Research · Published:
Research: Testing Purpose-Led Internal Link Review
A blinded editorial comparison asks whether purpose notes improve agreement about keeping or removing internal links.
Headline signal: Two independent reviewers for every sampled link (OutsourcedAssistants.com study protocol).
Research question and scope: Do reviewers agree more often on internal-link decisions when they receive a declared reader purpose? The unit of analysis is one proposed internal link shown with or without its purpose note. The study is limited to a declared daily article workflow and does not evaluate a worker's general ability, compare national workforces, or predict results for other publishers.
Methodology: Sample links across article families and randomize the presentation order. Two reviewers independently choose keep, revise, replace, or remove, and state whether the destination fulfills the anchor promise. Compare agreement and decision time without using search ranking as an outcome. Define the observation window, sample, reviewer, exclusions, outcome fields, and pass rule before examining results. Preserve inputs and timestamps so another reviewer can distinguish the planned test from explanations added later.
Evidence classification: label every material item as a public-source fact, local observation, calculation, interpretation, example, or recommendation. Record the publisher, page, relevant section, displayed date, and access date. An official framework can inform a control without proving that the control caused a local performance change.
Analysis plan: report ordinary, returned, escalated, owner-overridden, and unresolved items separately. Show the numerator and denominator for rates. Review time belongs beside production time because a faster handoff may simply transfer reconstruction work to an editor.
Inference limits: Agreement does not establish reader benefit, indexing, or ranking. Purpose notes may reveal the preparer's preference and influence reviewers without improving the link. Any observed association is conditional on the sample, workflow, sources, staff, and period. Causal language is not warranted unless the design addresses plausible competing explanations.
Limitations: Reviewers cannot be fully blinded to familiar routes, destination pages may change, and the sample may omit commercial or navigational links. Public pages may change after access, local records may be incomplete, and reviewer judgment can vary. Disclose missing data, protocol deviations, and unresolved cases instead of estimating them away.
Decision use: apply the result to one bounded choice, such as keeping the routine, clarifying an instruction, narrowing access, adding review coverage, or pausing the lane. Publication, policy, privacy, legal interpretation, payments, and unusual commitments remain with the accountable owner.
Sources
- Google Search Central: Creating helpful, reliable, people-first content
- W3C Web Content Accessibility Guidelines 2.2
- NIST Cybersecurity Framework 2.0
- U.S. Federal Trade Commission: Protecting Personal Information
Frequently asked questions
Does this research prove that an outsourced assistant improves content performance?
No. The protocol supports only a bounded conclusion about the declared sample, workflow, measures, and observation period.
What makes the result reviewable?
Retain the preregistered question, sample definition, source notes, original inputs, timestamps, exclusions, reviewer decisions, outcomes, and limitations.