availabilities.
- We cover the missing gaps in data and how to build structures for extracting data from new sources that are relevant to the product.
- Identify areas of improvement and immediate data needs for teams to improve their level of maturity in terms of data analysis and insights utilization.
- Share how a robust data framework looks like, if we built it from scratch. This is executed via the Data Radar Maps, a novel artifact that we implemented with our clients.

Flow of the talk comprises of beginning with data practices today, what data models mean for product teams, what Data Radar Maps are and finally, real-life case studies of how companies use these “data-informed” models to drive product growth.

The audience that would get the most value from this talk -

🧠 Data Scientists, Data Analysts, Data Engineers, Business Analysts

Level of knowledge for the talk → Intermediate

Data Professionals should have an understanding of data analysis, data science essentials and building data architectures and pipelines.

Key takeaways from this talk would be

- What are the key components of a robust data framework in organizations?
- What is a Data Radar Map and why is it relevant for your data teams?
- How to build this Data Radar Map from scratch (sources, taxonomy, frameworks, utilization)?
- What are the list of tools, frameworks and best practices for data framework design?

You can learn more about me and the work here

[www.linkedin.com/in/thejoyofdata](http://www.linkedin.com/in/thejoyofdata)

Would be great if I could have a wireless mic and a HDMI cable that I could plug into my laptop. I bring a remote which I use to control the slide flow and pointing at screen.

Questions are welcome after as well as during the presentation if any aspect of the slides are unclear.

Would also prefer to have some space to walk about because I don't like presenting while being restricted to a small standing space.