3.3.1 Quantitative sales forecasting Flashcards
What are moving averages?
A time-series technique used for identifying an underlying trend by smoothing out fluctuations in data.
What are the positives and negatives of using moving averages?
+ easier to predict future sales,
- fluctuations may be useful in the future to understand possible fluctuations in the market.
What are the methods of time-series analysis?
3-period
4-period
How do businesses calculate a 3-period moving average?
by adding up 3 months and dividing by 3.
(then plot the number in the middle month)
e.g. (Jan+Feb+Mar)/3
–> Then plotting the number in February
How do businesses calculate a 4-period moving average?
by adding 1/2 of the first month and last month to the 3 months in between and then dividing by 4
(then plot the number in the middle month
e.g. (1/2Jan + Feb + Mar + Apr + 1/2May)/4
–> Then plotting the number in March
What are the methods of sales forecasting?
1) Extrapolation
2) Correlation
3) Test market
How do business use extrapolation to forecast sales?
- Businesses forecast the future based on historical sales data.
- This happens when the sales line is extended
- This is used in conjunction with moving averages
What are the positives and negatives of extrapolation?
+ used for your business and based on historical data, simple and easy, fluctuations may be useful
- doesn’t account for external factors, reduces accuracy as its only a prediction, subjective, historical fluctuations may not be useful, only quantitative data
How do businesses use correlation to forecast sales?
- When a business looks at two variables and compares the relationship between them.
- after comparing them, a regression line is used to indicate the relationship.
What variable goes on the x-axis?
the independent variable
What variable goes on the y-axis?
the dependent variable
What are the types of relationships for a relationship?
positive
weak
none
What are the positives and negatives of using correlation to forecast sales?
+ understand inventory levels, understand supply + demand, support decision-making, can include both qualitative and quantitative
- variables may have a casual relationship (both change but they aren’t related), doesn’t work for all factors
How do businesses use test marketing to forecast sales?
- When a business launches products in small parts of the target market
Why do business use test marketing to forecast sales?
- Businesses do test marketing to gauge the viability of a product or service