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The Swedish experience with
scanner data
From sampling to index calculation
Paulina Jonéus
COICOP
 COICOP divisions where we use mainly
scanner data
• 01 (daily necessities excl. perishable fruits, vegetables and meat sold
in department stores, supermarkets and hypermarkets)
• 02.2 (tobacco)
• 02.1 (alcoholic beverages)
• 06.1 (medicines)
COICOP
 COICOP divisions where a combination of
scanner data and traditional price collection
is used
• 05.5 (lamps and batteries)
• 05.6 (household cleaning products)
• 09.3 (food for domestic animals, soil and nutrient for plants)
• 12.1 (personal hygiene products)
The data
 Former monopoly of pharmacies
• Reporting to the Ministry of Finance
• Scanner data since 2010
 Monopoly of liquor stores
• A government owned chain of liquor stores in Sweden
• Index based on scanner data. From 2016, scanner data
to Statistics Sweden
The data
 Three chains of daily necessities
• Account for more than 80 % of the consumer market
• Sample from two categories: supermarkets /smaller
markets and hypermarkets
• Scanner data since december 2011
 From five sources we get 19 percent of CPI
The Swedish approach
 Replace the manually collected price data with scanner
data for the sample of outlets and products.
• Annual savings 80 000 EUR per year for daily
necessities
• A cheap way to increase (more than double) sample
sizes
• Possible to manage substitutions in the ever changing
market
• Quantity adjustments
• Homogeneous product groups
The Swedish approach – sampling
of outlets
 A stratified, sequential Poisson sampling method
Stratum description
Industry
(NACE)
Sample
size Net Collection
method
Hypermarkets, broad assortment 47111 7 Scanner data
Hypermarkets, broad assortment 47111 9 Visit
Supermarkets with broad assortment 47112 52 Scanner data
Supermarkets with broad assortment 47112 32 Visit
Tobacconists 47260 5 Telephone
Health food shops 47291 5 Telephone
Pharmacies 47730 9 Visit
Pet shops 47762 3 Telephone
The Swedish approach – sampling
of outlets
 Covering the three chains proportionally to
their market shares
 For scanner data from the supermarkets
and hypermarkets a sample of some 60
outlets is used
 For pharmacies and the liquor stores, data
is used for all outlets
The Swedish approach – sampling
of products
 Since 2001, SCB produces Food Sales in the
trade, based on scanner data
• Annual data show total annual sales values per
article (GTIN) during last calendar year
• A comprehensive mechanical coding of the
different articles into statistical product groups
 The register is used as sampling frame for product
sampling for the CPI
The Swedish approach – sampling
of products
 Automatic coding is made independently for all
retail chains, using nomenclatures of each retail
chains
 A SAS script searches for parts of product names
to improve the automatic coding
 The files with preliminary codes for the chains are
joined by GTIN, making comparisons of product
group code possible.
The Swedish approach – sampling
of products
 Within these groups three annual samples of 800
very narrowly defined products are selected
 A sequential Pareto πps selection within strata
 About 2000 unique products
 Some 100 000 price observations from scanner
data are used each month
The Swedish approach – sampling
of products
 Sampling frame is based on annual sales from t-2
 Updated each year with information from late
autumn market analysis
• No over coverage. Disappearing products are removed.
• Possible under coverage. Sometimes hard to find
replacement products.
The Swedish approach – temporal
sampling
 Scanner data is received for all weeks on a weekly
basis. For the supermarkets the data for the full
middle three weeks is used
 The monthly average price is calculated as a
quantity weighted arithmetic average
 For the pharmacies an (quantity weighted) average
price is calculated using all data from the 25th of
last month to the 24th the current month
The Swedish approach – the
production month
 1st stage: Initiating a production month
 2nd stage: Product life analysis
 3rd stage: Checking of the scanner data set
 4th stage: Select the data for the product-offer
sample
 5th stage: Aggregate prices over three weeks
 6th stage: Send data to the CPI production system
Elementary indices
 The quantity weighted arithmetic average of
weekly average prices is computed in a special
SAS-based module
 Elementary indices is then calculated in the
production system, as for all other product groups,
by Jevons index
Summary
 A reasonable amount of data at GTIN level
 Take into account differences between outlets
 Narrowly defined products
 Quantity adjustments
 Manage quality changes
 Can be used in combination with manually
collected prices
Questions?

