what is seasonal adjustment? - british columbia real estate

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Economics THE BULLETIN • AUGUST 2012 “BC Multiple Listing Service ® (MLS ® ) home sales fell 27 per cent in December!... BC home sales rose 49 per cent in March!” Both of these statements are true, but are they meaningful? Not really. The type of variation we see in some monthly data is produced by a normal and predictable seasonal pattern. Which is why whenever the media reports economic statistics such as how many jobs were created or houses sold each month, it is very likely that the statistics they are reporting have been “seasonally adjusted.” But what exactly does that mean? Before we get into how and why seasonal adjustment is done, it will be useful to define a few terms: Time Series: a time series is a set of data points of some economic (or other) variable observed through time. For example MLS ® home sales from January 1980 to December 2011. Seasonality: a time series displays seasonality if there is, within the calendar year, repetitive and predictable movement around an economic variable’s trend. Trend: the trend is the long-term movement in a time series after other components, such as cyclical fluctuations, have been accounted for. Cycle: the cycle component of a time series is the fluctuation around the long-term trend that occurs at a period of longer than one year. Irregular: a time series may also have what is called an irregular component consisting of whatever variation remains once trend, cycle and seasonality have been accounted for. It can be the result of one-time events like extreme weather conditions or other unpredictable events. Many economic data are influenced by recurring seasonal factors. Whether from weather, holidays or other recurring calendar events, these seasonal factors often obscure the underlying movement of an economic variable and make data analysis more challenging. Consider the increase in retail sales during the Christmas shopping season or home sales in the spring and summer months when the sun is shining and flowers are blooming. If one were to look at the raw data for these series, you would observe spikes in the level of the data that could mask a meaningful underlying trend. The challenge for economists and other users of data is to isolate movements in a time series that are due solely to seasonality and not to other important economic factors that might be impacting trends in the data. To accomplish this, various statistical methods have been developed to decom- pose a time series into its trend, cycle, irregular and seasonal components. The time series decomposition of MLS ® home sales is shown in the accompanying graph. Most of the monthly fluctuation in sales are due to the long-term trend and medium- term cyclical economic factors. However, there is a pronounced seasonal factor as well. Once the seasonal factor has been removed, it is much easier to see smaller movement in the underlying data that were previously masked by seasonal fluctuations. As we have seen, seasonal adjustment is an invaluable tool for data analysis that can significantly enhance understanding and communication of the month to month changes in the housing market. What is Seasonal Adjustment? By Brendon Ogmundson, BCREA Economist Send questions and comments about The Bulletin to: Editor: Damian Stathonikos Assistant: Lindsay Cook The Bulletin is published quarterly by the British Columbia Real Estate Association. Real estate boards, real estate associations and REALTORS ® may reprint this content, provided that credit is given to BCREA by including the following statement: “Copyright British Columbia Real Estate Association. Reprinted with permission.” BCREA makes no guarantees as to the accuracy or completeness of this information. 1420 - 701 Georgia Street West PO Box 10123, Pacific Centre Vancouver, BC V7Y 1C6 Phone: 604.683.7702 Fax: 604.683.8601 Email: [email protected] www.bcrea.bc.ca Printed on recycled paper. ISSN: 1705-3307 Cycle Component Seasonal Component Unadjusted Data Time Series Decomposition of MLS ® Home Sales Seasonally Adjusted Data Irregular Component Trend Component BCREA Economist Brendon Ogmundson

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Page 1: What is Seasonal Adjustment? - British Columbia Real Estate

Economics

T h E B u l l E T i n • a u g u s T 2 0 1 2

“BC Multiple Listing Service® (MLS® )

home sales fell 27 per cent in December!...

BC home sales rose 49 per cent in March!”

Both of these statements are true, but are

they meaningful? Not really. The type of

variation we see in some monthly data is

produced by a normal and predictable

seasonal pattern. Which is why whenever

the media reports economic statistics such

as how many jobs were created or houses

sold each month, it is very likely that the

statistics they are reporting have been

“seasonally adjusted.” But what exactly

does that mean?

Before we get into how and why seasonal

adjustment is done, it will be useful to

defi ne a few terms:

Time series: a time series is a set of data

points of some economic (or other) variable

observed through time. For example MLS®

home sales from January 1980 to

December 2011.

seasonality: a time series displays

seasonality if there is, within the calendar

year, repetitive and predictable movement

around an economic variable’s trend.

Trend: the trend is the long-term

movement in a time series after other

components, such as cyclical fl uctuations,

have been accounted for.

Cycle: the cycle component of a time series

is the fl uctuation around the long-term

trend that occurs at a period of longer than

one year.

irregular: a time series may also have what

is called an irregular component consisting

of whatever variation remains once trend,

cycle and seasonality have been

accounted for. It can be the result of

one-time events like extreme weather

conditions or other unpredictable events.

Many economic data are infl uenced by

recurring seasonal factors. Whether

from weather, holidays or other recurring

calendar events, these seasonal factors

often obscure the underlying movement

of an economic variable and make data

analysis more challenging. Consider the

increase in retail sales during the Christmas

shopping season or home sales in the

spring and summer months when the sun

is shining and fl owers are blooming. If one

were to look at the raw data for these series,

you would observe spikes in the level of

the data that could mask a meaningful

underlying trend.

