Data Curation and Preservation Issues: Budgets, Costs,Staffing, and Skills

 

Budget limitations

Budgetary issues remain one of the most pressing challenges in institutional data curation and preservation, as sustaining long term access to research data requires consistent investment that many organizations struggle to secure. Repositories often rely on short term project grants that cover initial infrastructure but fail to guarantee ongoing maintenance, leading to a cycle where valuable datasets  risks becoming increasing once finding ends. In addition, hidden costs such as staff retention, technical debt from deferred maintenance, and the need for continuous format migration further strain limited budgets. Institutions that treat preservation as a one off project rather than an operational necessity face higher risks of data loss and escalating recovery costs, underscoring the importance of stable, diversified funding models to endure resilience and sustainability (EOSC Association, 2024; Fraga-Gonzalez et al., 2025; Beagrie, 2023).

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Costs of Data Curation and preservation

 Infrastructure costs (Jeffery, 2020).

 Data curation and preservation place heavy demands on institutional resources, both financially and in terms of human expertise.  Institutional must commit substation funding to infrastructure such as servers, cloud storage, and backup systems to ensure long term accessibility of digital assets. These expenses are further intensified by the ongoing need to mitigate data into update formats as technologies evolve. Compliance with standards and quality assurance requires highly trained professionals, whose recruitment, training, and retention add significant costs.  Beyond these visible expenses, hidden costs arise from software licensing, risk management, and the potential financial consequences of data loss if preservation systems fail. Together, these challenges highlights why sustainable findings strategies and long term planning are essential for institutions to safeguard their digital collections effectively (Beagrie, 2012; Fraga-Gonzalez et al., 2025)

Staffing Challenge

Staffing challenges pose a major obstacle to effective data curation and preservation within institutions, Successful preservation requires professionals with expertise in metadata standards, archival practices, and IT systems, yet many organizations struggle to attract and retain individuals who possess this blend of skills. Sustaining a skilled workforce is essential for long term preservation, but high turnover rates, reliance on short term contracts, and limited training opportunities weaken continuity and institutional knowledge. These gaps not only compromise the quality of curation but also heighten the risks of errors, incomplete documentation, and non-compliance with ethical or legal requirements. Addressing staffing issues therefore requires stable funding, investment in professional development, and strategies to build workforce resilience (Yakel, 2007; Beagrie, 2023; Perry & Netscher, 2022).

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Skills and expertise gaps

Digital infrastructure expertise ((EOSC Association, 2024).

 Human expertise is a crucial cost factor in institutional data curation and preservation. Skilled data curators archives, and IT Professionals are essential for applying metadata standards correctly, ensuring ethical and legal compliance, and maintain the integrity of repositories. However, the salaries, ongoing training and retention of such specialized staff represent significant financial commitments’. Budget shortfalls often lead to understanding, which reduces the quality of curation, increase the likelihood of errors, and results in incomplete documentation. Moreover, the loss of the experienced personal can erode institutional knowledge with technical infrastructure expenses, and highlight why sustainable funding models are vital for long term preservation (Fraga-Gonzalez et al., 2025; Beagrie, 2023; Harvey, 2010).     

In conclusion, institutional data curation and preservation face intertwined challenges across budgetary constraints, operational costs, staffing difficulties, and skills gaps. Reliance on short term grants, escalating infrastructure expenses, and hidden costs such as software licensing and risk management place repositories under constant financial strain. At the same time, the recruitment and retention of skilled professional in metadata, archival practices, and IT systems remain critical yet difficult to sustain, with high turnover and limited training pipelines weakening continuity. These combined pressures heighten the risks of data loss, incomplete documentation, and non-compliance with standards. Ensuring long term preservation therefore requires diversified funding strategies, stable investment in infrastructure, and workforce resilience measures to safeguard the accessibility, integrity, and reliability of digital collections for future use.

 

                            REFERENCES

EOSC Association. (2024). Current needs and challenges on data retention, appraisal, and reappraisal across stakeholders and communities. EOSC Association. Retrieved from https://eosc.eu

Fraga-González, G., van de Wiel, H., & Gar, F. (2025). Affording reusable data: Recommendations for researchers from a data-intensive project. Scientific Data. Nature Publishing Group. https://doi.org/10.1038/s41597-025-01987-3 (doi.org in Bing)

Perry, A., & Netscher, S. (2022). Measuring the time spent on data curation. Journal of Documentation, 78(7), 282–304. https://doi.org/10.1108/JD-08-2021-0167

Beagrie, N. (2012). The Value and Impact of Data Sharing and Curation: A synthesis of three recent studies of UK research data centres. JISC.

Harvey, R. (2010). Digital curation: A how-to-do-it manual. Neal-Schuman Publishers.

