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Forward Deployed Analytics Engineer

Translucent AI · New York City

Compensation
$150k - $200k/yr
Location
New York City
Level
Mid level
Posted
Last week
Data and MLEngineering

About this role

Why Translucent

Healthcare providers drive $2.5 trillion in medical expenditures annually - and operate on razor-thin 2 - 5% margins. Despite these stakes, the finance teams behind these organizations are buried in spreadsheets, manual data pulls, and disconnected systems, spending more time finding and cleaning data than actually using it to make decisions.

Translucent is changing that. We're building the agentic AI platform designed exclusively for healthcare finance - giving every finance team, department, service line their own arsenal of AI Agents that run 24/7, understand their specific data, business logic, and workflows.

Founded in 2024 and backed by GV, NEA, FPV, and Virtue, we've already been deployed by healthcare organizations managing over $5 billion in combined revenue. The product-market fit is real, the problem is massive, and we're just getting started. If you want to work at the intersection of AI and one of the most complex, consequential industries in the world - this is the place.

About the role

We're hiring a Forward Deployed Analytics Engineer to join our team in New York. You will sit at the intersection of our customers' financial and clinical data and the agentic AI systems we are building on top of it. Working within our managed data pipeline, you will reverse-engineer customer-specific business rules, build the transformations that map raw customer data into our unified ontology and semantic layer, and hold the bar for correctness on everything that flows through it.

This is a high-ownership role. You will work directly with customers to understand their source-of-truth financial and clinical models, then translate that understanding into durable, well-tested data transformations.

What you'll do

  • Understand customer requirements, current processes, workflows and business logic.
  • Identify the data required to stand up a customer workspace, and review customer source-of-truth financial and clinical data models - potentially on-site with customers to capture business logic firsthand.
  • Reverse-engineer and codify customer-specific business rules, from payer contract logic to chart-of-accounts idiosyncrasies.
  • Build and validate transformations that map customer data into Translucent's unified ontology and semantic layer, using SQL within our managed data pipeline.
  • Own testing and validation rigor for every transformation you ship - you are the last line of defense on data correctness.
  • Partner with our data platforming team when transformation needs surface pipeline or platform constraints, without owning that infrastructure yourself.
  • Interact directly with customers to confirm data access and validate your understanding of their source systems and business logic.
  • Work with our platform team to identify expansion opportunities for core infrastructure and shared services, based on patterns you see across customer engagements.
  • Partner with our insights and product engineering teams to understand and expand our data ontology as new customer needs and data sources emerge.

What we're looking for

Must-haves

  • Deep healthcare data domain experience - prior work at a health system, healthcare-focused consulting, or health tech, with hands-on exposure to claims, EHR, or financial/revenue cycle data.
  • Comfort reverse-engineering messy or under-documented business logic directly from source systems.
  • Strong SQL - this is the primary tool of the role, and we expect real fluency, not familiarity. Bonus points for BigQuery SQL experience.
  • Experience working inside a modern data platform (Databricks, Snowflake, Fabric, BigQuery, or similar) as a hands-on user.
  • Experience with dbt-style transformation tooling (we use SQLMesh) including model contracts and layered/medallion architectures; comfort working in transformation-as-code workflows including testing and validation.
  • Solid data modeling and pipeline instincts: comfortable reasoning about schemas, normalization vs. denormalization, modeling complex domain entities and operating a data pipeline.
  • Comfortable operating in a git-native, PR-driven workflow with basic Python - version control, code review, and shipping changes through an established CI/CD pipeline.
  • 3-5+ years of relevant industry experience.

Nice-to-haves

  • Epic Cogito and Epic Clarity certifications or accreditations
  • Comfort working under strict PHI/data-governance constraints (e.g., synthetic-only test fixtures, no real patient data in code).
  • Healthcare interoperability standards experience (HL7, FHIR, X12 837/835).
  • Experience working directly with customers or stakeholders in a forward-deployed, integrations, or solutions engineering capacity.
  • Hands-on experience with GCP BigQuery SQL dialect

Education

Bachelor's degree (or higher) in a quantitative or business-adjacent discipline - computer science, statistics, mathematics, health informatics, or finance/accounting - or equivalent experience in healthcare data, revenue cycle, or health system finance. We weigh hands-on healthcare data experience and SQL fluency at least as heavily as formal degree background.

Location

Union Square, New York City. In-office 4 days per week.

Compensation

$150k - $200k

As published by Translucent AI. Applications are handled on their site.

Skills this posting mentions

Revenue Cyclereverse engineeringBigQuery

About Translucent AI

Hospitals and clinics shouldn't have to choose between financial health and patient health. But today, they do. Healthcare finance teams are drowning in manual data work - pulling numbers from multiple systems, building spreadsheets, answering endless questions from operators. By the time they finish analyzing last month's performance, they're already behind on this month's decisions. The result? Finance leaders are forced to make difficult tradeoffs: cut services to stay solvent, or keep services running and risk financial instability. What We Do Translucent is healthcare's financial operating system. We automate the manual data work that consumes finance teams - connecting fragmented data sources, running analyses, and surfacing insights instantly. Instead of spending days building reports, finance teams can focus on what matters: moving the margin and making strategic decisions that improve both financial performance and patient care. Why It Matters When healthcare finance teams have the financial clarity they need, hospitals can maintain strong margins while delivering excellent patient care. No more forced tradeoffs between the two. We serve health systems and medical groups across the United States - from large multi-billion dollar organizations to small rural hospitals where every decision affects whether patients can access care locally. Our Team & Backing Translucent is backed by GV, NEA, FPV Ventures, Virtue, and Redesign Health. We're headquartered in New York City and bring together expertise in agentic AI, healthcare operations, and enterprise software.

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