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Data Quality

Data Quality Information Management

…Unless You Want Accurate Analytics

Important lessons can be learned in one of two ways: the easy way or the hard way. I prefer the easy way, but when it comes to Data Quality, it seems like I’m in the minority. Last week we wondered aloud whether data quality really matters. This week we’ll see a Read more

By Mark, 2 yearsApril 3, 2024 ago
Data Quality Information Management

Data Quality Doesn’t Really Matter…

Maybe we’ve been going about this all wrong. It seems that everybody in the information management field continually emphasizes the importance of Data Quality, and everybody not in the information management field couldn’t care less. Maybe the latter group has it right. After all, product is flowing out and revenue Read more

By Mark, 2 yearsMarch 27, 2024 ago
Data Quality Ethics Information Management

Wolf, Sheep, Sloth, or Owl

In a 1993 Seinfeld episode, Jerry describes the psychological leverage that doctors use on their patients. They tell you to go into the little room and take your pants off and wait. Then, “anybody that comes in with pants on seems like they know what they’re talking about. In any Read more

By Mark, 2 yearsMarch 13, 2024 ago
Data Quality Information Management

Data Quality ≠ Fit for Purpose

Everybody likes a pithy definition. Marketers describe them as “sticky,” meaning that they’re easy to remember. Of course, that doesn’t always mean they’re useful or completely accurate. Information Management has a couple. Metadata is almost universally described as “Data About Data,” but I’d be willing to bet that you rolled Read more

By Mark, 2 yearsFebruary 14, 2024 ago
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Data Quality Information Management

The Data Chasm: Complete

For those who don’t want to click from page to page, here are all five articles in the Data Chasm series. In it, we explore the question of why we continue to see overwhelming numbers of analytics, artificial intelligence, machine learning, information management, and data warehouse project failures despite the Read more

By Mark, 2 yearsJanuary 26, 2024 ago
Data Quality Information Management

The Data Chasm Part 5: Touching the Other Side

Relating the challenge of launching a new corporate process to a flywheel is a tired, overused metaphor. Probably because it so often applies. Like here. It’s been hard getting started. Probably several false starts. Progress has been agonizingly slow. But now you’ve found a new ally. Hopefully several. They showed Read more

By Mark, 2 yearsJanuary 24, 2024 ago
Data Quality Information Management

The Data Chasm Part 4: Orienting Outward

If you’re just joining, welcome. Before launching in at the middle, it might be useful to go back and read Part 1, Part 2, and Part 3. I’ll wait.  Recapping very briefly: It seems that most everybody has become comfortable with the notion that the overwhelming majority of data warehouse, Read more

By Mark, 2 yearsJanuary 17, 2024 ago
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Data Quality Information Management

The Data Chasm Part 3: Square 1

This tale may sound familiar to companies that have not yet crossed the Data Chasm (and maybe even to some that have). A project team was modernizing a major operational system. One that had been written decades earlier. One where nearly all the developers and subject matter experts with knowledge Read more

By Mark, 2 yearsJanuary 10, 2024 ago
Data Quality Information Management

The Data Chasm Part 2: Conflicting Interests

It all seems so easy. Companies are recognizing that the accuracy of artificial intelligence and machine learning applications is directly related to the quality of the data used to train the models. Obviously, you want to improve the quality of your company’s decisions, so it makes sense to improve the Read more

By Mark, 2 yearsJanuary 3, 2024 ago
groundhog, rodent, animal-386317.jpg
Data Quality Information Management

The Data Chasm Part 1: Groundhog Day

This is the first in a series of articles that explores the question of why we continue to see overwhelming numbers of analytics, artificial intelligence, machine learning, information management, and data warehouse project failures despite the equally overwhelming availability of resources, references, processes, SMEs, and tools…and what can be done Read more

By Mark, 2 yearsDecember 13, 2023 ago

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