The challenge for economists and other

users of data is to isolate movements in a

time series that are due solely to seasonality

and not to other important economic factors

that might be impacting trends in the data.

To accomplish this, various statistical

methods have been developed to decom-

pose a time series into its trend, cycle,

irregular and seasonal components. The

time series decomposition of MLS® home

sales is shown in the accompanying graph.

Most of the monthly fl uctuation in sales are

due to the long-term trend and medium-

term cyclical economic factors. However,

there is a pronounced seasonal factor as

well. Once the seasonal factor has been

removed, it is much easier to see smaller

movement in the underlying data that

were previously masked by seasonal

fl uctuations.

As we have seen, seasonal adjustment is

an invaluable tool for data analysis that

can signifi cantly enhance understanding

and communication of the month to month

changes in the housing market.

T h E B u l l E T i n • a u g u s T 2 0 1 2

A new video series of interest to REALTORS®

and their condo or townhouse clients is

now available from the BC government’s

Homeowner Protection Offi ce (HPO).

Focusing on the maintenance of multi-

unit buildings, the video series stems from

the free Maintenance Matters bulletins

produced by the HPO, a branch of BC

Housing. The bulletins provide practical

information on maintaining the building

envelope of multi-unit residential buildings

including townhouses, and low and high-

rise buildings.

The short, informative videos explain why

regular maintenance needs to be performed

and also provide tips and checklists – useful

information for all condo and townhouse

clients, but particularly those buying into

a multi-unit building for the fi rst time.

They can be found at www.hpo.bc.ca (What’s

New) and BC Housing’s YouTube channel at

www.youtube.com/user/bchousing1.

The videos will help inform clients about

the types of exterior maintenance required

for their buildings, and why it’s important

to invest in these tasks through their strata

fees. They explain how, in addition to

enhancing property values and curb

appeal, regular maintenance can save

them money because it prevents costly

problems and emergency repairs.

Additionally, the videos show clients how

failure to perform regular maintenance,

or improperly performed maintenance,

can compromise their building’s home

warranty insurance. Warranty providers

may deny coverage in cases of neglect and

improper maintenance, particularly if the

fi rst homeowner received a maintenance

manual from the builder or warranty

providers and did not perform the

recommended maintenance.

The Maintenance Matters video series

covers the following topics:

at-grade and Below-grade assemblies –

typically used for car and bicycle parking

and storage.

Exposed Wood structures – such as wood

walkways and decks.

Cladding – materials used to cover the

exterior of a building.

In addition to the videos, REALTORS® may

also steer multi-unit clients to the HPO’s

complete Maintenance Matters bulletin

series. Produced in collaboration with the

Canada Mortgage and Housing Corporation,

Polygon Homes and building envelope

consulting fi rms, the bulletins are available

in the Reports & Publications section at

www.hpo.bc.ca. The downloadable PDF

bulletins delve deeper into their topics with

additional information and advice – such as

practical guidelines for hiring professional

contractors.

In addition to the three topics covered in

the videos, the other bulletins address:

#7: Building Envelope maintenance

and renewals Planning – function of the

building envelope, impact of maintenance.

#6: Decks and Balconies – steps to take

for proper inspection, maintenance and

long-term performance.

#5: sealants – sealant types and

maintenance requirements.

#4: residential Windows and Exterior

Doors – inspection and maintenance

to ensure long-term performance.

#3: avoiding Condensation Problems –

why condensation forms, why it is a concern,

prevention and addressing problems.

#2: maintaining your roof – roof types,

maintenance requirements and common

issues.

#1: Paints, stains and Coatings – types of

paints, stains and coatings, application and

maintenance.

Free online subscription to hPO publications

To be notifi ed by email when a new

Maintenance Matters bulletin is available,

go to Email Subscriptions on the What’s New

page of the HPO website, www.hpo.bc.ca.

BCREA would like to thank the Homeowner

Protection Offi ce for providing this article.

What is Seasonal Adjustment? By Brendon Ogmundson, BCREA Economist

Send questions and comments about The Bulletin to:

Editor: Damian StathonikosAssistant: Lindsay Cook

The Bulletin is published quarterly by the British Columbia Real Estate Association. Real estate boards, real estate associations and REALTORS® may reprint this content, provided that credit is given to BCREA by including the following statement: “Copyright British Columbia Real Estate Association. Reprinted with permission.”

BCREA makes no guarantees as to the accuracy or completeness of this information.

1420 - 701 Georgia Street WestPO Box 10123, Pacific CentreVancouver, BC V7Y 1C6

Phone: 604.683.7702Fax: 604.683.8601Email: [email protected]

www.bcrea.bc.caPrinted on recycled paper.

ISSN: 1705-3307

New Condo and Townhouse Maintenance Videos Article provided by the Homeowner Protection Offi ce

Cycle Component

Seasonal Component

Unadjusted Data

Time Series Decompositionof MLS® Home Sales

Seasonally Adjusted Data

Irregular Component

Trend Component

BCREA Economist Brendon Ogmundson

Practical Points