# Research Open Data Management Matrix

## **The Research Open Data Management Matrix**

The **Research Open Data Management Matrix** is a comprehensive, structured framework that introduces researchers to the essential and interconnected domains of **Open Science**, **Research Data Management (RDM)**, the **FAIR Principles**, and **Data Governance**. These concepts are often taught or implemented in isolation, leaving researchers uncertain about how they relate or integrate in practice. This matrix addresses that gap by mapping interdependencies across the research data lifecycle.

Built around the core stages of data stewardship, **collection, processing, analysis, preservation, and sharing,** the matrix offers actionable guidance at each step. It ensures that data are managed to support **Findability, Accessibility, Interoperability, and Reusability (FAIR)** from the outset, aligning with the long-term vision of responsible, open, and sustainable research.

A defining feature of the matrix is its strong emphasis on **open data practices**. Promoting transparency, accessibility, and reusability encourages broad dissemination and reuse of data by the wider scientific community, supporting collaborative and interdisciplinary research.

Equally central is the matrix’s commitment to **robust data governance**. This includes establishing policies, standards, and procedures that uphold data quality, security, privacy, and regulatory compliance. Effective governance ensures that data are accurate, ethically managed, and trustworthy, critical for maintaining accountability and credibility in research.

The **Research Open Data Management Matrix** is vital for researchers, data stewards, and institutions. Enabling informed decision-making at every stage of the research process fosters a culture of transparency, efficiency, and reproducibility. In doing so, it advances scientific discovery and maximizes research data's long-term value and impact.

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<div data-full-width="false"><figure><img src="/files/ANIM29zS9lLJlVkNzCHW" alt=""><figcaption><p>Research Open Data Management Matrix (RODMM)</p></figcaption></figure></div>

<div data-full-width="false"><figure><img src="/files/YnXTwmgKRkJyuk2Je8ka" alt=""><figcaption><p>Research Open Data Management Matrix (RODMM)</p></figcaption></figure></div>


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