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About the Role

Link Logistics Real Estate is hiring a hybrid ML/Backend Engineer to own the intelligence layer of Link's Analytics Engine. This role involves designing pipelines to integrate real estate data, building knowledge graphs and retrieval systems for LLMs, and architecting backend services to deliver real-time insights to investment teams.

Responsibilities

• Design graph-based data structures encoding relationships across markets, assets, tenants, and transactions.
• Build retrieval pipelines (RAG, hybrid search, structured queries) that give LLMs accurate, contextually rich grounding.
• Develop rule-based and agentic LLM workflows that automate investment analytical tasks.
• Own prompt engineering, eval frameworks, and production reliability for LLM workflows.
• Build ETL/ELT workflows that ingest, normalize, and enrich large-scale internal and third-party datasets.
• Ensure every dataset has a clear owner, update cadence, and quality SLA.
• Build systems for data trustworthiness, including lineage tracking, confidence scoring, and attribution.
• Treat a bad comp or stale signal as a production incident.
• Develop and maintain APIs and services that expose ML outputs and structured data to front-end applications.
• Prioritize low-latency, reliability, and clean contracts with the application team for backend services.
• Work directly with investment and asset management teams to understand analytical needs and iterate quickly.
• Treat analyst trust as a first-class product requirement.

Requirements

• 4+ years in ML engineering, backend engineering, or a role spanning both
• Hands-on experience shipping LLM-powered applications in production (RAG pipelines, prompt engineering, eval frameworks)
• Strong Python skills
• Comfortable owning backend services and APIs end-to-end
• Experience with knowledge graphs or graph databases (Neo4j or similar)
• Proficiency building data pipelines at scale (Spark, Databricks, or equivalent)
• Deep sensitivity to data provenance
• Track record of building systems that create analyst trust

Skills

• ML engineering
• Backend engineering
• LLM-powered applications
• RAG pipelines
• Prompt engineering
• Eval frameworks
• Python
• Backend services
• APIs
• Knowledge graphs
• Graph databases
• Data pipelines
• Spark
• Databricks

Location

• Hybrid

Work Type

• Hybrid

Experience Level

• 4+ years

Salary/Compensations

• $140,000 - $155,000

Benefits

• Health insurance coverage
• Retirement savings plan
• Paid holidays
• Paid time off

About the Company

• Link Logistics Real Estate (“Link”) is a leading operator of warehouses and business parks, specializing in last-mile logistics real estate.
• Established by Blackstone in 2019, the company connects consumption, technology, and the supply chain across its portfolio, which spans half a billion square feet.
• We leverage our scale, proprietary data and insights, and foundational focus on sustainability to drive success for our customers’ businesses and deliver value for our stakeholders.
• We put our people, customers, and communities first and find ways to make a conscious, positive impact where we live and work.
• Every day, we work to reinvent and lead our industry forward by thinking bigger and challenging the status quo.

Equal Opportunity

• The Company is an equal opportunity employer.
• In accordance with applicable law, we prohibit discrimination against any applicant, employee, or other covered person based on any legally recognized basis, including, but not limited to: veteran status, uniformed servicemember status, race, color, caste, immigration status, religion, religious creed (including religious dress and grooming practices), sex, gender, gender expression, gender identity, marital status, sexual orientation, pregnancy (including childbirth, lactation or related medical conditions), age, national origin or ancestry, citizenship, physical or mental disability, genetic information (including testing and characteristics), protected leave status, domestic violence victim status, or any other consideration protected by federal, state or local law.
• We are committed to providing reasonable accommodations, if you need an accommodation to complete the application process, please email LinkRecruiting@linklogistics.com.