Formula:
It is critical to distinguish between comparing the magnitude of data and the consistency of data. A group can have a higher average but be less consistent than another group.
| Feature | Average (Mean/Median/Mode) | Spread (Range) |
|---|---|---|
| Focus | Centrality / Typicality | Variability / Consistency |
| Question | Which group is 'higher'? | Which group is more 'reliable'? |
| Calculation | or middle value |
Ignoring the Sample: A common mistake is drawing broad conclusions from a very small or biased data set. Always consider if the data is representative of the whole population.
Confusing Range with Value: Students often think a 'large range' means 'large values.' In reality, a large range only means there is a big gap between the highest and lowest points.
Misinterpreting Steepness: Assuming a steeper line always means 'better.' In contexts like 'cost' or 'waste,' a steeper upward line is actually a negative trend.