Overview
Seasonal adjustment is a statistical technique which aims to identify, estimate and remove seasonal fluctuations and typical calendar effects (such as those caused by monthly variations in the number of trading days) from non-seasonally adjusted (NSA) time series data, making it easier for users to interpret this data and compare it with that from a prior period. Seasonal effects are seasonal fluctuations that, under normal circumstances, can be expected to recur with similar intensity in the same season each year, e.g. variations in economic activity due to Christmas holidays, or weather patterns. Calendar effects include effects caused by the composition of the calendar, e.g. due to differing number of working or calendar days in the month, or the dates of particular occasions, such as Easter holiday days, within the year – the influence of such effects on a particular month can vary from year to year, but they can be quantified and adjusted.
An example of a seasonal series is the number of total sterling approvals for house purchase to individuals. This series shows clear seasonal troughs in December and January (see aqua line below). However, data users are often interested in the underlying movements of the series rather than any seasonal effects. The seasonally adjusted series for the number of total sterling approvals for house purchase to individuals (see orange line below) has both the seasonal and calendar effects removed.
Chart 1: Number of mortgage 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)
The Bank conducts regular reviews of the seasonal adjustment settings of its data series to ensure these remain satisfactory.
Technical details
The Bank of England seasonally adjusts its data using X-13ARIMA-SEATS.
The Bank seasonally adjusts approximately 400 published series, the majority being of monthly periodicity. The following considerations are taken into account when adjusting a series:
- Type: Flows series that are derived from levels (stocks) series are not seasonally adjusted directly, but are instead derived from the seasonally adjusted levels series as described below. The treatment for seasonally adjusting a levels series differs slightly to that for a flows series;
- Frequency: Where possible, the seasonally adjusted quarterly series are derived from the corresponding seasonally adjusted monthly series, but in some cases the monthly equivalent is not available or is only available over a very short time span, in which case the quarterly series is seasonally adjusted directly;
- Length: X-13ARIMA-SEATS requires a minimum of three years of data to seasonally adjust though a longer span of data is preferred to obtain more reliable results;
- Detection of seasonality: Before seasonally adjusting, the results of various diagnostics are examined to decide whether the series actually requires seasonal adjustment.
- Aggregation considerations: Aggregate time series can be directly or indirectly seasonally adjusted. In the latter case, component series will be seasonally adjusted individually and the seasonally adjusted data aggregated as a sum of their components. The decision to use indirect or direct seasonal adjustment is a complex and carefully balanced judgement, but generally, the method that results in a more optimal seasonal adjustment is preferred.
Some series may be reviewed more frequently than others.
The Bank conducts regular reviews of the settings used for seasonal adjustment of published series, and publishes the results via a Statistical article. Any significant methodological changes are also documented. During the monthly statistical production cycle additive outliers are identified and, given time and resource constraints within the production cycle, implemented if they would change the seasonal adjustment sufficiently to change the economic story of the data. If they are found to not significantly alter the economic story presented in the seasonally adjusted series, these outliers will be implemented after the current monthly statistical production round has concluded, but ahead of the next one.
Seasonally adjusting stock series
Some monetary statistics series are reported naturally as flows (e.g. the number of mortgage approvals for house purchase) and they should be seasonally adjusted as flows in their own right. Other flows series, however, are initially compiled in terms of amounts outstanding at the end-month reporting dates. These levels (or stocks) series are on a point in time basis, and for these series, users may also be interested in the derived flows and growth rates (see the Changes, flows, growth rates. Explanatory notes for further information on how these are derived). For such series, both seasonally adjusted levels and flows are derived by first seasonally adjusting a break-adjusted levels series (see also Break-adjusted levels data).
Figure 1: The seasonal adjustment process for flows and levels![](data:image/png;base64,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)
If the underlying data of the series is collected as flow data, then no transformations prior or post seasonal adjustment are required to obtain a seasonally adjusted flow series. However, if the underlying data of the series is collected using stock data, then the following steps occur to obtain the seasonally adjusted flow series:
- The non-seasonally adjusted level series, \[U_t\], is transformed into a break-adjusted non-seasonally adjusted series using a ratio series, \[b_t\], is used to temporarily adjust the non-seasonally adjusted level series.
