What is time series?
The different features on a time series graph:
Long Term Trend
Season Effects
Outliers (spikes)
A time series graph is essentially a line graph over a prolonged period of time.
To identify it is a time series some measurement on time will be on the x-axis
(Give numbers in context)
(Total Increase Ă· Num. of yrs)
Increasing
1.84 million jobs in 2005 to 1.91 million jobs in 2011
(1.91-1.84) Ă· 6 = 0.012 million jobs (3dp)
Yes, increasing from Jan 2005 to June 2008, decreasing June 2008 to September 2009, increasing from September 2009 onwards.
Increase could be due to growing economy, but more likely to be due to the growing population of NZ.
Decrease due to the 2008 Global Financial Crisis.
Overall the trend in the total filled jobs in NZ is increasing. The moving mean increases from 1.84 million jobs in 2005 to 1.91 million jobs in 2011. Over this six year period we see an average increase of 12,000 (=0.012 million) jobs per year.
Although this graph is overall increasing it varies across this time period. From January 2005 until June 2008 we see an increasing trend from 1.84 million to 1.96 million filled jobs, however the trend is then decreases from June 2008 (1.96 million filled jobs) until September 2009 (1.88 million filled jobs), and following this the trend continues on an increasing trend to 1.91 million filled jobs in August 20111.
The reason for the increase overall although could be due to a growth in the economy, is more likely related to the growth in NZ's population. Statistics NZ shows over this period there is a steady increase in NZ's population (source). Interestingly, the decrease in the June 2008 to September 2009 is most likely attributed to the Global Financial Crisis that impacted the NZ economy and causing job losses (source).
Seasonal variation is a pattern that we see happening repeatedly at the same time each cycle.
The number of seasons depends on the data.
Where do they occur in the seasons?
How much higher on average than the long term trend?
Are there any individual peaks that do not follow this trend?
Where do they occur in the seasons?
How much lower on average than the long term trend?
Are there any individual troughs that do not follow this trend?
The data shows there is a common repeating pattern across the 12 months of each year.
Peaks occur in both December and March each year. December on average being 0.0574 (from table) million above the trend line, and March on average being 0.031 (from table) million above the trend line.
A trough occurs each year in January, where on average it is 0.0538 (from table) million below the trend line.
Jan 2008 is not the same as other Januaries (less severe)
Reasons for peaks occurring in December could be due to rush in leading up to Christmas, and people getting casual work over this period (source), whereas March is a busy time for seasonal work of the harvesting of fruit such as kiwifruit, employing many people (source).
The trough could be explained because January is a common time for people to take holidays in NZ, being the peak of summer. Additionally people may have been on year long contracts running from January - December. Meaning when January comes they could be looking for employment.
In the number of filled jobs in NZ there is a common repeating pattern across the 12 months of each year. There are peaks that occur in both December and March each year. December is on average being 57,400 filled jobs above the trend line, and March on average being 31,000 filled jobs above the trend line. A trough occurs each year in January, where on average it is 53,800 filled jobs below the trend line. The peaks and troughs seem to be a similar height away from the trend line with the exception of the trough in January 2008 where the trough is much less severe and closer to the trend line.
The reasons for peaks occurring in December could be due to rush in leading up to Christmas, and people getting casual work over this period to fill the increase of activity in the retail sector across this time (source). Whereas March is a busy time for seasonal work of the harvesting of fruit such as kiwifruit, employing many people (source). Although some a lot of these positions are filled by tourists on a Working Holiday visa, which would mean it would not have an impact on NZ's unemployment rate.
The trough could be explained because January is a common time for people to take holidays in NZ, being the peak of summer. Additionally people may have been on year long contracts running from January - December. Meaning when January comes they could be looking for employment.
Say where is occurs?
How much higher (or lower) than it normally is during this season
What is a reason for this peak?
In the above graph you will see a significant spike in July 2007. As can be seen typically the interest has a rating score of about 20 in July, but in this month it was about 80 points higher. A reason for this is on this data the final book in the Harry Potter series release (as well as an earlier movie) causing a mass surge in interest in the series of books.