Research Standards

Research standards used throughout Ocean Liner Curator.

This page summarizes the research standards used throughout Ocean Liner Curator. The full handbook remains available as a PDF reference.

⧉ Open the Definitive Guide to Research StandardsPDF

Note: This guide describes method and confidence—it does not certify individual objects. For transparency on AI-assisted tools, see Ocean Liner GPT & AI Methodology.

What this is: A plain-language summary of how claims are tested, how attribution is expressed, and how uncertainty is preserved when evidence does not support a definitive conclusion.

Core principles

Evidence-first

Claims follow what can be checked. Story and resemblance are treated as leads until supported by marks, documents, or verified comparatives.

Restraint is a method

“Unknown” is a valid conclusion. When the evidence ceiling is reached, the correct outcome is to stop—not to fill gaps.

Separate object from narrative

An object may be authentic while the attached story is wrong (or untestable). The two are evaluated independently.

Ship-specific is a high bar

Many lines used fleet patterns and long-running supplier contracts. Specific ship claims usually require documentation or a verifiable identifier.

Evidence hierarchy (strongest to weakest)

Key rule: A hallmark can confirm metal content; it does not prove a ship. A crest can suggest an institution; it does not automatically prove shipboard use.

Attribution levels (how conclusions are phrased)

This site prefers explicit attribution language, so readers can tell the difference between what is known, what is likely, and what is only suggested.

Confidence ladder

How conclusions are expressed (stronger at top)

Confirmed
Supported by primary documentation and/or an unambiguous identifier tied to the specific object.
Strong
Multiple independent supports align (marks + verified comparatives + period fit), with no meaningful contradictions.
Probable
Evidence points in one direction, but a key link is missing (often direct documentation). Alternative explanations are less likely—but not eliminated.
Possible
Consistent with what’s visible, but insufficient to prefer it over competing interpretations. Treated as a candidate, not a conclusion.
Unknown / untestable
The evidence ceiling has been reached. Further certainty would be speculation. “Unknown” preserves integrity and remains a valid endpoint.

Comparative method (how matching is done)

Provenance discipline

Provenance is treated as a traceable history, not as a synonym for “a story.” Useful provenance usually includes dated paperwork, identifiable people, or a chain of custody that can be checked.

Common red flags (prompts for verification)

Language & confidence (how uncertainty stays visible)

Ocean Liner Curator avoids “proof by tone.” When a claim is uncertain, the language reflects that uncertainty rather than hiding it. Preferred phrasing includes “attributed to,” “consistent with,” “likely,” “cannot be confirmed,” and “unknown.”

Related reading: Evidence, Attribution, Provenance, Identify, Unknown, and the Glossary.