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STS441 Giulio B. et al.
            20% of the total. All the most important asset management companies in our
            sample own at least some public funds. The median number of public fund
            holdings associated to a single bank holding is 2, while the average is 3.4.
                We match the bank and fund holdings on a security-quarter basis and drop
            observations when a bond only appeared in the bank’s proprietary portfolio,
            but not in any of the bank’s affiliated mutual funds’ portfolios. Similarly, we
            disregard observations of sovereign bond holdings by a fund when the parent
            bank does not hold the same bond. Overall during the sample period, the
            average  bank  holds  329  distinct  sovereign  bonds  that  also  appear  in  the
            sample of common bond holdings with its mutual funds, 170 of which are
            German  Bunds  and  70  of  which  are  issued  by  one  of  the  GIIPS  countries.
            However, this number varies widely: the three most important banks in the
            sample hold on average 1148 distinct securities, while 7 banks have few bonds
            in common with their asset management arm, with no common holding at all
            in several quarters.
                The 31 asset management companies that appear in the sample own as
            many as 3059 different funds, each of which holds on average 21 distinct
            bonds that the parent bank also has (median 11). The upper 10% hold from
            47 to 396 distinct securities and the bottom 10% hold just one.
                                                                         9
                The second sample focuses on banks’ and their retail customers’ holdings
            of sovereign bonds. Here no matching is required, because each German bank
            has to report besides their own security holdings the aggregate holdings of
            its retail customers on a security-by-security basis directly to the SHS. In total,
            538  banks  report  at  least  one  euro-area  sovereign  bond  held  both  in  the
            bank’s and its customers’ portfolio. We have on average 13 different securities
            for each of these 538 banks, out of which 45% are German and 38% are issued
            by  the  GIIPS  countries:  in  particular,  24%  are  Greek  bonds.  Again,  the
            distribution is extremely skewed: 41% of these banks have only one bond in
            common with their households customers, while the largest held a total of 990
            distinct securities.
                We use the two separate samples not only because analyzing bank-fund
            level correlations and bank-customer level correlations is interesting in its own
            right.  The  bank-fund  level  sample  also  has  a  much  larger  cross-section  of
            bonds, while the bank-customer sample has a larger cross-section of banks
            allowing us to also study the effects of bank characteristics.






            9  The  same  funds’  portfolios  include  overall  (independently  of  whether  they  appear  in  the
            portfolio of the parent bank) an average of 40 distinct euro-area sovereign bonds over the
            sample period (median 24).
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