Data Scientist IV
Insight GlobalAbout the role
Candidates must be willing to attend a final-round interview ONSITE in Colorado at their own expense.
Insight Global is seeking a Data Scientist IV to support a large telecommunications client on their Infrastructure Intelligence and Analytics (IIA) team. This team develops and operates the data platform and AI agent infrastructure that enables proactive network monitoring and automated investigations across enterprise network operations.
This individual will be responsible for designing, building, deploying, and evaluating AI agents that consume anomaly detection outputs and data from a large-scale data lake to automate investigation, diagnosis, and remediation activities. The role will own the full agent lifecycle from development through production deployment and performance evaluation.
The ideal candidate brings strong software engineering fundamentals, hands-on experience building AI agents programmatically using frameworks such as LangGraph, experience working with LLMs and agentic architectures, and a track record of deploying production-grade AI solutions.
Day-to-Day
Build and enhance AI agents using LangGraph or similar frameworks.
Integrate agents with data lakes, anomaly detection outputs, APIs, and real-time data sources.
Deploy agents into production through CI/CD pipelines.
Evaluate agent performance using gold-standard datasets and observability tools.
Improve agent quality through prompt engineering, context engineering, and tool design.
Collaborate with engineering and operations teams to support autonomous remediation initiatives.
Must-Haves
5+ years of Data Science, Machine Learning, Software Engineering, or AI development experience.
Strong Python and object-oriented programming skills.
Experience building AI agents programmatically (LangGraph or similar).
Experience with LLMs, agent orchestration, tool calling, retrieval, and memory patterns.
Strong SQL skills and experience working with large datasets.
AWS experience (S3, Athena, etc.).
Experience deploying production-grade solutions using Git, testing, and CI/CD.
Experience evaluating AI model/agent performance.
Nice-to-Haves
LangSmith
MCP (Model Context Protocol)
GitLab CI/CD
Telecommunications or network operations experience
n8n
REST APIs
boto3
Network telemetry, syslogs, or SNMP exposure
Responsibilities
- Build and enhance AI agents using LangGraph or similar frameworks
- Integrate agents with data lakes, anomaly detection outputs, APIs, and real-time data sources
- Deploy agents into production through CI/CD pipelines
- Evaluate agent performance using gold-standard datasets and observability tools
- Improve agent quality through prompt engineering, context engineering, and tool design
- Collaborate with engineering and operations teams to support autonomous remediation initiatives
Qualifications
- 5+ years of Data Science, Machine Learning, Software Engineering, or AI development experience
- Strong Python and object-oriented programming skills
- Experience building AI agents programmatically (LangGraph or similar)
- Experience with LLMs, agent orchestration, tool calling, retrieval, and memory patterns
- Strong SQL skills and experience working with large datasets
- AWS experience (S3, Athena, etc.)
- Experience deploying production-grade solutions using Git, testing, and CI/CD
- Experience evaluating AI model/agent performance
Skills mentioned
About Insight Global
Insight Global is an international talent and consulting company that delivers business outcomes in an ever-changing world. We obsess over solving problems and building solutions that move our customers further, faster. With access to top talent in more than 50 countries, our tech-enabled recruiters can build teams quickly. Our technical experts across Cloud, AI, Data, Enterprise Operations, and Applied Engineering deliver solutions tailored to each customer’s needs. As those needs evolve, so do we. As we evolve, though, we stay true to our purpose: to develop people personally, professionally, and financially so they can be the light to the world around them. It shows up in everything we do, from investing in our people to delivering results for our customers to making a meaningful impact in our communities.
H-1B sponsorship history
Historical employer filing data was found for Insight Global. The employer record includes 341 historical certified applications. This is employer-level history, not a guarantee that this role currently offers sponsorship.