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How Has the Movement of Knowledge Changed Throughout Human History?
By: John F GroomThe Accelerating Movement of KnowledgeOne way to understand human progress is to look at how quickly knowledge moves.For much of history, knowledge traveled no faster than a person co...
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Will You Work Less in the AI Era?
By John F. Groom, author of Business as Sport For decades, people have predicted that technology would eventually free us from work. Every major breakthrough seems to arrive with the same promise: ma...
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Why Is My AI Project Failing?
By: John F GroomAI projects fail for reasons that have little to do with the model. The model may be powerful. The engineering team may be competent. The business goal may be real. But if the data is...
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How Do I Know What Data to Collect?
By: John F GroomOne of the most common mistakes in data collection is collecting data before deciding what the data is supposed to accomplish.Organizations often gather large amounts of information s...
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How Do I Compare Two Datasets?
By: John F GroomOrganizations compare datasets by looking at simple metrics such as record counts, file size, or the number of fields. Unfortunately, those measurements rarely answer the most importa...
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How Do I Prove Provenance?
By: John F GroomMany organizations can describe where their data came from. Far fewer can prove it.As AI, analytics, and data-driven decision making become more common, provenance is becoming one of...
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How Do I Audit a Dataset?
By: John F GroomDataUniversa was built around a simple question:How do you determine whether a dataset can actually be trusted?Many organizations collect large amounts of data, but few have a structu...
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Is My Dataset Any Good? A Practical Framework for Evaluating Dataset Quality
By: John F GroomMany organizations collect data for years without ever evaluating it. They know how many records they have. They know where the files are stored. They may even know how the data is us...
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What Makes a Dataset Valuable?
By: John F GroomNot all datasets are equally valuable. Two organizations may each have one million records, yet one dataset may attract significant interest while the other generates little or no dem...
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How Much Is My Dataset Worth?
By: John F GroomThere is no universal price for a dataset. The value of a dataset depends on:Comparable market transactionsData qualityProvenanceInteroperabilityExclusivityBuyer demandThe most reliab...
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