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IPS176 Thomas A. K.
                  under  consideration.  The  signals  regarding  the  change  in  momentum  are
                  uniform in almost 80 per cent.

                  4.  Discussion and Conclusion
                      In the paper, experimental price indices for German commercial real estate
                  are presented and compared. The virtue of the compilation here is that the
                  CPPIs, reflecting different definitions of commercial real estate, are coherent
                  in terms of source data for prices and weighting schemes. In particular, the
                  appraisals of transaction prices for office and retail structures as well as rental
                  housing in 127 towns and cities are taken from bulwiengesa and the weighting
                  schemes are derived from data on the floor spaces of these object types in
                  2011. With respect to the various definitions in use, the main conclusion is that
                  while the CPPIs partly exhibit trends of somewhat different strength, they are
                  very similar in terms of their general time series profiles referring, for instance,
                  to the location of turning points and signals with regard to the direction of
                  change or the change in momentum.
                      The  experimental  price  indices  help  users  analyse  commercial  property
                  markets. However, a number of weaknesses have to be mentioned. First, the
                  price data does not cover Germany as a whole but also 127 towns and cities.
                  The reduced regional coverage is perhaps of minor relevance for office and
                  retail because, in these market segments, transactions are concentrated on
                  towns and cities. For rental housing, it is definitely a shortcoming because
                  market  activity  is  also  present  in  rural  areas  and  the  trends  in  house  and
                  apartment  prices  are  shown  to  systematically  alter  between  the  more
                  populated and the rural areas of Germany. Second, with office, retail and rental
                  housing, the most important object types are covered. However, at least to
                  some part, the industrial and logistics building stock as well as hospitals and
                  other commercial buildings may also be marketable and, thus, to be included
                  in CPPI measurement. Third, the appraisals collected by bulwiengesa are a
                  second-best solution. Of course, actual transaction prices would be preferred.
                                                                                     7
                  However, disaggregate transaction-based price data is not available.  Fourth,
                  prices  are  measured  at  annual  periodicity.  However,  analysts  desire  price
                  indices at quarterly frequency.
                      With floor-space data, a stock-based weighting scheme is implemented.
                  With regard to definitions of commercial real estate which require distinguish
                  properties  according  to  use  and  legal  status  of the  owner,  it  is only  stock
                  weights upon which price indices can be based. The 2011 census provides an
                  optimal source for the floor spaces of rental housing. As the census does not
                  cover  non-residential  real  estate,  there  is  scope  for  improvement  in  stock


                  7  The vdp CPPIs are compiled on the basis of granular transaction prices. The source data,
                  however, is exclusive to those who construct the price indices.
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