11 часов назад
Staff Data Scientist, Machine Learning in Epidemiology and Patient Data Products (AI)
165 000 - 190 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Staff Data Scientist, Machine Learning in Epidemiology and Patient Data Products (AI): Building machine learning tools and analyses for high-dimensional longitudinal patient data across EHRs, clinical notes, sequencing data, and multi-omics with an accent on clinical insights, patient profiling, and operationalized ML pipelines. Focus on developing supervised, unsupervised, and deep learning methods, translating model outputs into clinical insights, and solving ambiguous problems in drug discovery and development.
Location: Remote within the United States, or offices in Lexington, Massachusetts and San Francisco, California. Permanent US work authorization is required; visa sponsorship is not available.
Salary: $165,000–$190,000 USD remote; $175,000–$220,000 USD in California.
Company
is an AI-enabled biotechnology company developing medicines through real-world data, artificial intelligence, human translational models, and predictive chemistry.
What you will do
- Lead the development of machine learning methods and analyses for real-world patient data with epidemiology, biology, and other stakeholders.
- Analyze and model high-dimensional longitudinal data from EHRs, clinical notes, sequencing, and multi-omics sources in cloud environments.
- Design, implement, and evaluate machine learning approaches that generate novel clinical insights and patient profiles.
- Build, maintain, and operationalize ML pipelines and translate model outputs for diverse audiences.
- Break down ambiguous problems, prioritize critical-path work, and contribute to coding standards, code reviews, and reproducible analyses.
- Collaborate with multidisciplinary project teams and facilitate meetings and technical discussions.
Requirements
- MS, MPH, or PhD in health data science, biostatistics, or a related quantitative field, plus 5 years of experience applying ML methods.
- At least 3 years of direct experience working with real-world patient data and healthcare databases, including EHRs, claims, or patient registries.
- Experience with medical coding ontologies and data models such as ICD, ATC, LOINC, SNOMED, CPT, HCPCS, and OMOP.
- Proficiency across supervised, unsupervised, semi-supervised, regression, classification, tree-based, clustering, dimensionality-reduction, and deep learning methods.
- Mastery of Python and modern data science tools, including scikit-learn, PyTorch, statsmodels, SciPy, MLlib, or MLflow.
- Permanent US work authorization without current or future sponsorship is required.
Nice to have
- Experience in biopharmaceutical, epidemiological, or biostatistical settings.
- Experience processing clinical notes, representation learning, transformer-based sequence models, or AI-assisted coding tools.
- Knowledge of causal methods for observational studies, including propensity scores, bias adjustment, and covariate selection.
- Familiarity with traditional drug discovery and development processes.
Culture & Benefits
- Work in an innovative startup environment with cross-functional, multidisciplinary teams.
- Contribute to patient-centric innovation and the development of new medicines.
- Healthcare coverage, an annual incentive program, retirement benefits, and additional benefits are provided.
- Work remotely within the United States or from company offices in Lexington and San Francisco.
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