ACCA Applied Skills · Performance Management · Big data and data analytics
A hotel group wants to predict room demand using data from booking systems, weather forecasts and online reviews. Which of the following is a recognised limitation or risk of relying on big data for such analysis?
Poor-quality or biased data can produce misleading conclusions even if the dataset is very large. This is the veracity issue: size does not guarantee accuracy. Analytics can handle unstructured data and can identify customer patterns, so the other statements are incorrect.
- AData analytics can only be applied to structured financial data
- BLarge datasets guarantee that the conclusions are accurate
- CPoor-quality or biased data can lead to misleading conclusions even when the dataset is very largeCorrect
- DBig data cannot be used to identify patterns in customer behaviour
Explanation
Veracity is one of the five Vs, and size does not remove errors or bias; poor data produces unreliable analysis. Analytics can use unstructured data and can identify customer behaviour patterns, and no volume of data guarantees accuracy.
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