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À propos
What We Do: We help our clients navigate today’s high stakes with data and Institutional Performance Management practices. Together with our clients, we chart a path to sustainability by borrowing practices from the most successful businesses.
How We Do It: We approach our work with a “we’re on it” attitude that the higher ed community has come to know and expect from our team. We’re data geeks to our core, committed to simplifying the toughest challenges and operating with transparency. Our most successful team members are change agents who love a challenge.
How You'll Help: As a Data Scientist, you will partner with college and university stakeholders to turn business questions into data questions and deliver analyses, predictive models, reports, and AI/ML solutions that support institutional decision-making and student success. You will design and prepare analytical datasets, conduct exploratory and statistical analysis, develop and maintain machine learning and forecasting models, configure and deploy AI/ML products, build interactive dashboards, and clearly communicate insights to higher education leaders and staff. In this role, you’ll work independently and collaboratively with data scientists, analysts, engineers, and client stakeholders to deliver meaningful, actionable results across student success, institutional effectiveness, and operational efficiency.
What You Will Do: Communicate with stakeholders to determine institutional goals, and design analyses and data visualizations to provide insight to complex business problems.
Conduct exploratory data analysis in collaboration with subject matter experts to build and validate analytical datasets.
Develop statistical and machine learning models (classification, time series, etc.) using a custom python framework to generate scores and forecasts.
Present predictive modeling results and operational dashboards to end-users at colleges and universities to help them understand and make use of the findings and scores.
Work with data science and data engineering teams to build data pipelines, improve internal systems, and deploy and maintain models in a production environment.
Collaborate with other data scientists to share knowledge, develop best practices, and contribute to documentation, process standardization, and product development.
Occasionally travel (typically 1-3 days at a time, ~3 times per year) to HelioCampus offices and client sites for meetings and presentations.
You Will Be a Good Fit For This Role If You Have: Experience building analyses using educational industry data at a Higher Ed institution or EdTech company, especially in the areas of admissions, enrollment, financial aid, student success, institutional effectiveness, or finance/budget.
3+ years of experience delivering analytical insights to higher ed stakeholders, including building and evaluating machine learning models (python and scikit-learn experience required).
Analytical dataset design and feature engineering skills (SQL and python).
Ability to conduct, interpret, and explain statistical analyses.
Experience using interactive data visualization and business intelligence tools (Tableau and/or Power BI) to design and publish interactive reports and dashboards, enabling data exploration and communication of analysis results.
Excellent communication and collaboration skills, and experience working with both business users and technical development teams, as well as presenting findings to decision-makers.
Ability to work effectively and independently in a remote role, managing multiple priorities and meeting deliverable deadlines.
Understanding of model transparency & explainability concepts, and ethical issues in data science.
Familiarity with production data pipeline and model deployment and management.
Familiarity with relational database and data warehouse concepts.
Familiarity with a variety of machine learning methodologies, forecasting techniques, and generative AI (LLMs).
A tool-agnostic approach to data science: excitement for adopting new tools and techniques, while having solid fundamentals that underpin quick learning and high quality work delivery.
Nice To Have’s Include: Advanced degree in an analytical/quantitative field (Comparable depth of experience can be substituted for quantitative field of study or advanced degree).
Experience working with student data in PeopleSoft, Banner, Colleague, Workday, Slate, Salesforce/TargetX, or other higher ed-specific data systems.
Experience working remotely with distributed teams and clients.
Experience with version control (git), software development processes, object oriented programming, and machine learning framework development.
MLOps experience deploying and maintaining production pipelines and models.
Experience applying a wide range of supervised and unsupervised machine learning and forecasting techniques using a variety of python packages.
Experience working with any of the following tools: jupyter notebooks, pandas, Docker, linux server/command line, EC2, S3, Amazon Redshift, airflow, SHAP, MLFlow, prophet, VS Code.
Experience using AI tools/services to increase delivery efficiency without sacrificing quality (for example - having built enough depth of coding experience to critically evaluate AI-generated code and avoid introducing issues that lead to future rework).
Experience with LLM Evaluation methods and frameworks.
Projects You Will Work On: Developing classification models to predict admitted student yield, enrolled student retention, or on-time graduation, and presenting results to university leaders designing programs to improve student outcomes and support institutional success.
Designing and publishing interactive dashboards to enable end-users to operationalize model results to make an impact at colleges and universities.
Helping institutional stakeholders understand financial need and aid correlation with student success metrics.
Forecasting enrollments using time-series methods to support budgeting and hiring decisions.
Partnering with senior Data Scientists and other colleagues to improve our products and processes using new techniques, tools, and AI.
Contributing to extensible python machine learning development and deployment framework.
Documenting data pipelines, ML workflows, and deployed models for both internal teams and client end-users.
Presenting webinars about our team’s work to current and prospective clients.
Location: HelioCampus has two locations, Bethesda, MD and Chapel Hill, NC. This specific role is primarily remote, with occasional travel to an office or client site.
Compensation and Benefits: HelioCampus offers employees a competitive salary along with paid time off, healthcare, vision, dental, 401(k) w/ company match, parental leave, remote work flexibility, home office perks, and a fun, collaborative work environment.
What Sets Us Apart:
1. Commitment to Higher Education:
We believe that serving higher ed makes the world a better place. This drives our desire to deliver high-quality products and services to help higher education institutions serve their students and communities.
2. Flexibility to Fit Your Life:
HelioCampus employees enjoy the autonomy, freedom, and trust of a remote-first working environment. We embrace an “on it” mentality both in and out of the workplace, and employees are supported in pursuing personal and professional passions.
3. A Community of Bright Minds with Big Hearts:
HelioCampus hires curious and talented practitioners who bring a diversity of thought and genuine care for one another and our clients to work every day. Our team members are more than a job description and are encouraged to show up as their full and authentic selves.
What We Believe: HelioCampus is an equal opportunity employer, and all qualified candidates will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability or veteran status.
Disclaimer: The list of responsibilities described above is not comprehensive. Other tasks not mentioned here may be required.
Changing business conditions may trigger changes to job responsibilities.
This job description is not an employment contract.
Physical Qualifications: This position requires the following physical qualifications to support a productive remote work environment. We are dedicated to providing reasonable accommodations for individuals with disabilities to perform the essential functions of this role. If you require accommodations, please discuss this during the application process.
Vision: Sufficient visual acuity to read documents, view computer screens, and engage in tasks that require attention to detail. Hearing: Ability to communicate effectively in person (as applicable) and via phone or video conferencing, ensuring clear understanding of verbal instructions. Fine Motor Skills: Proficient use of hands for typing, using a mouse, and managing office equipment such as printers and scanners. Lifting: Occasional lifting of up to 10 pounds (e.g., office supplies or equipment).
Compétences linguistiques
- English
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