Biogen
Co-op, Data Science
Biogen, Cambridge, Massachusetts, us, 02140
Job DescriptionThis application is for a 6-month student role from January - June 2025. Resume review begins in October 2024.
Biogen’s Decision & Quality Analytics Innovation (DQAI) team is part of the RD&M, the vision of the DQAI team is to drive data-driven insights from trusted data. And the mission of the DQAIteam is to maximize the quality, efficiency and application of analytics, optimization opportunities, identification of compliance risk, and enhanced business analytics application. Specifically, the DQAI team has four major components: (1) Advanced analytics and simulation of portfolio data (Monte Carlo simulation, etc.); (2) Establish robust and scalable data management pipeline; (3) Apply Artificial Intelligence in different business domains (Data Science, Machine Learning, Statistical Analysis, etc.); (4) Development of business intelligence tools (dashboards, websites, etc.) to transform data into actionable decisions.
QualificationsIn this role, you will work side-by-side with Biogen’s Data Scientists and Statisticians – you will have the opportunity to implement the latest methods from state-of-the-art (SOTA) research papers and get involved in the entire development lifecycle of the Artificial Intelligence (AI) products— from data ETL to model training, versioning, deploying, monitoring and validate models with feedback from subject matter experts. Below are some accountabilities of this role:
Collaborate closely with senior data scientists and statisticians to implement and deploy cutting-edge AI models
Facilitate clinical scenario simulation work
Develop and prototype data visualizations and dashboards
Conduct research works on the latest AI applications in Pharmaceutical areas
Engage with stakeholders to communicate key results to deliver predictive and prescriptive insights
Provide ad-hoc statistical and machine learning support to business partners
Example projects may include:
Develop explainable machine learning models and deploy them as interactive dashboards
Reproduce the latest methodologies from the top-tier machine learning research papers, apply them to Biogen’s internal data and use cases, and create comprehensive evaluation reports regarding the model performance and limitations
Create a simulation model for clinical programs
Qualifications:
Include the knowledge, skills, and abilities you may be seeking.
Demonstrated proficiency in at least one programming language (Python, R, etc)
Familiarity with concepts about NLP/NLG, topic modeling, text analytics, and text mining, and understanding of their mathematical foundations
Experience with Monte Carlo Simulation
Experience with NLP packages in Python, such as NLTK, spaCy, Gensim, etc.
Experience with deep learning frameworks, such as Pytorch, TensorFlow, HuggingFace
Ability to explore, discover and import data from multiple sources and make them ready for modeling with SQL and/or Pandas
Ability to communicate complex technical concepts in a clear and actionable manner
Willing to work in a collaborative environment to define a practical solution
Strong data visualization skills and experience with the Streamlit and/or Dash framework in Python is a plus
Experience with reproducing results from top-tier machine learning conferences is a plus
Familiarity with Github and Linux shell scripting in a cloud-based environment is a plus
Experience with Quality and Compliance data, Clinical Portfolio Data in the Pharmaceutical industry is a plus
To participate in the Biogen Internship Program, students must meet the following eligibility criteria:
Legal authorization to work in the U.S.
At least 18 years of age prior to the scheduled start date
Be currently enrolled in an accredited community college, college or university
Education
Currently pursuing a Master’s degree in Data Science, Statistics, Bioinformatics, Computer Science, Computational Biology, or related field
Additional InformationWhy Biogen?
We are a global team with a commitment to excellence, and a pioneering spirit. As a mid-sized biotechnology company, we provide the stability and resources of a well-established business while fostering an environment where individual contributions make a significant impact. Our team encompasses some of the most talented and passionate achievers who have unparalleled opportunities for learning, growth, and expanding their skills. Above all, we work together to deliver life-changing medicines, with every role playing a vital part in our mission. Caring Deeply. Achieving Excellence. Changing Lives.
At Biogen, we are committed to building on our culture of inclusion and belonging that reflects the communities where we operate and the patients we serve. We know that diverse backgrounds, cultures, and perspectives make us a stronger and more innovative company, and we are focused on building teams where every employee feels empowered and inspired. Read on to learn more about our DE&I efforts.
All qualified applicants will receive consideration for employment without regard to sex, gender identity or expression, sexual orientation, marital status, race, color, national origin, ancestry, ethnicity, religion, age, veteran status, disability, genetic information or any other basis protected by federal, state or local law. Biogen is an E-Verify Employer in the United States.
