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B
Long-term variations
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C
Irregular variations
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D
All of the above
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Solution
The correct option is D All of the above ⇒ A time series consist of Short−termvariations,Long−termvariationsandIrregularvariation.
⇒Shorttermvariation− Seasonal trends are short term movements occurring in data due to seasonal factors. For example, it is commonly observed that the consumption of ice-cream during summer is generally high and hence an ice-cream dealer's sales would be higher in some months of the year while relatively lower during winter months.
⇒Longtermvariation− The secular trend is the main component of a time series which results from long term effects of socio-economic and political factors. Prices and export and import data, for example, reflect obviously increasing tendencies over time.
⇒Irregularvariation−These are sudden changes occurring in a time series which are unlikely to be repeated. They are components of a time series. Floods, fires, earthquakes, revolutions, epidemics, strikes etc., are the root causes of such irregularities