For Researchers
How to cite the Lab's research, request access to approved materials, and collaborate — with full methodology transparency and documented publication standards. The library publishes banded, directional reads, not raw data.
Directional, banded reads — not forecasts. No public datasets, downloads, or database access. Methodology, sources, assumptions, and limitations are fully public so findings can be examined and cited.
1Cite WIL research
Every publication is a citable record with a permanent document ID and a stable URL. Each detail page carries a suggested citation, a version and permanence line, and a copy-ready BibTeX / RIS export (tucked behind an “Export citation” control). The institutional author is AlphaHire Workforce Intelligence Lab. Methodologies are separately citable in the Methodology Registry.
2Methodology transparency
The methods behind every read are public. The Methodology Registry documents each methodology's construct, inputs, assumptions, validation status, limitations, and version history; About the Lab sets out the validation framework, governance, and review process; and Data & Sources documents the source families and coverage. Methodologies are treated as testable claims — retained, revised, or retired on evidence.
3Data access
The Workforce Intelligence Lab publishes banded, directional reads — not raw data. The library carries no public datasets, CSV exports, replication packages, or database access. Underlying series are retained by the Lab.
Approved researchers may request access to specific approved materials or limited extracts for a defined research purpose. Requests are reviewed individually and may require a data-use agreement, confidentiality terms, or a formal partner agreement. Access, where granted, is scoped, time-bound, and documented. Methodology, sources, assumptions, and limitations remain fully public so findings can be examined and cited without exposing the underlying data.
4Collaboration & inquiry
The Lab welcomes research collaboration with universities, independent scholars, and industry practitioners — including visiting-scholar arrangements, faculty and industry contributors, co-authored studies, and source and methodology review inquiries. Engagement is structured to preserve methodological independence: findings are separated from the interests of funders, and publication follows the editorial review process, not sponsor direction (see About the Lab).
Researchers interested in collaborating, reviewing the sources and methodology behind a published result, or proposing a joint study can reach the Lab at research@alpha-hire.com with a short description of the proposed work.
5Publication & contributor standards
Every WIL publication carries a permanent document ID, methodology version, confidence tier, disclosed source families, and a review status on the six-stage progression (Working Draft → Editorial → Methodology → Research → Governance → Institutional Publication). Reads are directional and banded — not forecasts.
Current library records are institutionally authored as AlphaHire Workforce Intelligence Lab. Co-authored work with external researchers, where undertaken, will follow standard scholarly attribution — named authors, affiliations, ORCID, and contributor roles — and pass the same review progression before publication. Contributions are reviewed against the methodology validation framework.
Inquiries. Reach the Lab at research@alpha-hire.com. The library exposes no raw data, downloads, or replication packages; access to approved materials is by request and individually reviewed.