Table · dataset · 2026
Coworker Networks, Employee Departures and Staffing Loss in Three Financial Markets: Reproduction Materials
Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.34003548.v1
Description
<p dir="ltr">This disclosure-controlled reproducibility package accompanies the manuscript “Coworker networks, employee departures and staffing loss in three financial markets.” The study examines employee-departure patterns, coworker networks, staffing loss and firm-to-firm mobility across regulatory-register data from Hong Kong’s Securities and Futures Commission (SFC), the Australian Securities and Investments Commission (ASIC), and the United Kingdom’s Financial Conduct Authority (FCA).</p><p dir="ltr">The package contains identifier-free aggregate results, numerical publication tables, figure-source data, synthetic test data, analysis and reporting code, configuration files, methodological protocols, publication figures, an environment specification, a file manifest and checksums.
It supports exact regeneration of the released aggregate tables and reproduction of the publication figures.</p><p dir="ltr">Raw regulatory records, personal or firm identifiers, appointment-level histories, row-level predictions and firm-level risk trajectories are not included. Full empirical model refitting requires the underlying regulatory records to be obtained lawfully from their respective providers and remains subject to provider terms.
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The included synthetic dataset supports checks of the expected schema and temporal logic but does not reproduce the empirical findings.</p><p dir="ltr">The Figshare item-level licence is Creative Commons Attribution 4.0 International (CC BY 4.0). Original analysis software contained in <code>src/</code> and <code>run_reproduction.py</code> is additionally licensed under the MIT License, as specified in <code>LICENSE_CODE_MIT.txt</code> and <code>LICENSE_SCOPE.md</code>.
Author-created aggregate data, tables, figures, documentation and other research materials are licensed under CC BY 4.0. The original SFC, ASIC and FCA records are not included in this archive. Anyone seeking to use those records must obtain them independently and comply with the relevant regulator’s terms and applicable legal requirements.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34003548.v1 ↗
DOI / persistent id · from datahub hku hk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from datahub hku hk
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Computer Science & AI · Data engineering and data science · Data engineering and data science · Data engineering and data science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
Provenance · 3 source records, 34 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| HKU DataHub | oai:figshare.com:article/34003548 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34003548 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34003548 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].anzsrc:field:460501 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Data engineering and data science'] |
| concepts[field].anzsrc:field:460501 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Data engineering and data science'] |
| concepts[field].anzsrc:field:460501 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Data engineering and data science'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| description | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/description |
| license | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/rights |
| publication_date | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| title | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/title |