Aledade

Staff AI Researcher - ML and AI modeling in Epidemiology

United States

Not SpecifiedCompensation
Expert & Leadership (9+ years)Experience Level
Full TimeJob Type
UnknownVisa
Healthcare, BiotechnologyIndustries

Requirements

Candidates must possess a BA/BTech in Statistics, Data Science, Computer Science, or a related field, with 8+ years of relevant statistical analysis and machine learning experience, including ML modeling, hyperparameter tuning, feature engineering, and model validation. A background in Epidemiology, particularly in chronic condition modeling, is required, along with 5-7 years of experience selecting, implementing, and optimizing ML tools and frameworks for large-scale projects. Proficiency in Python (3+ years) and experience with deep learning, LLMs (2+ years), large-scale distributed systems, and statistical software like Spark (2+ years) are necessary. Experience addressing challenges with incomplete, unrepresentative, or mislabeled data and a track record of significant contributions to the field through publications, patents, or large-scale implementations are essential. A PhD or Master's degree in a quantitative discipline or equivalent practical experience, working knowledge of Public Health and health-tech systems, strong communication skills for non-technical audiences, experience with sensitive data security, and proficiency in statistical software like R or SAS are preferred.

Responsibilities

The Staff AI Researcher will develop and train ML and AI solutions to improve public health outcomes by leveraging extensive medical data. Responsibilities include training and fine-tuning models using novel ML/AI techniques to solve optimization problems, working with large and complex datasets, conducting difficult and non-routine analysis, and harvesting data. The role involves delivering working Proof of Concept (POC) solutions that balance speed, scalability, and time-to-market trade-offs, partnering with engineering and analytics teams to integrate AI technology into existing products and workflows, and harnessing knowledge from medical records, diagnoses, claims, and prescriptions.

Skills

Machine Learning
AI modeling
Epidemiology
Optimization
Data analysis
Python
Deep learning
LLMs
Distributed systems
Spark
Statistical analysis
Hyperparameter tuning
Feature engineering
Model validation
Chronic condition modeling
Data cleaning
Large-scale implementations

Aledade

Supports independent primary care practices

About Aledade

Aledade operates in the primary care sector, focusing on supporting independent primary care practices. The company provides these practices with essential support and data to help them navigate the challenges of the changing healthcare landscape. Aledade offers personalized, on-the-ground assistance, ensuring that practices have timely access to the right data to improve the quality of care they deliver to their communities. Additionally, Aledade has developed a proprietary technology application that gives practices insights about their patients, further enhancing their care capabilities. Unlike many competitors, Aledade is dedicated to the success of independent practices, making it the largest network of its kind in the nation. The company's goal is to empower these practices to thrive and provide high-quality care through its support services and technology.

Bethesda, MarylandHeadquarters
2014Year Founded
$662MTotal Funding
SERIES_FCompany Stage
Enterprise Software, HealthcareIndustries
1,001-5,000Employees

Risks

Increased competition from platforms like Privia Health threatens Aledade's market share.
Integration challenges from acquiring Medical Advantage may disrupt operations in Michigan.
Rapid technological advancements require continuous updates to Aledade's technology platform.

Differentiation

Aledade partners with independent primary care physicians to create Accountable Care Organizations.
The company offers a proprietary technology platform for timely patient insights.
Aledade provides personalized, on-the-ground support to enhance care quality.

Upsides

Aledade's acquisition of Medical Advantage expands its presence in Michigan significantly.
The rise of telehealth creates new opportunities for Aledade's primary care practices.
Aledade's focus on value-based care aligns with increasing demand for ACOs.

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