3.3.1 Quantitative Sales Forecasting Flashcards
What is a sales forecast?
- An important business planning tool
- Provide an estimation of future sales figures using past data & considering predictable external factors
- Can also be used to identify trends in product sales which can then be compared with the market as a whole
- Can prepare for external factors such as PESTLE
What is meant by extrapolation?
- Extrapolation uses trends established from historical data to forecast the future
Moving averages are often used for extrapolation
What are moving averages?
- A moving avergae takes a data series and ‘smoothes’ the fluctuations in data to show an average
- The aim is to take out the extremes of data from period to period
How would you calculate moving averages?
- Caluclate the moving total (add all the figures/ quatres up)
- Calculate the centered average (divide by how many there are)
What are the benefits and drawbacks of using extrapolation?
Benefits:
- A simple method of forecasting
- Not much data required
- Quick and cheap
Drawbacks:
- Unreliable if there are significant fluctuations in historical data
- Assumes past trend will continue into the future- unlikely in many competitive business environments
- Ignores qualitative factors e.g. changes in fashion
How do businesses use scatter graphs?
- Scatter graphs allow businesses to compare two variables to see if there is any correlation
- e.g. sales volume & advertising
What is correlation?
- Correlation looks at the strengths of the relationship between two variables
What are the three types of correlation and how does a business use these?
Positive Correlation:
As one variable increases so does the other variable
Negative Correlation:
As one variable increases the other variable decreases
No Correlation:
Means there is no correlation between the two variables
Not possible to identify a line of best fit
What are the key factors that affect sales forecasts?
- Consumer trends
- Economic variables
- Competitor actions
What are the limitations of quantitative sales forecasting?
Seasonality:
- Weather related factors such as unusually hot summers or cold winters
Competition:
- The entrance of new rivals or unexpected actions by competitors
Publicity:
- Positive or negative publicity e.g. unexpected promotions by a customer with a large social media following
Market Changes:
- Unexpected changes to consumer income or a swing in customer preferences
Changes to legislation:
- Unexpected changes to law or the tax structure
How can businesses improve the accuracy of sales forecasts?
- Conducting detailed market research
- Employing experts with excellent market knowlege
- Revising the sales forecasts frequently
- Forecasting for the short to medium term