Data Accuracy – It Complements Data Completeness

Because it’s related to data completeness, it’s great to look at another component of data quality – data accuracy. What determines the accuracy and completeness of data is different. Accuracy is about just how closely data reflects the real-world. Imagine selling tickets for a show in one of the many Fox Theaters, but not including… Continue reading Data Accuracy – It Complements Data Completeness

Data Completeness – Another Foundational Element of Data Quality

I’ve shared thoughts on data consistency and next it’s time to talk about a related topic – data completeness. As a Product Leader, it’s important to put a visionary plan in place to increase the completeness of data over time. Data completeness ensures that every necessary piece of information is present in the dataset. Outline… Continue reading Data Completeness – Another Foundational Element of Data Quality

Data Consistency Part 1 – It’s Critical for Your Business

Today I’ll talk about something that’s crucial but often overlooked in a portfolio of products: data consistency. In simple terms, data consistency means making sure that your information is uniform, accurate, and coherent not just within your databases and applications, but across all your products and services.  Why should you, as a productizer, care? When… Continue reading Data Consistency Part 1 – It’s Critical for Your Business

Start with Quality

Do your customers value data quality? This is a critical question, as there are often low-cost sources of dirty data which don’t provide data accuracy or extensive coverage. When building a premium solution, it’s important to begin with a plan to deliver high quality data that has been normalized across the many data sources available.… Continue reading Start with Quality

On the Productization of Data Solutions

In over 15 years of working in Product Management for Cloud software solutions in a range of market segments, there has always been an opportunity to increase the company’s top and bottom line by productization of  the data available. And, it can be done in a practical, phased approach so you can see the results… Continue reading On the Productization of Data Solutions