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••   denotes the differencing operator that takes the difference of
              the variables over time period t  and t-1 . During this process, unobserved
              economy-specific heterogeneity •• that may correlate with other economy
                                            ••
              characteristics that are included in the controls vector X  is removed. Empir-
              ically, we are interested in the sign and statistical significance associated
              with  •••• .

              Data



                     Our data is a set of annual statistics pertaining to 33 economies
              over the period 2004 (or whichever earliest year) to 2015, with a total number
              of observations of 310. The definitions and sources of each non-binary vari-
              able is summarised below.


                     The dependent variable is:
                     ·   Home Price Index (HPI) : Measures the percentage changes of

                         residential property prices in a given economy in a given year.
                         Data is retrieved from Eurostat and CEIC for overseas econo-
                         mies, and Rating and Valuation Department for that pertain-
                         ing to Hong Kong.


                     The independent variables are:
                     ·   Homeownership Rate (HOR ): Measures the ratio of owner-oc-

                         cupied units to total residential units in a given economy in a
                         given year. Data is retrieved from Eurostat and CEIC for over-
                         seas economies, and Census and Statistics Department for
                         that pertaining to Hong Kong.

                     ·   Inflation rate (included in the vector X) : Measures the percent-
                         age change of the consumer price level of a given economy
                         in a given year. Data is retrieved from Eurostat and CEIC for
                         overseas economies, and Census and Statistics Department
                         for that pertaining to Hong Kong.

                     ·   GDP growth rate (included in the vector X) : Measures the per-

                         centage growth of GDP of a given economy in a given year.
                         Data is retrieved from Eurostat and CEIC for overseas econo-
                         mies, and Census and Statistics Department for that pertain-
                         ing to Hong Kong.

                     ·   Nominal Interest Rate (included in the vector X) : Measures the
                         short-term base nominal interest rate or interbank interest
                         rate of a given economy in a given year. Data is retrieved from
                         CEIC. Table 14 describes the proxy used for nominal interest
                         rate in different economies.











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