ACCA Applied Knowledge · Management Accounting · Analytical techniques in budgeting and forecasting
A company finds that the correlation coefficient between monthly advertising spend and monthly sales revenue is +0.9. What is the coefficient of determination, and what does it mean?
The coefficient of determination is r squared, so 0.9 squared gives 0.81. This means 81% of the variation in sales is explained by variation in advertising spend, with the remainder due to other factors.
- A0.81; 81% of the variation in sales is explained by variation in advertising spendCorrect
- B0.81; 81% of the variation in advertising spend is caused by sales
- C0.90; 90% of the variation in sales is explained by advertising spend
- D0.95; 95% of the variation in sales is explained by advertising spend
Explanation
The coefficient of determination is r squared: 0.9 x 0.9 = 0.81. It measures the proportion of variation in the dependent variable (sales) explained by the independent variable (advertising). Option C wrongly uses r itself, and option D takes the square root of r.
Did you get it right without looking?
One question tells you little. A timed set on Analytical techniques in budgeting and forecasting shows your real accuracy, how long you take and where you lose marks.
More Analytical techniques in budgeting and forecasting questions
- Quarterly sales (in $000) were: Year 1 Q1 100, Q2 120, Q3 140, Q4 110, and Year 2 Q1 108. Using a four-point centred moving average as the t…
- A company's quarterly sales trend is y = 200 + 5x, where y is sales in $000 and x = 1 for Quarter 1 of Year 1. Using an additive model, the …
- The first unit of a job took 40 hours. The total time for the first two units was 64 hours. Using the cumulative average time model, what le…
- The first unit of a product takes 125 labour hours. An 80% learning curve applies (cumulative average time model) and labour costs $15 per h…
- A business buys two materials. Base-year prices: X $4, Y $10. Current prices: X $5, Y $12. Base-year quantities: X 100 units, Y 50 units. Wh…
- A business finds r = 0.5 between staff training hours and units processed per hour. Which conclusion is most appropriate?