IAI Actuarial Core Principles · Actuarial Statistics · Purpose and function of data analysis
Which of the following best describes the key distinction between inferential and descriptive analysis?
Inferential analysis draws conclusions about a wider population from a sample and accounts for sampling uncertainty, for example through confidence intervals and hypothesis tests. Descriptive analysis only summarises the data actually held, without generalising beyond it.
- AInferential analysis draws conclusions about a population from a sample, allowing for sampling uncertaintyCorrect
- BInferential analysis only uses graphs while descriptive analysis uses formulas
- CInferential analysis summarises the full data set without any sampling
- DInferential analysis always produces a forecast of future values
- Inferential analysis requires no assumptions about the data
Explanation
Inferential analysis uses sample data to make statements about a wider population, quantifying uncertainty through estimates, intervals and tests. Descriptive analysis only summarises the data held. Forecasting is predictive, and inference does rely on assumptions.
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