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(figures 1 and 2).

             In case of doubts about the quality of the original data, an enquiry is addressed to our partner, who
                                                                 STS571 Jaanus Kroon
                Monthly results provided by OÜ Position are verified and validated by
            Eesti Pank. Along with mobile data, other official data sources are used (e.g.
            the number of passengers in the Port of Tallinn and Tallinn Airport, crossings
            of the Estonian/EU administrative border, official accommodation statistics,
            the press, etc.). The most relevant time series for data validation is provided
            by card payment statistics (Figures 1 and 2).



                     Figure 1: Comparision of different data   Figure 2: Comparision of different data
                               sources                           sources
                           (inbound volumes)                 (outbound dynamics)
              500 000                       900 000  40%
              450 000                       800 000
                                                 30%
              400 000                       700 000
              350 000                            20%
                                            600 000
              300 000
                                            500 000   10%
              250 000
                                            400 000   0 %
              200 000
                                            300 000
              150 000                            -10%
              100 000                       200 000
               50 000               Nice    100 000   -20%                 Technical
                                                                            error
                                   match
                  0                         0    -30%
                     01.01.15   01.03.15   01.05.15   01.07.15   01.09.15   01.11.15   01.01.16   01.03.16   01.05.16   01.07.16   01.09.16   01.11.16   01.01.17   01.01.16   01.02.16   01.03.16   01.04.16   01.05.16   01.06.16   01.07.16   01.08.16   01.09.16   01.10.16   01.11.16   01.12.16   01.01.17   01.02.17
                       Overnight visitors (MPD, raw data, OÜ Positium)
                                                           Visitors (MPD, raw data, OÜ Positium)
                       Accommodated tourists (Statistics Estonia)   Value of cards transactions (Eesti Pank)
                       Number of cards transactions (Eesti Pank, right scale,   Number of cards transactions (Eesti Pank)
                       mln)
                 In case of doubts about the quality of the original data, an enquiry is
              addressed to our partner, who carries out his own analysis and, if necessary,
              forwards  the  enquiry  to  the  mobile  operators.  If  the  data  need  to  be
              corrected, each specific case will be considered separately and adjusted as
              appropriate.  If  it  is  not  possible  to  identify  the  specific  reasons  for  the
              discrepancy, the data will be corrected based on the data from the same
              period of the previous year, multiplied by a coefficient equal to:


                 o  the average increase/decrease of available payment statistics and
                     other reference data or
                 o  the average change in the last eleven months.
                The main inconsistencies in the data relate to a) errors in the source data
            files provided by MNOs (missing or invalid data); b) changes in MNOs market
            shares or roaming rates; c) under coverage caused by improved availability
            of alternative networks (wifi) or d) new sources of noise, incl. overflights. The
            data are used as an input for monthly and quarterly external sector statistics
            and have been disseminated as official statistics on Eesti Pank’s website on a
            quarterly  basis  since  2012.  A  press-release  on  this  is  attached  when
            disseminated. Border-crossing statistics is included in the list of Eesti Pank’s
            statistical activities, which forms a part of the official statistical programme


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