Impact of calendar effects Anu Peltola Economic Statistics Section, UNECE UNECE Workshop on Seasonal...
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Transcript of Impact of calendar effects Anu Peltola Economic Statistics Section, UNECE UNECE Workshop on Seasonal...
Impact of calendar effects
Anu PeltolaEconomic Statistics Section, UNECE
UNECE Workshop on Seasonal AdjustmentUNECE Workshop on Seasonal Adjustment20 – 23 February 2012, Ankara, Turkey
February 2012 UNECE Statistical Division Slide 2
Overview
Meaning of calendar effects Causes of calendar effects Types of calendar effects Reason for calendar corrections Problematic issues
February 2012 UNECE Statistical Division Slide 3
Calendar Effects
= any economic effect related to the calendar Seasonal component includes two types of
effects: seasonal & calendar related Removed before seasonal adjustment Include:
• number of different days in a month• composition of working and non-working days • moving holidays • leap year effect
Alter the level of activity measured
February 2012 UNECE Statistical Division Slide 4
Causes of Calendar Effects
The rhythms of human activity: • 24-hour rotation of days • Weekly rest• Holiday periods• Traditional behaviour related to the calendar
These social habits and rhythms also cause seasonality• Changes in habits between winter and summer are
not part of calendar effects, but seasonal effects
February 2012 UNECE Statistical Division Slide 5
Calendar Correction
Removes non-seasonal calendar effects from the data, if statistical evidence and economic explanation
Four possibilities:• Trading days (working/non-working, 6 regressors))• National and moving holidays ((provided by the user))• Leap-year• Easter
Demetra+ pre-tests the presence of these effects, if tests are significant: • Using calendar adjustment / calendar correction improves
significantly results!
February 2012 UNECE Statistical Division Slide 6
Working Day Effect
Difference between week/weekend days• Volume of production may be smaller on Saturdays
and Sundays than on weekdays Level of activity is higher if the month contains
more weekdays • Working day effect
Sometimes, the number of weekdays doesn’t affect the level of activity at all, for example, when the factories operate in shifts every day.
February 2012 UNECE Statistical Division Slide 7
Trading Day Effect
= Difference between all days of the week
Means that the level of the measured variable varies depending on the day of the week
Different days have a different weight/ effect on the data
February 2012 UNECE Statistical Division Slide 8
Moving Holidays
= The impact on the series of holidays whose exact timing shifts from year to year
Examples of moving holidays:• Easter • Chinese New Year - where the exact date is
determined by the cycles of the moon• Ramadan
Need to be added by the user to Demetra+
February 2012 UNECE Statistical Division Slide 9
Moving Holidays
Growth rates (April 2008)
from April 2007
from March 2008
Original series 8.1 -
Working day adjusted
5.1 -
Seasonally adjusted
- 1.2
April 2008: +3 working days vs. April 2007• Easter was not in April in 2008
Without any adjustment IPI grew about 8 per cent (April 2008 from April 2007)
If you working day adjust, growth was 5 per cent
February 2012 UNECE Statistical Division Slide 10
National Holidays
Influence the number of working days Country specific historical list of public
holidays and compensation holidays need to be kept
Improve estimates of the calendar component Compensation holiday = additional holidays
sometimes announced if a national holiday falls into the weekend
Need to be added by the user to Demetra+
February 2012 UNECE Statistical Division Slide 11
Leap Year
The leap year adds one day in every four years
The day can be either a working day or it may fall into the weekend
Demetra+ tests for the significance of the leap year effect
February 2012 UNECE Statistical Division Slide 12
Trading/Working Day Adjustment
Aims at a series independent of the composition of days in a month• In the working day adjusted data everyday is equal
Improves quality of seasonal adjustment! Easier to observe the underlying economic
development Should be applied only if these effects are
present Compile, maintain and add national holidays for
better estimates!
February 2012 UNECE Statistical Division Slide 13
Problematic Calendar Issues Changes in regular national holidays
• Abolished holidays – new holidays Regional differences in holiday calendars in a
country Complex set of moving holidays Excessive use of compensation holidays Changing durations of holidays Combining national holidays with pre-defined
calendar corrections “Bridge effect” means that complete the holiday
with the days which are decided by goverment (bonus days)