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Biogen’s Decision & Quality Analytics Innovation (DQAI) team is part of the RD&M, the vision of the DQAI team is to drive data-driven insights from trusted data. And the mission of the DQAIteam is to maximize the quality, efficiency and application of analytics, optimization opportunities, identification of compliance risk, and enhanced business analytics application. Specifically, the DQAI team has four major components: (1) Advanced analytics and simulation of portfolio data (Monte Carlo simulation, etc.); (2) Establish robust and scalable data management pipeline; (3) Apply Artificial Intelligence in different business domains (Data Science, Machine Learning, Statistical Analysis, etc.); (4) Development of business intelligence tools (dashboards, websites, etc.) to transform data into actionable decisions.
QualificationsIn this role, you will work side-by-side with Biogen’s Data Scientists and Statisticians – you will have the opportunity to implement the latest methods from state-of-the-art (SOTA) research papers and get involved in the entire development lifecycle of the Artificial Intelligence (AI) products— from data ETL to model training, versioning, deploying, monitoring and validate models with feedback from subject matter experts. Below are some accountabilities of this role:
Collaborate closely with senior data scientists and statisticians to implement and deploy cutting-edge AI models
Facilitate clinical scenario simulation work
Develop and prototype data visualizations and dashboards
Conduct research works on the latest AI applications in Pharmaceutical areas
Engage with stakeholders to communicate key results to deliver predictive and prescriptive insights
Provide ad-hoc statistical and machine learning support to business partners
Example projects may include:
Develop explainable machine learning models and deploy them as interactive dashboards
Reproduce the latest methodologies from the top-tier machine learning research papers, apply them to Biogen’s internal data and use cases, and create comprehensive evaluation reports regarding the model performance and limitations
Create a simulation model for clinical programs
Qualifications:
Include the knowledge, skills, and abilities you may be seeking.
Demonstrated proficiency in at least one programming language (Python, R, etc)
Familiarity with concepts about NLP/NLG, topic modeling, text analytics, and text mining, and understanding of their mathematical foundations
Experience with Monte Carlo Simulation
Experience with NLP packages in Python, such as NLTK, spaCy, Gensim, etc.
Experience with deep learning frameworks, such as Pytorch, TensorFlow, HuggingFace
Ability to explore, discover and import data from multiple sources and make them ready for modeling with SQL and/or Pandas
Ability to communicate complex technical concepts in a clear and actionable manner
Willing to work in a collaborative environment to define a practical solution
Strong data visualization skills and experience with the Streamlit and/or Dash framework in Python is a plus
Experience with reproducing results from top-tier machine learning conferences is a plus
Familiarity with Github and Linux shell scripting in a cloud-based environment is a plus
Experience with Quality and Compliance data, Clinical Portfolio Data in the Pharmaceutical industry is a plus
To participate in the Biogen Internship Program, students must meet the following eligibility criteria:
Legal authorization to work in the U.S.
At least 18 years of age prior to the scheduled start date
Be currently enrolled in an accredited community college, college or university
Education
Currently pursuing a Master’s degree in Data Science, Statistics, Bioinformatics, Computer Science, Computational Biology, or related field
Additional InformationWhy Biogen?
We are a global team with a commitment to excellence, and a pioneering spirit. As a mid-sized biotechnology company, we provide the stability and resources of a well-established business while fostering an environment where individual contributions make a significant impact. Our team encompasses some of the most talented and passionate achievers who have unparalleled opportunities for learning, growth, and expanding their skills. Above all, we work together to deliver life-changing medicines, with every role playing a vital part in our mission. Caring Deeply. Achieving Excellence. Changing Lives.
At Biogen, we are committed to building on our culture of inclusion and belonging that reflects the communities where we operate and the patients we serve. We know that diverse backgrounds, cultures, and perspectives make us a stronger and more innovative company, and we are focused on building teams where every employee feels empowered and inspired. Read on to learn more about our DE&I efforts.
All qualified applicants will receive consideration for employment without regard to sex, gender identity or expression, sexual orientation, marital status, race, color, national origin, ancestry, ethnicity, religion, age, veteran status, disability, genetic information or any other basis protected by federal, state or local law. Biogen is an E-Verify Employer in the United States.
#J-18808-Ljbffr