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Analytics in the Trenches: Tactical Approaches for Robust Data Insights

Anyone who’s spent time in the analytics trenches knows that reading about data frameworks is one thing – building dashboards that influence boardroom decisions is another beast entirely. While the white papers and conference talks have their place, real impact happens on the ground, where teams are wrestling with messy datasets, inconsistent reporting tools, and ever-shifting […]

It’s Essential – Verifying the Results of Data Transformations (Part 2)

Test cases, data, and validation procedures are crucial for data transformations, requiring an understanding of transformation requirements, scenarios, and specific techniques for accuracy and integrity. Data transformations require complex testing due to their sophisticated logic, computations, and dependency on real-time data streams. This necessitates extensive test case design, representative data, automation tools, and robust validation […]

Predictive Analytics Techniques

The process of predictive analytics has three main steps: defining the objectives, collecting relevant data, and developing a predictive model using sophisticated algorithms. These models are further tuned for greater accuracy before being applied to real-world situations like risk analysis or fraud detection.  Predictive analytics techniques are at the forefront of modern data science, enabling organizations to […]

4 Key Reasons to Build a Data Culture

Understanding the importance of data culture requires recognizing its pivotal role in shaping how organizations operate and innovate. A strong data culture instills a mindset where decisions are driven by data, fostering an environment that values evidence over intuition. This cultural shift enables organizations to harness the full potential of their data assets, leading to […]

Women in Data: Meet Rosaria Silipo

The latest installment in our Q&A series with women leaders in data features Rosaria Silipo, head of data science evangelism at KNIME. (Read our previous Q&A here.) Rosaria Silipo, Ph.D., has worked in data analytics and data science for the past 30-plus years. Currently the head of data science evangelism at KNIME (as well as a longtime DATAVERSITY […]