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The Swedish experience with scanner data from sampling to index calculation - Paulina Jonéus

  • 1. facebook.com/statisticssweden @SCB_nyheter The Swedish experience with scanner data From sampling to index calculation Paulina Jonéus
  • 2. COICOP  COICOP divisions where we use mainly scanner data • 01 (daily necessities excl. perishable fruits, vegetables and meat sold in department stores, supermarkets and hypermarkets) • 02.2 (tobacco) • 02.1 (alcoholic beverages) • 06.1 (medicines)
  • 3. COICOP  COICOP divisions where a combination of scanner data and traditional price collection is used • 05.5 (lamps and batteries) • 05.6 (household cleaning products) • 09.3 (food for domestic animals, soil and nutrient for plants) • 12.1 (personal hygiene products)
  • 4. The data  Former monopoly of pharmacies • Reporting to the Ministry of Finance • Scanner data since 2010  Monopoly of liquor stores • A government owned chain of liquor stores in Sweden • Index based on scanner data. From 2016, scanner data to Statistics Sweden
  • 5. The data  Three chains of daily necessities • Account for more than 80 % of the consumer market • Sample from two categories: supermarkets /smaller markets and hypermarkets • Scanner data since december 2011  From five sources we get 19 percent of CPI
  • 6. The Swedish approach  Replace the manually collected price data with scanner data for the sample of outlets and products. • Annual savings 80 000 EUR per year for daily necessities • A cheap way to increase (more than double) sample sizes • Possible to manage substitutions in the ever changing market • Quantity adjustments • Homogeneous product groups
  • 7. The Swedish approach – sampling of outlets  A stratified, sequential Poisson sampling method Stratum description Industry (NACE) Sample size Net Collection method Hypermarkets, broad assortment 47111 7 Scanner data Hypermarkets, broad assortment 47111 9 Visit Supermarkets with broad assortment 47112 52 Scanner data Supermarkets with broad assortment 47112 32 Visit Tobacconists 47260 5 Telephone Health food shops 47291 5 Telephone Pharmacies 47730 9 Visit Pet shops 47762 3 Telephone
  • 8. The Swedish approach – sampling of outlets  Covering the three chains proportionally to their market shares  For scanner data from the supermarkets and hypermarkets a sample of some 60 outlets is used  For pharmacies and the liquor stores, data is used for all outlets
  • 9. The Swedish approach – sampling of products  Since 2001, SCB produces Food Sales in the trade, based on scanner data • Annual data show total annual sales values per article (GTIN) during last calendar year • A comprehensive mechanical coding of the different articles into statistical product groups  The register is used as sampling frame for product sampling for the CPI
  • 10. The Swedish approach – sampling of products  Automatic coding is made independently for all retail chains, using nomenclatures of each retail chains  A SAS script searches for parts of product names to improve the automatic coding  The files with preliminary codes for the chains are joined by GTIN, making comparisons of product group code possible.
  • 11. The Swedish approach – sampling of products  Within these groups three annual samples of 800 very narrowly defined products are selected  A sequential Pareto πps selection within strata  About 2000 unique products  Some 100 000 price observations from scanner data are used each month
  • 12. The Swedish approach – sampling of products  Sampling frame is based on annual sales from t-2  Updated each year with information from late autumn market analysis • No over coverage. Disappearing products are removed. • Possible under coverage. Sometimes hard to find replacement products.
  • 13. The Swedish approach – temporal sampling  Scanner data is received for all weeks on a weekly basis. For the supermarkets the data for the full middle three weeks is used  The monthly average price is calculated as a quantity weighted arithmetic average  For the pharmacies an (quantity weighted) average price is calculated using all data from the 25th of last month to the 24th the current month
  • 14. The Swedish approach – the production month  1st stage: Initiating a production month  2nd stage: Product life analysis  3rd stage: Checking of the scanner data set  4th stage: Select the data for the product-offer sample  5th stage: Aggregate prices over three weeks  6th stage: Send data to the CPI production system
  • 15. Elementary indices  The quantity weighted arithmetic average of weekly average prices is computed in a special SAS-based module  Elementary indices is then calculated in the production system, as for all other product groups, by Jevons index
  • 16. Summary  A reasonable amount of data at GTIN level  Take into account differences between outlets  Narrowly defined products  Quantity adjustments  Manage quality changes  Can be used in combination with manually collected prices