Early in my career, we started dashboard projects with mockups, but I think this is a waste of time. The challenge is that you have to iterate through the mockups before ever getting to the product. Instead, start simple. Use Excel and iterate directly on the product. 

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The first step to any data implementation is getting your stakeholders all on the same page. 

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In business, time is everything. So is real-time really worth it? Nicho argues we should not only consider how quickly businesses need to get data the first time, but how quickly businesses should get data the second, third, and fourth times, based on use case. In the pharmaceutical industry, you're not the only one with access to this data, it's doubly important to be able to pull the data beyond the first time. 

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How to design a new data implementation. Begin with an assessment.

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A lot of technical teams are really excited about the latest modern data stack technologies that are out there, because they're so used to the challenges of on-rem, Before of getting too trigger happy with new technologies, however, it's important to understand what the business needs from the data. 

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Since the advent of the Modern Data Stack, we're seeing a lot of "data engineers" create models with bespoke use cases. These models multiply and sit around until nobody knows what they're doing anymore. The problem is that there's a lack of a data governance framework. 

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The key components to data governance involves understanding the data infrastructure. 

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Understanding the root cause of a business issue is core to a successful data project. 

Nicho recounts his experience as an enterprise architect designing a system to pull IQVIA data into a commercial data warehouse. 

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Understanding the root cause of a business issue is core to a successful data project. 

Nicho recounts his experience as an enterprise architect designing a system to pull IQVIA data into a commercial data warehouse. 

www.linkedin.com/in/nicholas-mann-80855a1a/

www.stratosconsulting.com

How can you increase productivity in an organization? Free up time with automation. 

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