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
What businesses gain information on when they use test marketing to forecast sales?
1) The product itself
2) Promotional message and media coverage
3) Distribution channels
4) Price
What are the positives and negatives of using test marketing?
+ accurate and proportional of real customers spending, reduces risk, creates a promotional buzz
- competition gain info on new products, not representative of the entire target market, costly and time-consuming
What are the limitations of sales forecasting?
Doesn’t take into account:
- external factors (economic variables e.g. GDP, Tax)
- competitors actions
- consumer trends
Only a prediction
Tough for small businesses as they have no historical data
Might be subjective
When is sales forecasting inaccurate?
If the business is new
Technology advancements
Demand highly sensitive to price and income change
Poor management