Open Data Model for Research Access

data-governanceethicsarchitecture

Context

Deciding how to share Vector's collected data and analysis outputs with the research community while respecting privacy and responsible use.

Decision

Implement a two-tier access model: open aggregated data and restricted message-level data for verified researchers.

Alternatives Considered

Fully open dataset

Pros
  • Maximum transparency
  • Easier for researchers to access
Cons
  • Risk of misuse for harassment or targeting
  • Privacy concerns for channel administrators

Fully restricted access

Pros
  • Maximum control
  • Lower risk
Cons
  • Limits research impact
  • Reduces trust in findings

API-only access

Pros
  • Can rate-limit and monitor usage
  • Always up-to-date
Cons
  • Higher infrastructure cost
  • Limits offline analysis

Reasoning

The two-tier model balances openness with responsibility. Aggregated data (narrative trends, cluster summaries) enables public scrutiny of our findings. Message-level data requires verification to prevent misuse while still enabling deeper research. This approach follows established OSINT ethics guidelines.

All decisions