From Fragmented Data to FAIR-Ready Repositories

How NovaMechanics scaled FAIRification into reusable repository infrastructure for nanomaterials research, project-specific instances, and machine-actionable scientific metadata.

Linked publication case study

The Challenge

Scaling FAIRification Beyond a Single Dataset

Scientific projects often produce valuable datasets, but those assets remain difficult to discover and reuse when metadata models, schemas, and repository structures are inconsistent across initiatives.

NovaMechanics addressed this by extending nanoPharos into a scalable FAIR-ready repository framework that could support multiple project instances, richer metadata, and improved machine-actionable reuse.

Scalable
Repository Model
Supports multiple project instances and extensions
Rich
Metadata Layer
Combines bibliographic, provenance, and scientific descriptors
Machine-actionable
Records
Improves discoverability and downstream reuse

How We Scaled FAIRification

A reusable repository approach for growing scientific data assets across projects

Adapt the repository schema

Extended the data model to support nanomaterials-specific records and project-level FAIRification requirements.

Enrich metadata and provenance

Integrated richer contextual, bibliographic, and scientific information to support both human interpretation and machine reuse.

Deploy project-specific instances

Applied the repository framework across multiple collaborative research initiatives while preserving structural consistency.

Expose records for broader reuse

Improved discoverability through machine-actionable outputs, repository connections, and reusable FAIR-oriented publication pathways.

Results at a Glance

Reusable
Repository Framework
A structure that can serve multiple projects and scientific domains
Project-ready
Instances
Supports tailored deployments without losing consistency
Richer
Metadata
Improves scientific context and reuse potential
Discoverable
Outputs
Helps expose records across FAIR ecosystems
Governed
Scientific Assets
Preserves provenance and structure across collaborations
Long-term
Value Creation
Supports sustained reuse after the original project lifecycle

How NovaMechanics Applies This Work

FAIR Data Architecture

Use NovaMechanics to design metadata models, provenance structures, and identifier strategies for reusable scientific repositories.

Explore FAIR architecture

Pharos Resource Ecosystem

See how domain repositories can remain connected while still serving different scientific communities and project needs.

Explore the Pharos ecosystem

This case study shows how NovaMechanics moves beyond one-off FAIRification and builds reusable repository frameworks that can scale across projects, domains, and future analytical workflows.

Read the linked paper