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Full-Time

Senior Data Scientist

Clinical Informatics

Posted on 4/3/2024

Valo Health

Valo Health

51-200 employees

AI-driven drug discovery and development

Data & Analytics
Hardware
AI & Machine Learning
Biotechnology
Healthcare

Senior

Cambridge, MA, USA

Category
Data Science
Data & Analytics
Required Skills
Agile
Python
Data Science
R
Apache Spark
SQL
AWS
Pandas
Linux/Unix
Snowflake
Requirements
  • Bachelor's degree with 5+ years or MS / PhD with 1+ years in a medically-related field with a quantitative focus (public health, health economics, biostatistics) or in a quantitative field (computer science, statistics, computational biology, biomedical engineering).
  • 3+ years of experience working with real world data, clinical trial data and/or preclinical data. Practical experience in data cleaning, filtering, and harmonizing real world patient data, and conducting quality and capability evaluations.
  • Experience developing and maintaining healthcare data dictionaries for patient data.
  • Knowledge of medical coding ontologies and data models for real-world data types in US and globally (ICD, ATC, LOINC, SNOMED, CPT, HCPCS, etc).
  • Fluency in Python (required) and relevant data science packages (e.g. pandas). Experience in R and SQL a plus.
  • Familiarity and/or experience with Spark (pyspark) including performance optimization through query techniques, data storage techniques, or configuration tuning.
  • Familiarity and/or experience with cloud computing (AWS), Linux environments, and shell scripting.
  • Familiarity and/or experience with SQL connectors (e.g. Snowflake), and unstructured/text analysis (e.g. regular expressions, NLTK, spaCy/medspaCy) a plus.
  • Familiarity and/or experience with designing python libraries or packages in other languages is a plus.
  • Familiarity and/or experience in common clinical practices, human physiology, or epidemiology of cardiovascular, metabolic, and renal disease areas is a plus.
  • Familiarity with or exposure to traditional drug discovery and development processes and approaches is a plus.
Responsibilities
  • Develop clinical concepts, medical code mappings, and data dictionaries for real-world data types.
  • Define and implement data harmonization standards and curation strategies for real-world patient data products.
  • Lead the development and maintenance of user-driven tools/packages to generalize data processes and automate data transformation in real-world data studies and machine learning projects.
  • Collaborate with pre-clinical data science and clinical teams to define data requirements, reconciling research needs with real-world data collection practices and utilization.
  • Contribute to writing reports and presentations to non-technical internal audiences and external clients.
  • Work in an agile manner to create high-quality, analysis-ready data sets and products to be used across the organization.
  • Use technical knowledge and intuition to articulate and break down large problems into solvable pieces.
  • Be a dynamic and active team member, championing and adopting shared coding standards, participating in code review, and providing regular updates of your work and input into the work of your colleagues.

Valo Health specializes in utilizing their proprietary Opal Computational Platform™ to integrate high-quality patient data with AI-driven technologies. This approach not only speeds up drug discovery and development but also enhances the accuracy and effectiveness of their pharmaceutical solutions across numerous disease areas. Valo Health offers a dynamic work environment where employees engage with cutting-edge technology and contribute to significant advancements in healthcare. The company's commitment to leveraging machine learning and tissue biology to understand and treat diseases positions it as a leader in the biotechnology industry, providing a compelling reason for professionals seeking impactful and forward-thinking career opportunities.

Company Stage

Series C

Total Funding

$548M

Headquarters

Boston, Massachusetts

Founded

2019

Growth & Insights
Headcount

6 month growth

2%

1 year growth

0%

2 year growth

-24%
INACTIVE