Profile cover
J

AI Citation Network Analyst

Julian Johansson

Contract · Job · Chicago

About the role

Academic citations form a network that reveals how ideas spread, which papers are foundational vs. incremental, and where research frontiers are emerging. Our platform analyzes citation networks across 50 million papers to help research teams identify the most important work in any field — not by citation count alone, but by network position, citation context, and temporal dynamics. This 9-month contract focuses on the network analysis layer: building algorithms that identify influential papers based on their position in the citation graph, classifying citation types (foundational reference vs. methodological borrowing vs. critical disagreement), and detecting emerging research clusters where citation density is increasing rapidly. Citation analysis is graph ML applied to the sociology of science. A paper cited by 100 incremental follow-ups is less important than one cited by 10 paradigm-shifting works. You'll build the network features that capture these distinctions and validate them against domain expert assessments.

Responsibilities

  • Build citation influence algorithms based on network position and graph features
  • Classify citation types distinguishing foundational from incremental references
  • Detect emerging research clusters from increasing citation density patterns
  • Validate influence metrics against domain expert assessments
  • Create research landscape visualizations for institutional research strategy teams

Requirements

  • 3+ years in network analysis, graph ML, or bibliometrics
  • Strong Python and scikit-learn skills for graph feature engineering
  • SQL proficiency for querying large citation databases
  • Statistical skills for metric validation and significance testing
  • Interest in research evaluation and science of science

Benefits

  • 9-month contract with renewal option
  • Fully remote — US time zones
  • Competitive contract rate
  • Analyzing the structure of scientific knowledge

Keep exploring related roles

Use these topic pages to discover more roles in the same hiring cluster.

Job Type

Contract

Level

Mid-Level

Language

English

Salary Range

$80k – $100k / year

AI Expertise

NLP & Prompt Engineering data science & analytics

Skills

python scikit-learn pandas sql statistics

Ready to apply for this role?

Create a free talent account in under 2 minutes.

  • Apply to verified AI companies
  • Get AI-matched job recommendations
  • Message hiring managers directly
  • Build your public AI talent profile

Interested in this role? Create your free profile to apply.

Apply — create free profile