AI Academic Research Assistant Developer
An AI Academic Research Assistant Developer builds intelligent systems that automate and enhance scholarly research workflows, fro…
Skill Guide
The ability to navigate the end-to-end lifecycle of scholarly articles-from submission through peer review to dissemination-and to correctly identify, apply, and manage the standardized descriptive frameworks (like Dublin Core, DataCite Schema, or JATS) that enable consistent cataloging, discovery, and interoperability of research outputs.
Scenario
You are provided with the full text of a published open-access article and need to create a complete Dublin Core metadata record for deposit into an institutional repository.
Scenario
A batch of 50 article records submitted via an OAI-PMH feed to your repository contains frequent errors causing failed ingestions and poor search results. You must diagnose and correct them.
Scenario
A major research funder (e.g., NIH) has announced a new Public Access Policy requiring specific grant metadata in all peer-reviewed publications. Your organization must audit its repository to ensure all existing and future articles are compliant.
Dublin Core is the baseline standard for general resource description. DataCite is specialized for research data and software. JATS is the XML standard for full-text scholarly articles, enabling rich tagging for digital publishing and preservation.
DSpace and OJS are open-source systems for managing digital repositories and journal workflows, respectively, with built-in metadata handling. Figshare is a repository for datasets and other research outputs with strong metadata compliance.
XML editors are used to manually inspect and edit metadata files. OAI-PMH validators check compliance of harvested records. Crossref and DataCite APIs are used for registering and retrieving persistent identifiers (DOIs) and associated metadata.
Answer Strategy
The candidate should demonstrate a systematic troubleshooting approach, moving from simple to complex checks. Sample answer: 'First, I'd verify the article's public visibility and URL. Then, I'd examine the metadata record for critical search fields: is the title complete? Are author names and ORCID identifiers present and correct? Are the subject keywords aligned with the repository's controlled vocabulary? Finally, I'd check the technical metadata for errors that might prevent indexing, like a malformed DOI or incorrect dc:type, and confirm the record was successfully harvested by downstream systems via OAI-PMH.'
Answer Strategy
Tests communication, persuasion, and understanding of compliance vs. usability. Sample answer: 'In a journal migration, authors wanted to submit keywords in free text, but our new system required them from the Medical Subject Headings (MeSH) for indexing. I demonstrated the impact: articles with MeSH terms had 3x the abstract views. I created a simple lookup tool to help them suggest terms and worked with the editor to make it part of the submission checklist. This balanced compliance with author effort, achieving a 95% adoption rate.'
1 career found
Try a different search term.