bad data

Data Quality Strategy: A Business Leader’s Guide

Last updated: April 2026 Every organization has a data quality problem. The question is whether leadership knows about it, cares about it, and has committed to doing something about it. Most have not. Data quality improvement has historically been treated as an IT initiative — a technical cleanup project that lives in the infrastructure budget […]

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Pick the Right Customer

Last updated: April 2026 Every business says it wants better customers. More profitable accounts. Longer relationships. Higher lifetime value. Fewer difficult clients who consume resources and generate complaints. The problem is not that companies lack ambition on customer selection. The problem is that the data they use to make those decisions is frequently wrong, incomplete,

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Bad Data is a Social Disease of Business – Part 2

Last time… Bad Data was revealed to be pervasive and costly This post was updated on September 8, 2021. In the first part of this two-part post, I wrote about the truly abysmal business outcomes our survey respondents reported in our “Poor Data Quality – Negative Business Outcomes” survey. Read about it here. In writing

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