DETECTION OF OUTLIERS IN THE CANADIAN CONSUMER PRICE INDEX (CPI)

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DETECTION OF OUTLIERS IN THE CANADIAN CONSUMER PRICE INDEX (CPI)

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The weights are obtained from the survey of households spending. ... Large amount of resources used to correct a small number of errors. verifications made manually: ... –

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Title: DETECTION OF OUTLIERS IN THE CANADIAN CONSUMER PRICE INDEX (CPI)


1
  • DETECTION OF OUTLIERS IN THE CANADIAN
    CONSUMER PRICE INDEX (CPI)
  • ABDELNASSER SAÏDI AND SUSANA RUBIN BLEUER
  • STATISTICS CANADA

2
What is the CPI ?
  • Is a weighted arithmetic average of price indexes
    over all basic classes. The weights are obtained
    from the survey of households spending.
  • the price index at the basic class is in turn a
    weighted sum of the micro indexes over all the
    items in the class.
  • The micro index is a geometric mean of the price
    relatives of n outlets surveyed.

3
CURRENT EVALUATION PROCEDURES
  • Large amount of resources used to correct a small
    number of errors.
  • verifications made manually
  • Verification of all records with status
    special.
  • Verification of all records with a relative price
    increased or decreased by 15.
  • Editing procedures related to missing values,
    missing outlets and quality changes (see
    Allard-Saulnier and Beyrouti (2003)).

4
PROPOSED EVALUATION PROCEDURES
  • Performed on an editing group
  • All observations pertaining to a particular item
  • and in a particular geographical area ( 4
    possible levels)
  • and having the same status code if the percentage
    of SPs gt 15.
  • status code  SPs 
  • ( regular ? special or special?
    regular).

5
PROPOSED EVALUATION PROCEDURES
  • Methods considered
  • ILO Tukey and variants,
  • MAD (Median Absolute Deviation),
  • Quartile method and HB (Hidiroglou-Berthelot)
  • RFM (Resistant Fence Method)
  • Detection method with higher breakdown point
    than Tukeys method and taking into account the
    skewness of the distribution and the small size
    of the CPI sample are favoured
  • Quartile method with asymmetric fences applied to
    the log of the price relatives was recommended

6
INFLUENCE IN THE BASIC CLASS
  • Contribution of each outlier on the basic class
    index
  • Analysis of the percentage of contribution
  • How to define a cut-off to identify influent
    observations ?
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