- Work with a team of passionate data scientists to further the mission of Iodine and the Data Science team
- Collaborate with teams, including both technical and business teams, from different functional areas to solve complex problems
- Leverage Natural Language Processing (NLP) tools and techniques including identification and extraction of named entities and relationships, summarization, and disambiguation using a variety of clinical document formats
- Develop statistical and machine learning algorithms, named entity recognition/named entity linking models, inference rules, probabilistic models, simulation models, and visualizations for client pilots and scaled solutions
- Assist other team members as required
- Conduct directed research and development in natural language processing and applied machine learning on healthcare datasets
- Present results and overviews to internal and external audiences
- Consult with business teams to provide guidance and capture feedback as required
- Perform exploratory data analysis (EDA), data profiling, and data cleaning on a variety of datasets
- Learning and identifying data relationships across multiple contributing sources, developing and discovering direct and inferred data relationships where rules can be defined and consistently applied, and other strategies to optimize the efficiency and quality of the data being collected, normalized, and delivered
- Acquire data from primary or secondary data sources to maintain data quality programs, and leverage these sources to identify and interpret trends or patterns in complex datasets
- Create innovative frameworks and solutions for extracting value from client data
- 2+ years hands-on experience in NLP, machine learning, statistics
- Strong sense of teamwork, and a willingness to help others
- Ability to effectively communicate technical concepts to both technical and non-technical staff members
- Good interpersonal, presentation, and communication skills
- Self-motivated and self-directed, able to learn new technologies quickly and adapt to a rapidly changing environment
- Proficiency in NLP tools including cTAKES, spaCy, nltk
- Solid grasp of Java language and ecosystem for NLP-related tasks
- Proficiency in ML/Data Science languages including Python (and packages including but not limited to pandas, numpy, scikit-learn, pytorch) and SQL
- Proficiency in using SQL and noSQL databases, including PostgreSQL, ElasticSearch
- Master's Degree or PhD strongly preferred in Computer Science, Statistics, Mathematics, Econometrics, Operations Research, Physics or a related field with a substantial research component and focus on data analysis
- Ability to demonstrate proficiency in NLP, machine learning, statistics, data analysis. Must have an excellent knowledge of advanced methods, and experience in applying those methods to a variety of problems
- Solid grasp of probability, statistical or mathematical modeling with analytical and quantitative problem-solving ability. Experience with healthcare data is strongly preferred.
- Demonstrated experience in applying machine learning to real-world problems
- Familiarity with software development cycles, version control systems (including Git), interacting with RESTful APIs, Mac and Linux platforms
- Familiarity with ETL tools and processes
- Familiarity with MLOps, model deployment, model monitoring, model versioning
- Experience with improving model runtime performance and data query performance
- Experience with Jupyter notebooks
- Excellent communication skills
- Experience working in an agile team environment. Understanding of code promotion, code turnover to operations, version control, and QA procedures.
- Conduct code walkthroughs, peer reviews, and produce technical documentation
- Familiarity with big data and distributed/cloud computing technologies such as Airflow, Kafka, Apache Spark, Databricks, AWS platform data services
- Knowledge of healthcare data space, including clinical data formats and workflows is strongly preferred
- Very strong scripting and automation skills - you believe you can automate everything)
- Understand database platform layouts and configurations
- Ability to efficiently balance multiple projects in a rapidly changing environment
- Experience in a professional services environment with exposure to senior functional leaders
- Health Benefits Package: Medical, Vision, Dental
- Telehealth
- Pharmacy Resources
- Savings and Spending Accounts
- Life & AD&D Insurance
- Disability Insurance
- Travel Assistance and ID Theft Protection
- Accident Insurance
- Critical Illness Insurance
- Hospital Indemnity Insurance
- Pet Insurance
- Employee Assistance Program
- Lifestyle Spending Benefit
- Legal Plan
- 401(k) Retirement Savings Plan and Match
Data Scientist - Austin, United States - Iodine Software
Description
Data Scientist
Join us. Let's make a direct impact in healthcare.
Being an Iodine employee means becoming part of something bigger: using clinical AI technology to drive smarter healthcare processes and positively impact patient care.
Who we are:
Iodine is an enterprise AI company that is championing a radical rethink of how to create value for healthcare professionals, leaders, and their organizations: automating complex clinical tasks, generating insights and empowering intelligent care. Powered by one of the largest sets of clinical data and use cases available, our groundbreaking clinical machine-learning engine, Cognitive ML, constantly ingests the patient record to generate real-time, highly focused, predictive insights that clinicians and hospital administrators can leverage to dramatically augment the management of care delivery.
What we're looking for:
Iodine thrives on innovation. We are looking for a curious, passionate Data Scientist that will help us discover and unlock the value hidden in vast amounts of data. You will be joining a small team that is tackling many challenging and interesting healthcare problems using ML and NLP. Because we work on the cutting edge of a lot of technologies, we need someone who is a creative problem solver, resourceful in getting things done, and productive working independently or collaboratively. You will be accessing and shaping our enormous amount of data to help drive our future innovation.
What you'll do:
What we'd love to see:
Desired additional experience/skills
Please note this position is not restricted solely to the responsibilities listed above and that the job scope and responsibilities are subject to change.
What we offer:
Why should you join Iodine?
This is a unique opportunity to join a close-knit, rapidly growing team and help us improve a key piece of the organization. You will have the opportunity to drive smarter healthcare processes through technology, so hospitals can stay focused on patient care. You will join a passionate and ambitious team, with a proven record of success building multiple companies. Learn more about our company culture on Built In Austin and on our website at .
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At Iodine Software, we don't just accept DIFFERENCE - we celebrate it We recognize that diversity benefits our employees, products, customers, and our community. We are committed to offering equal employment opportunities without regard to any legally protected characteristic. If you need a reasonable accommodation, please email