- Seasonal adjustment is performed on the non-seasonally adjusted level series resulting in the seasonally adjusted break-adjusted series, \[V_t\]. Note that a multiplicative decomposition is used, i.e. a log transformation is performed.
- The seasonally adjusted level series, \[L_t\], is found by multiplying the seasonally adjusted break-adjusted series, \[V_t\], by the ratio series, \[b_t\].
- The seasonally adjusted flow series is calculated by multiplying the ratio of the prior and current periods of the ratio series, \[\frac{b_{t-1}}{b_t}\], with the seasonally adjusted level series, \[L_t\], and finally subtracting the seasonally adjusted level series of the previous period, \[L_{t-1}\].
The main benefit of this method over the alternative method (which is to seasonally adjust the break-adjusted NSA flows time series), is that a multiplicative decomposition model can be used instead of an additive model.
Further information
Seasonal adjustment: 2022 Covid-19 Review, Haarmann, J (2022) Statistics article, August 2022
Seasonal adjustment 2018 update, Brown, M (2018) Statistics article, June 2018
Seasonal adjustment 2017 update, Taylor, K (2017) Statistics article, May 2017
Seasonal adjustment: 2016 update, Boobier, T (2016) Statistics article, June 2016
Seasonal adjustment: 2015 update, Meader, R (2015) Statistics article, June 2015
Seasonal adjustment: 2014 update, Hussain, F & Meader, R (2014) Statistics article, June 2014
Modifications to the seasonal adjustment of M4 and M4 lending excluding intermediate OFCs measures, Berar, R & Meader, R (2013), Statistics article, October 2013
Seasonal adjustment: results of 2012 annual review, Meader, R (2013), Statistics article, May 2013
Seasonal adjustment: effects of the 2012 Diamond Jubilee, Owladi, J (2013), Statistics article, January 2013
Seasonal adjustment: 2012 update, Broughton, E & Owladi, J (2012), Statistics article, May 2012
Changes to the annual seasonal adjustment review, Hussain, F (2011), Statistics article, March 2011
Seasonal Adjustment of M4 excluding intermediate OFCs (M4ex) - an update, Gilhooly, R & Hussain, F (2010), Statistics article, November 2010
Seasonal Adjustment of quarterly M4 excluding intermediate OFCs (M4ex) , Hussain, F & Maitland-Smith, F (2010), Statistics article, September 2010
Seasonal Adjustment: 2010 annual review, Hussain, F & Shah, A (2010), Statistics article, April 2010
Seasonal Adjustment: 2009 annual review, Owladi, J & Hussain, F (2009), Statistics article, April 2009
Seasonal Adjustment: 2008 annual review, Burgess, S (2008), Statistics article, April 2008
Change in policy regarding the seasonal adjustment of quarterly series, Burgess, S (2007), Statistics article, April 2007
Seasonal adjustment of UK monetary aggregates: direct versus indirect approach, Burnett, M (2006), Statistics article, February 2006
The treatment of securitisations and loan transfers when seasonally adjusting using X-12-ARIMA, Daines, M (2006), Statistics article, March 2006
Seasonal adjustment of monetary data: annual review, Daines, M (2005), Statistics articleMonetary and Financial Statistics, April 2005
Historical comparison of seasonally adjusted series using GLAS and X-12-ARIMA, Daines, M (2004), Statistics article, January 2004
Prospective change in seasonal adjustment methodology: consultation with users: summary of responses, Bank of England (2003), Statistics article, February 2003
Change in seasonal adjustment method to X-12-ARIMA, Thorp, J (2003), Statistics article, December 2003
Prospective change in seasonal adjustment methodology: consultation with users, Bank of England (2002), Statistics article, November 2002
Seasonal adjustment of UK monetary aggregates (QB 1996 Q2) p.209, Bianchi, M (1996), Quarterly Bulletin, 1996 Q2.