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Junction

Unified health data APIs for wearables

Data Scientist

Data ScienceUpdated on Nov 6
Full-time

About the Job

Requirements

  • A strong track record of leading high-stakes analytical work that influenced product, operational, or business decisions is required.
  • A deep foundation in statistical inference, experimental design, observational analysis, and model evaluation is required.
  • Strong Python and/or R skills, including experience working with large, messy real-world datasets, are required.
  • Experience building predictive or decision-support models in production or near-production environments is required.
  • Experience partnering closely with engineering to move work from analysis or prototype into deployed systems is required.
  • The ability to operate at both strategic and hands-on levels, defining the roadmap while also getting into details when needed, is required.
  • Strong communication and stakeholder management skills, including the ability to explain methods, findings, and tradeoffs to executives and technical peers, are required.
  • Comfort operating in a startup environment with ambiguity, limited structure, and high ownership is required.

Responsibilities

  • Own research and modeling work underlying the highest-priority data science opportunities across diagnostics, clinical workflows, and AI-enabled product features.
  • Define rigorous frameworks for measurement, experimentation, and causal evaluation to distinguish signal from noise and support defensible decisions.
  • Lead development of predictive models, segmentation approaches, risk or routing logic, and other statistical systems that inform product and business strategy.
  • Build the analytical foundation behind customer-facing features, from model development through validation and performance tracking.
  • Partner with engineering and data engineering to ensure models and analytical systems can be put into production, are reliable, and are useful in real workflows.
  • Establish how data-driven and AI-enabled features are evaluated, including methodology, quality thresholds, monitoring, and performance review.
  • Communicate technical findings, tradeoffs, limitations, and implications for action to technical and non-technical stakeholders.

Desired Qualifications

  • Experience designing, executing, and publishing research studies.
  • Experience with HIPAA, PHI, or other regulatory clinical frameworks.
  • Familiarity with modern data tooling and production workflows across warehouses, orchestration, and transformation layers.
  • Experience developing, deploying, and designing evaluation frameworks for LLM or AI-powered features in customer-facing products.
  • Experience working directly with healthcare, diagnostics, lab data, wearable data, and other clinical data.
  • Experience applying causal inference methods such as difference-in-differences, propensity scoring, or instrumental variables.

About the Company

Junction

Unified health data APIs for wearables

Junction is a healthcare infrastructure platform that unifies wearable, remote-patient-monitoring (RPM), and laboratory data through a single developer-oriented API. It lets digital health products order lab tests and read real-time device streams without building hundreds of individual integrations. The API connects to hundreds of wearables and RPM devices (including Apple, Fitbit, Oura, and Dexcom) and majorUS lab networks like Labcorp and Quest, supporting in-clinic, at-home kits, and mobile phlebotomy workflows used by digital health, wellness, insurer, and CRO customers. The platform already handles large volumes of lab tests and millions of connected devices for apps focused on chronic care, personalized treatment, and clinical research. Its goal is to expand its API network and scale the platform to make it easier for developers to access lab results and device data, enabling faster, data-driven health solutions.

Company size
51-200
Company stage
Series A
Total funding
$18.7M
Headquarters
New York City, New York
Founded
2015

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