data quality

Home/Tag: data quality

The Pillars of Data Science Readiness

Success stories about the benefits of machine learning and data science prompt companies from all industries to adopt some level of automated data analysis for themselves. In doing so they often encounter problems early on, or, even worse, late into the process. In this article I will give you an overview of the main pillars of Data Science readiness, as well as how you can achieve them. Data Availability No matter the method or goal, the basis for any machine learning endeavor is data. Any machine learning expert (or hobbyist [...]

The Pillars of Data Science Readiness2020-11-04T11:07:43+01:00

Data Quality Disasters

Data quality is an innocuous term. Upon first encounter, the association is usually big tables filled with numbers, some of which erroneous, math, and complex statistics. The consequences, however, can be very real. In my previous article “Data Cleaning: Pitfalls and solutions” I  shed some light on some of the shapes data quality issues can take. I also talked about a few approaches towards improving data quality and shared some insight on the business impact of inadequate data quality. Today, I would like to approach the topic from a more [...]

Data Quality Disasters2021-01-08T09:57:43+01:00
Go to Top