AI Data Analyst

About Aidoc

Aidoc is the market leader in healthcare AI and has developed the world's largest clinical frontier model, supporting nearly 50 million patients each year.

Aidoc is deployed in more than 2,000 medical centers worldwide. Since our founding in 2016, Aidoc has raised over $500 million and achieved a record number of FDA-cleared solutions.

Medical diagnosis is hitting a breaking point, where the number of physicians hasn't kept up with the rapidly growing patient load. This leads to misdiagnosis and treatment delays that result in hundreds of thousands of deaths every year. Aidoc assists clinicians by precisely highlighting diseases directly on medical images, preventing misdiagnosis and ensuring that urgent patients receive the immediate attention they need.

About this role

On our journey, we have discovered that building AI that delivers value in the real world, requires much more than just an algorithm - it requires mastering the data layers the algorithms are trained and evaluated on. At Aidoc's AI organization, the data development achievements of our group are at the heart of improvements in our AI accuracy and scalability. We are among the few companies paving the way for methodologies and architectural patterns (that don't exist in this field yet) as we go.  

Our AI Data Development Group is the data analytics core in our AI algorithms development process, and has several main areas of responsibility:

1) Mining the optimal data for our datasets, based on a deep understanding of the nuances of medical data, medical workflows, and Aidoc’s algorithms.

2) Evaluating our algorithms’ performances, in order to maximize their success in real-world environments.

3) Facilitating data-driven product decisions through in-depth analysis.

4) Technical project management of the dataset development process.

Responsibilities

• • End-to-end ownership and technical project management of dataset development projects, for training and evaluation of AI algorithms, from ideation to delivery. This responsibility includes:
  • The facilitation of the data across various teams.
  • Detecting errors and anomalies in the data, defining the most efficient and accurate tables and views per project, and researching these issues to verify the quality signature of the dataset, which will have a sound effect on the product outcome.
  • Developing the optimal data pipeline per project.
  • Facilitating data-driven product decisions, by deeply understanding the product questions and identifying whether there are cost-effective data analyses that could provide a valuable answer to this question, based on a deep understanding of the relevant clinical workflows and algorithms.
  • Mapping bottlenecks in existing processes, and leading development of tools, infrastructure, and mechanisms to enhance our efficiency and decision-making processes at all levels.
  • Continuously assessing the projects’ risks and successfully mitigating them. 
  • Develop and execute control and review processes for improving the team’s quality signature on deliverables.

Requirements

• • B.Sc in Engineering or Exact Science (M.Sc. or Ph.D - A major advantage).
  • 1-3 years of industry experience in hands-on data analysis role
  • Extensive hands-on experience with Python (pandas, numpy, matplotlib) and SQL.
  • Experience in analytics engineering - Utilizing DBT, Airflow and similar tools - Advantage.
  • Ability to summarize and visualize complex data and insights.
  • Experience with presenting data insights to management, for healthy data-driven decision-making processes.
  • Hands-on experience in developing data analysis tools and methodologies in a R&D/production environment.
  • A track record of excellence. 
  • Experience with the realm of machine learning algorithms and AI development - A major advantage.
  • Great communication skills, and ability to create and maintain positive relationships with a diverse set of stakeholders
  • Problem-solving approach - a team player with the ability to work with stakeholders, translating their needs into requirements, and implementing the right solution.
  • Proven leadership skills.
  • Strong passion for the medical field.
  • Full professional proficiency in English and Hebrew (written and spoken) is required.

Working at Aidoc

Our Perks:

• Be part of something big - using cutting-edge technologies to transform the Healthcare industry (while saving patients’ lives)
• We work in a hybrid model, with our new offices located at 34 HaMasger Street in Tel Aviv and parking for employees.
• Amazing and healthy breakfasts and lunches prepared daily by our personal chef!
• Stocked up kitchen & meal card
• Wellness: Aidoc employees-only gym, plus Pilates, Yoga, and functional workouts classes.
• Amazing culture - collaborative, transparent & fun!
• Attractive compensation package & benefits

Aidoc is deeply committed to creating an inclusive workplace, and to the principle of equal opportunity for all individuals. We prohibit discrimination and harassment based on race, color, religion, sex, sexual orientation, gender identity, national origin, age, disability, veteran status, or any other status protected by law.