Jeffery (2020) emphasizes that preservation costs extend beyond storage to include metadata, software, and sensor information

Yakel, E. (2007). Digital curation. OCLC Systems & Services: International Digital Library Perspectives, 23(4), 335–340. https://doi.org/10.1108/10650750710831466 (doi.org in Bing)

 

 

 

 

 

 

 

 

Data Curation and Preservation (Organizational Issues)

 

Data curation and preservation are essential for ensuring that digital information remains accessible, reliable, and usable over time. Within organizations, however, these processes face significant challenges that are often rooted in structural, cultural, and resources related issues. Understanding these organizational barriers is crucial for building sustainable data management practices. Hudson-Vitale et al. (2020).  https://youtu.be/V8tZTOrmMmQ?si=-YhAp1W9fQTF6DON

Organizational challenges in data curation and preservation often arise from weak governance structures and insufficient resource allocation. Without clear frameworks that define roles and responsibilities, accountability becomes fragmented, leading to duplication, gaps, or even data loss. Strong governance ensure that preservation is embedded into organizational workflows rather than treated as an afterthought (Lee & Stvila, 2017). At the same time, effective preservation requires sustained investment in infrastructure, skilled personal, and ongoing maintenance. Yet, many organizations priorities short term operational needs over long term stewardship, resulting in underfunded initiatives that place valuable data at risk of becoming inaccessible or obsolete (Hudson-Vatale et al., 2020; Bailey, 2021). These issues highlight the need for organizations to balance immediate priorities wit strategic planning to safeguard digital information for future use.   https://youtu.be/x2vfF147iQM?si=fuJNd_5rp0aiigbN.

Weak governance and poor institutional policies pose significant threats to the stability and effectiveness of institutions. When governance structures are fragile, accountability mechanisms are weak, and polices are either inconsistent or poorly designed, institutions struggle to fulfill their mandates. This creates an environment where corruption thrives, resources are mismanaged, and decision making becomes arbitrary rather than strategic. Over time, such weaknesses erode public trust and dismiss the legitimacy of institutions, making them vulnerable to internal collapse or external pressures.   Economic instability is another treat linked to poor governance. Institutions that lack strong regulatory frameworks or sound fiscal policies are more vulnerable to external shocks, such as global price fluctuations. This fragility can lead to unemployment, inflation, and widening inequality. Furthermore, weak governance foster institutional fragility, where instructional collapse under pressure during crises, leaving societies exposed to conflict and instability (World Bank, 2024).

Technological barriers and policy gaps remain central organizational challenges in data curation and preservation. Legacy systems, incompatible format, and rapid technological change make technological infrastructure difficult to maintain, requiring organizations to continuously update storage solutions and adopt interoperable standards to ensure long term usability (Bdagrie, 2013). At the same time, policy development is often inadequate, with many organizations lacking comprehensive data preservation policies that cover metadata standards, retention schedules, and access controls. Without clear guidelines, departments may adopt inconsistent practices, undermining the integrity of curated data (Lee & Stvilia, 2017; Hudson-Vitale et al., 2020).  https://www.youtube.com/watch?v=UuNAZj0rFbY

Organizations must integrate technological renewal with strong policy framework to address data preservation challenges. Complex legal compliance requirements, including GDPR and HIPAA, demand strict handling of sensitive information, while intellectual property laws require protection against misuse. Non-compliance can lead to penalties, litigation, and reputational harm (Judicate, 2024; CapLinked, 2025). At the same time, effective preservation depend on collaboration across departments and external partners, making both compliance and cooperation essential for organizational resilience. At the same time, collaboration challenges hinder progress effective: effective preservation requires cooperation across IT, legal, compliance, and external partners, but organizational silos and poor communication often prevent the sharing of best practices and resources. Studies show that structured governance polices and coordinated off boarding process can mitigate risks by ensuring continuity of access and compliance (JD Supra, 2026).  https://youtu.be/vYPXN00AtdY?si=m4DpSYkp6UKoFGOW

 

Conclusion

Organizational issues in data curation and preservation ranging from governance and resources to technology, policy culture, compliance, and collaboration can severely impact the accessibility and reliability of data. These challenges not only reduce internal efficiency but also compromise transparency, accountability, and innovation. By prioritizing governance, investing in infrastructure, and fostering a preservation oriented culture, organizations can safeguard their data as a valuable resource for the future.

 

                                  REFERENCES

Beagrie, N. (2013). A study of sustainable digital preservation and access: Final report.     JISC. Retrieved from https://www.jisc.ac.uk

CapLinked. (2025, November 17). Data retention, legal risk, and the future of information             governance. CapLinked. https://www.caplinked.com

Hudson-Vitale, C., Hadley, H., Moore, J., & others. (2020). extending the research data    toolkit: Data curation primers. International Journal of Digital Curation, 15(1), 14–            28.https://doi.org/10.2218/ijdc.v15i1.713

JD Supra. (2026, June 1). When departing employees take key records with them: Prevention.        JD Supra strategies. https://www.jdsupra.com

Judicade Editorial Team. (2024, October 19). Legal aspects of data archiving: Compliance            and regulatory considerations. Judicade. https://www.judicade.com

Lee, D. J., & Stvilia, B. (2017). Practices of research data curation in institutional repositories: A qualitative view from repository staff. PLOS ONE, 12(3), e0173987.      https://doi.org/10.1371/journal.pone.0173987

World Bank. (2024). Governance in Sub-Saharan Africa: Four trends and an uncertain     outlook. World Bank Group.