Time series analysis?
A series in figures recorded over a period of time. E.g. sales per month over 3 years (a series of 36 figures)
Components of time series analysis?
Trend-long term movement in a consistent direction e.g. sales of mobile phones over the last 5 years
Seasonal variation -predictable,recurring fluctuations over the short term e.g. ice cream retailer
Cyclical variation-recurring patterns over the long term e.g. economic recessions and booms
Random variation-unpredictable fluctuations caused by random events e.g. war
Time series models?
Additive models
TS=T+SV
Multiplication models
TS=TxSV
De-seasonalising data?
If TS=TxSV
Then T =TS/SV
Finding the trend and seasonal variation
Find moving average
Find trend using first moving average-last moving average and dividing it by how many steps there are between them both
Find the difference between the date and moving average
Find the seasonal variation for 3 weeks and calculate an average
Time series analysis
Adjust historic figure using the growth trend % and then use this as a base for all quarters
Then adjust the figures using the seasonal variation
Total the figures
Linear aggression
Y=a+bx
Y=total costs (y axis)
X=volume of production units (x axis)
A=point where the line intercepts the y axis
B=the slope of the line which is the VC/unit
Expected values and sensitivity
Profit/the cost your testing X100