The Human Capital Leakage Diagnostic (HCLD): A Framework for Measuring Scholarship Programme Delivery Gaps in G20 Academic Pipelines

The Human Capital Leakage Diagnostic (HCLD) is a conceptual framework for measuring scholarship programme delivery leakage. The framework integrates the Disbursement–Delivery Gap (DDG), City Welfare Floor (CWF), Research Performance Floor (RPF), Supervisor Accountability Cost (SAC), and Forced Labour Diversion (FLD) into a single diagnostic methodology. This technical working paper establishes the framework's conceptual architecture, computational logic, and illustrative implementation. Version 2.0 includes editorial corrections to the author information, document title, and citation metadata. No substantive changes have been made to the framework, methodology, analysis, or conclusions. Future peer-reviewed publications will provide empirical validation and comparative applications.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-17
DOI
https://doi.org/10.5281/zenodo.21424793
Primary Topic
Higher Education Research Studies
Type
article
Field-Weighted Citation Impact
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article

The Human Capital Leakage Diagnostic (HCLD): A Framework for Measuring Scholarship Programme Delivery Gaps in G20 Academic Pipelines

Catherine Wairimu KARENGO
Zenodo (CERN European Organization for Nuclear Research)
Higher Education Research Studies
article

The Human Capital Leakage Diagnostic (HCLD): A Framework for Measuring Scholarship Programme Delivery Gaps in G20 Academic Pipelines

Catherine Wairimu KARENGO
article en

Abstract

The Human Capital Leakage Diagnostic (HCLD) is a conceptual framework for measuring scholarship programme delivery leakage. The framework integrates the Disbursement–Delivery Gap (DDG), City Welfare Floor (CWF), Research Performance Floor (RPF), Supervisor Accountability Cost (SAC), and Forced Labour Diversion (FLD) into a single diagnostic methodology. This technical working paper establishes the framework's conceptual architecture, computational logic, and illustrative implementation. Version 2.0 includes editorial corrections to the author information, document title, and citation metadata. No substantive changes have been made to the framework, methodology, analysis, or conclusions. Future peer-reviewed publications will provide empirical validation and comparative applications.

Zenodo (CERN European Organization for Nuclear Research)
Decent work and economic growth
Openalex Percentile: Top 2%
Higher Education Research Studies
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