Description

This curriculum engages learners in the ethical complexities of digital preservation with the same rigor and multifaceted decision-making required in multi-year institutional policy reforms, advisory engagements with diverse stakeholder groups, and the ongoing governance of sensitive archival systems.

Module 1: Establishing Ethical Frameworks for Digital Preservation

Decide whether to preserve content that contains hate speech or extremist ideologies, balancing historical value against potential for harm upon dissemination.
Implement a documented ethical review board process for contested preservation decisions involving sensitive cultural or personal materials.
Choose between adopting institutional ethics policies versus developing domain-specific guidelines tailored to digital archival practice.
Integrate human rights principles into metadata schemas to ensure preserved records support accountability and redress.
Assess whether to grant access to data collected under unethical conditions, such as non-consensual surveillance or colonial-era documentation.
Define thresholds for deaccessioning digital materials that perpetuate harm or violate community norms post-preservation.

Module 2: Consent, Autonomy, and Data Subject Rights

Design workflows to retroactively apply GDPR or similar data subject rights to legacy digital collections where original consent was absent or ambiguous.
Implement granular access controls that reflect evolving consent status, including withdrawal or conditional permissions from data subjects.
Balance public interest in preserving social media archives against individual rights to be forgotten or to restrict processing.
Develop protocols for consulting with living creators or descendant communities before making personal digital records accessible.
Handle preservation of digital health or biometric data when original consent forms did not anticipate long-term archival use.
Map data subject rights across jurisdictions when preserving multinational datasets with conflicting legal and ethical requirements.

Module 3: Cultural Sensitivity and Indigenous Data Sovereignty

Adopt the CARE Principles (Collective Benefit, Authority to Control, Responsibility, Ethics) alongside FAIR in preservation metadata and access policies.
Restrict access to culturally sensitive digital materials based on Indigenous governance protocols, even when legal rights permit broader access.
Negotiate data stewardship agreements with Indigenous communities that recognize sovereignty over digital representations of cultural heritage.
Preserve oral histories with dynamic access rules that change based on community-defined lifecycle stages or ceremonial calendars.
Decide whether to exclude certain digital artifacts from public catalogs entirely, based on community requests for secrecy or restricted knowledge.
Train curatorial staff in cultural competency to recognize and respond to ethically ambiguous content from marginalized or colonized communities.

Module 4: Algorithmic Bias and Preservation of AI Systems

Preserve training data and model versions for AI systems used in public services to enable future audits of discriminatory outcomes.
Document model drift and retraining cycles in AI systems to maintain an auditable history of decision-making evolution.
Address ethical concerns when preserving datasets known to contain biased or unrepresentative samples used in machine learning.
Implement versioned provenance tracking for algorithmic outputs that influence policy or legal decisions, such as risk assessment tools.
Decide whether to preserve deprecated AI models that were found to produce harmful recommendations or reinforce systemic inequities.
Store model interpretability artifacts alongside opaque systems to support retrospective ethical analysis by future researchers.

Module 5: Power, Access, and Inclusive Archival Practices

Conduct equity impact assessments on access policies to identify and mitigate barriers for underrepresented user groups.
Preserve alternative or counter-narrative digital collections that challenge dominant historical records produced by state or corporate entities.
Allocate preservation resources to at-risk community-generated content that lacks institutional backing but holds cultural significance.
Design discovery interfaces that avoid reinforcing stereotypes through default categorization or search ranking algorithms.
Address power imbalances in donor agreements by renegotiating access terms that overly restrict scholarly or public use of digital archives.
Implement participatory appraisal processes that include marginalized stakeholders in decisions about what digital content is preserved.

Module 6: Long-Term Stewardship and Intergenerational Ethics

Embed sunset clauses in metadata that trigger re-evaluation of preservation status after defined time intervals or societal changes.
Preserve documentation of ethical reasoning behind past decisions to guide future stewards facing similar dilemmas.
Choose storage media and formats that balance longevity with future readability, considering potential technological obsolescence.
Designate legal and ethical custodianship roles that persist beyond the lifespan of the originating organization.
Preserve environmental and energy cost data associated with maintaining digital repositories to inform sustainability trade-offs.
Establish mechanisms for future communities to contest or reinterpret the ethical validity of preserved digital records.

Module 7: Crisis Response and Ethical Emergency Preservation

Activate rapid preservation protocols for digital evidence of human rights abuses while minimizing re-traumatization of affected individuals.
Coordinate with legal teams to preserve data under chain-of-custody standards when documenting war crimes or political violence.
Balance urgency against due diligence when ingesting large volumes of at-risk digital content from conflict zones.
Protect the anonymity of sources in preserved whistleblower or leak datasets using redaction and access tiering.
Decide whether to accept digital donations from anonymous or unverifiable sources during humanitarian crises.
Preserve social media content during civil unrest while respecting platform terms of service and avoiding complicity in surveillance.

Module 8: Governance and Accountability in Preservation Institutions

Establish transparent audit trails for all access, modification, and deletion events in digital preservation systems.
Implement third-party ethical audits of preservation practices, including review of access logs and decision documentation.
Define conflict-of-interest policies for staff involved in preserving digital records from corporate or governmental donors.
Report preservation priorities and resource allocation publicly to demonstrate alignment with ethical and equity goals.
Create escalation pathways for staff to challenge preservation decisions they deem ethically problematic.
Integrate ethical impact assessments into regular system upgrades, including migration, format conversion, and platform changes.