Standards, Datasets, and Transparency Norms in Digital Humanities Reproducibility

Mugabo Kalisa G.

Faculty of Engineering Kampala International University Uganda

                                                                ABSTRACT
This paper examines standards, datasets, and transparency norms as foundational pillars of reproducibility in Digital Humanities (DH). It situates reproducibility within the broader computational turn in humanities scholarship, where large-scale datasets, algorithmic methods, and digital infrastructures increasingly shape research practices. While reproducibility has become a central ideal in DH, the paper argues that its implementation remains complex due to the interpretive, contextual, and diachronic nature of humanities inquiry. It critically explores the distinctions between reproducibility, replication, and reusability, highlighting how these concepts intersect yet serve different epistemic purposes. The study further investigates how standards, metadata frameworks, and interoperability protocols, such as FAIR principles, Dublin Core, RDF, and DOI systems attempt to structure data sharing and enhance transparency. Attention is also given to workflows, provenance tracking, ethical constraints, licensing regimes, and infrastructural limitations that influence dataset accessibility and longterm sustainability. Ultimately, the paper contends that while transparency norms and standardized datasets enhance accountability and research visibility, they also introduce tensions related to interpretive flexibility, intellectual property, and disciplinary diversity. It concludes that reproducibility in Digital Humanities should be understood not as a fixed technical benchmark but as a negotiated, context-sensitive practice embedded in mscholarly ecosystems.

Keywords: Digital Humanities; reproducibility; datasets; transparency norms; and metadata standards.

CITE AS: Mugabo Kalisa G. (2026). Standards, Datasets, and Transparency Norms in Digital Humanities Reproducibility. NEWPORT INTERNATIONAL JOURNAL OF ENGINEERING AND PHYSICAL SCIENCES,6(1): 49-59. https://doi.org/10.59298/NIJEP/2026/614959