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          <dc:title>Coworker networks, employee departures and staffing loss in three financial markets: aggregate reproduction data and code</dc:title>
          <dc:creator>Abdulla Alketbi (24861970)</dc:creator>
          <dc:creator>Gautier Marti (24862781)</dc:creator>
          <dc:creator>Raed Jaradat (24862797)</dc:creator>
          <dc:subject>Data engineering and data science</dc:subject>
          <dc:subject>Labour mobility</dc:subject>
          <dc:subject>Temporal networks</dc:subject>
          <dc:subject>Employee turnover</dc:subject>
          <dc:description>&lt;p dir="ltr"&gt;This record contains disclosure-controlled aggregate reproduction data, analysis code, synthetic tests, publication tables and figures, and supporting documentation for the article “Coworker networks, employee departures and staffing loss in three financial markets.”&lt;/p&gt;&lt;p dir="ltr"&gt;The study examines regulated appointment histories obtained from public registers maintained by the Hong Kong Securities and Futures Commission, the Australian Securities and Investments Commission, and the UK Financial Conduct Authority.&lt;/p&gt;&lt;p dir="ltr"&gt;The deposited materials support reproduction and audit of the reported aggregate tables, figures and manuscript outputs. The archive includes analysis and reporting code, configuration files, dependency specifications, synthetic validation tests, identifier-free aggregate results, publication tables, figures, editable manuscript sources and file checksums.&lt;/p&gt;&lt;p dir="ltr"&gt;Raw or normalised person-level regulatory records are not redistributed. The archive also excludes personal and firm identifiers, row-level exposures and predictions, firm-level risk scores, restricted entity-resolution records, human-review materials, credentials and private outputs. Researchers seeking full appointment-level reconstruction must obtain the relevant source records independently and use them subject to the applicable regulators’ terms and data-protection requirements.&lt;/p&gt;</dc:description>
          <dc:date>2026-09-26T08:01:56Z</dc:date>
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