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Technology
For most of history, knowledge was hard to find. It lived in libraries, universities, professions, and experts. Access was uneven. Those who knew more often had an advantage over those who knew less. Artificial intelligence changes that. For the first time, expertise is becoming widely accessible. A question that once
Technology
Imagine walking through a large company. A CFO is reviewing a sales dashboard. A salesperson is working through a list of prospects. A customer is browsing a website, deciding whether to buy. These appear to be different activities. Different people. Different tools. Different products. But there is a good chance
Commercial Value
Data quality has an unusual characteristic: success removes the evidence of the problem. At first, the issues are obvious. Reports disagree. Fields are empty. Three labels describe the same thing. The defects announce themselves. Then a good team goes to work. Definitions become consistent. Pipelines become reliable. Errors disappear. Complaints
Technology
We often talk about data as if it ages like food. Fresh data is valuable. Old data is stale. But that analogy breaks down surprisingly quickly. Nobody looks at fifty-year-old census records and calls them stale. Economists routinely analyse data collected decades ago. In many cases, its value