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Learning Roadmap

How to Become a AI Export Control Compliance Analyst

A step-by-step, phase-based learning path from beginner to job-ready AI Export Control Compliance Analyst. Estimated completion: 5 months across 5 phases.

5 Phases
18 Weeks Total
High Entry Barrier
Advanced Difficulty
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  1. Foundations of Export Control Law

    4 weeks
    Goals
    • Understand the structure and purpose of U.S. EAR, ITAR, and EU Dual-Use Regulation
    • Learn the Commerce Control List (CCL) structure and ECCN classification logic
    • Grasp the concepts of deemed exports, re-exports, and transfers (in-country)
    Resources
    • BIS 'Introduction to Export Controls' online course
    • Thomson Reuters Practical Law - Export Controls practice notes
    • EU Dual-Use Regulation (EC) 2021/821 - full text study
    • Bureau of Industry and Security SNAP-R training modules
    Milestone

    You can navigate the Commerce Control List, identify basic ECCN classifications, and explain the regulatory framework to a non-specialist.

  2. AI Technology Literacy for Compliance

    4 weeks
    Goals
    • Understand AI/ML model architectures (transformers, CNNs, diffusion models) at a technical level sufficient for classification
    • Learn GPU and AI accelerator specifications - compute thresholds (TOPS), memory bandwidth, interconnect speeds - relevant to 3A090/4A090
    • Map the AI lifecycle (data collection → training → fine-tuning → inference → deployment) to export control trigger points
    Resources
    • Fast.ai 'Practical Deep Learning for Coders' (selected lectures)
    • NVIDIA technical specifications documentation for H100/A100/H200 GPUs
    • BIS October 2022 and October 2023 semiconductor export control rules - Federal Register
    • Center for Security and Emerging Technology (CSET) Georgetown publications on AI and export controls
    Milestone

    You can read an AI system's technical documentation and identify which components may be subject to export controls and why.

  3. Compliance Operations & Screening

    3 weeks
    Goals
    • Master denied party screening workflows using Visual Compliance or equivalent tools
    • Learn license application processes - documentation, timelines, conditions
    • Understand license exceptions (e.g., TSR, TMP, GOV, APR) and when they apply to AI technology
    Resources
    • Visual Compliance / Descartes platform training
    • BIS SNAP-R system tutorials for license application submission
    • Practical case studies from export enforcement actions (DOJ and BIS published settlements)
    • SCCE (Society of Corporate Compliance and Ethics) - export controls webinars
    Milestone

    You can run a full screening workflow, draft a license application package, and advise on applicable license exceptions.

  4. Building AI-Powered Compliance Workflows

    4 weeks
    Goals
    • Develop Python scripts for automating ECCN lookups, screening batch processing, and regulatory change alerts
    • Build a LangChain-based RAG pipeline over export control regulations for internal Q&A
    • Create compliance dashboards tracking license status, screening results, and risk indicators
    Resources
    • LangChain documentation and RAG tutorial series
    • Python for Data Analysis (Wes McKinney) - pandas fundamentals
    • Neo4j Graph Data Modeling free course
    • Tableau Public compliance dashboard templates
    Milestone

    You have built a working automated compliance toolkit - screening scripts, a regulation Q&A bot, and a risk dashboard - that demonstrates tangible value to a compliance team.

  5. Multi-Jurisdictional Strategy & Career Positioning

    3 weeks
    Goals
    • Understand the interplay between U.S., EU, UK, Japan, Netherlands, and South Korea export control regimes for AI technology
    • Learn to build a corporate export compliance program from scratch - policies, training, auditing, escalation
    • Prepare for Certified U.S. Export Compliance Officer (CUSECO) or equivalent credential
    Resources
    • Export Compliance Training Institute (ECTI) advanced seminars
    • OECD 'Dual-Use Technology and Export Controls' policy papers
    • CUSECO certification study guide
    • Interview with compliance leaders at NVIDIA, AMD, Google DeepMind, or OpenAI (industry panels and podcasts)
    Milestone

    You can design a multi-jurisdictional export compliance program for an AI company and are ready to interview competitively for mid-level roles.

Practice Projects

Apply your skills with hands-on projects. Ordered by difficulty.

ECCN Classification Automation Tool

Intermediate

Build a Python application that takes a product technical specification (hardware or software) as input and cross-references it against ECCN thresholds - particularly for 3A090, 4A090, and related AI-relevant entries - to suggest a preliminary classification with confidence score and rationale.

~30h
ECCN classification methodologyPython scriptingTechnical specification parsing

Export Control Regulation RAG Chatbot

Intermediate

Create a LangChain-based retrieval-augmented generation chatbot that ingests BIS Federal Register notices, EAR regulatory text, and company compliance policies, then answers compliance analysts' questions with cited sources.

~25h
LangChain and RAG pipelinesDocument chunking and embeddingRegulatory text analysis

Global Denied Party Screening Pipeline

Beginner

Build an automated batch screening system in Python that takes a CSV of customers/partners, screens them against OFAC SDN, BIS Entity List, and EU consolidated list APIs, and outputs a flagged risk report with recommended actions.

~20h
Denied party screeningAPI integrationData normalization

AI Supply Chain Export Risk Mapper

Advanced

Design a Neo4j graph database that models a multi-tier AI supply chain - from chip fabrication through model training infrastructure to SaaS deployment - with jurisdiction, licensing status, and end-user attributes on each node. Build queries to identify highest-risk export pathways.

~40h
Graph database modelingSupply chain analysisMulti-jurisdictional risk assessment

Regulatory Change Impact Dashboard

Intermediate

Build a Tableau or Streamlit dashboard that monitors BIS Federal Register updates, maps them to internal product ECCN classifications, and generates a heat map showing which products are affected by new rules, with severity scoring.

~25h
Regulatory monitoringData visualizationProduct-compliance mapping

Technology Control Plan (TCP) Template Generator

Beginner

Create a structured, interactive document generator (using Python + Jinja2 templates) that walks a compliance analyst through creating a Technology Control Plan for an AI research lab, including access controls, visitor protocols, and monitoring requirements.

~15h
TCP design methodologyDocument automationJinja2 templating

AI Chip Threshold Calculator and Classifier

Intermediate

Build a web-based calculator (Flask/Streamlit) that takes GPU/AI accelerator specifications as inputs and computes aggregate adjusted peak performance under BIS 3A090/4A090 rules, displaying whether the chip exceeds control thresholds with explanation of the math.

~20h
BIS threshold calculationsWeb application developmentExport control math formulas

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