Self-check
Your score stays on your own device.
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A colleague says: 'Our numbers do not match, so we need a new reporting tool.' What is true?
If a tool you have works, use it. Numbers match when the data behind them is combined and agreed.
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The CRM says 'Janssen BV', accounting says 'Jansen B.V.'. What is the result?
People know it is one customer; software does not. The numbers split.
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You are moving to a new software package soon. When do you clean?
Mess you carry into a new system stays there for years. The move is the best moment to clean.
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A manager says: 'We cleaned the customer file last year, so it is fine now.' What is true?
Cleaning helps for a few months. What lasts is one agreed source per piece of data, plus checks.
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Two records both look half right. Who decides which one stays?
Doubtful merges go to a person. Every merge is recorded, so it can be undone.
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A supplier offers data governance for your 40-person company. What do you ask first?
A rule the system enforces is a rule that holds. A document nobody reads changes nothing.
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Every Monday a colleague runs a script that pulls sales data into the report. What does a pipeline add?
A loose script can fail without telling anyone. A pipeline checks and logs, so a missing day shows before someone steers on it.
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A wholesaler with orders, invoices and hours wants reports across years. What usually fits?
Fixed-shape data and known questions suit a classic warehouse. It is also the cheapest to maintain.