• Develop predictive and machine learning models to solve business problems (churn, demand forecasting, segmentation, etc.) • Conduct advanced statistical analyses and controlled experiments (A/B tests, causal inference) • Perform exploratory data analysis to identify patterns, trends and opportunities • Communicate results and recommendations clearly to technical and non-technical stakeholders • Define evaluation metrics and monitor model performance in production • Act as a technical reference in data science, guiding best practices and methodologies • Collaborate with data engineers to ensure the availability and quality of required data

About us: Welcome to the American Straight A Academy (ASAA), a distinguished K-12 online school dedicated to extending American education globally. Our mission is to provide a transformative "American education at your fingertips—everywhere!" experience for students worldwide. Committed to empowering as many students as possible, we enhance portfolios for college acceptance by offering a U.S. high school studying experience. Explore this unique opportunity for your children, fostering a positive impact that resonates throughout their lives. Join ASAA in shaping brighter educational futures. Open classes: - AP Environmental Science - AP Chemistry - AP Biology Preference working time: (Pacific Time) Sunday, Tuesday & Thursday Option 1: -6:00 pm ~ 9:00 pm Option 2: -10:00 pm ~ 00:30 am Qualifications and Requirements: - Bachelor's degree in the relevant subject area; Master’s or Ph.D./EdD is preferred. - A minimum of 1 year of teaching experience in the relevant subject area, with high school teaching experience considered advantageous. - Able to offer at least 3 available time slots during weekdays. - Cooperative demeanor with staff, a passion for teaching, and a flexible schedule for evenings and weekends. Your Responsibilities: - Deliver group (2-6 students) online instruction. - Utilize pre-existing teaching materials to ensure thorough comprehension of the subject matter. - Assess and grade students' in-class performance, providing constructive feedback to facilitate academic progress. - Ensure timely completion of the curriculum within designated timelines. Job Type: Part-time Contact: Emily.liu@asaaeducation.com This is a remote position.

• Build the Data & Technology Ecosystem • Design, develop and implement the company’s data architecture from the ground up (data ingestion, storage, transformation, and access layers) • Evaluate and select appropriate tools and platforms (e.g., data warehouses, ETL pipelines, BI tools, CRM integrations) • Establish scalable, compliant, and secure data infrastructure aligned with biotech/pharma regulations (HIPAA, GDPR where applicable) • Define data governance frameworks, including data quality, stewardship, and access controls • Identify, acquire, and integrate critical data sources to support commercial operations, including: Patient claims (medical & pharmacy), Prescription (Rx) data, Electronic health records (EHR), Provider-level data, Specialty pharmacy and hub services data, Payer and formulary data • Translate commercial strategy into data requirements and analytics solutions • Build datasets and data models tailored to key business questions (e.g., patient journey, targeting, segmentation) • Develop and lead analytics to support: Launch planning and performance tracking, Sales force effectiveness and targeting, Patient identification and adherence patterns, Market access and payer strategy • Create dashboards, KPIs, and reporting frameworks for executive and commercial stakeholders • Apply advanced analytics (predictive modeling, segmentation, forecasting) to inform decision-making • Act as a strategic partner to Commercial leadership to align analytics with brand objectives • Collaborate with IT, Medical Affairs, Market Access, and Finance to ensure integrated data use • Translate complex data insights into actionable business recommendations • Manage external vendors (data providers, analytics partners, consultants) • Operate both as a strategic leader and a hands-on contributor in a fast-paced environment

Join the IPG Team! Are you ready to elevate your career? At IPG, we are more than just a global leader in packaging and protective solutions—we are a community that values safety, people, passion, integrity, performance, and teamwork. From tapes and films to packaging and protective products, as well as engineered coated materials and advanced packaging machinery, we develop innovative solutions that protect the world. Now, we are expanding our global team and looking for talented individuals like you! This position can be based out of Marysville, MI, or work remotely with some travel as needed. Title: Senior Data Scientist Department: Research and Development Immediate Supervisor: R&D Vice President Status: Exempt Salaried Position Purpose: The Senior Data Scientist will support R&D efforts in bio-polymers and sustainable materials and focusing on applying advanced data science, statistical modeling, and machine learning to experimental, process, and materials data to accelerate innovation, improve material performance, and reduce development cycles. Principle Accountabilities - Partner with polymer scientists, chemists, and engineers to support bio‑polymer research and development using data-driven methods - Analyze and model experimental, formulation, and process data to identify structure–property–process relationships - Develop predictive models to support: - Material performance and property optimization - Formulation design and screening - Scale‑up and process optimization - Design and analyze experiments (DOE) to maximize learning efficiency and reduce development timelines - Build and maintain reproducible data workflows for R&D data ingestion, cleaning, and analysis - Apply machine learning techniques (e.g., regression, classification, clustering, time-series modeling) to complex scientific datasets - Collaborate with data engineering and IT teams to enable scalable data infrastructure for R&D - Communicate insights, tradeoffs, and recommendations clearly to technical and non-technical stakeholders - Understanding of data visualization best practices - Experience working with batch or streaming data processes a plus - Contribute to data dictionaries and process flow diagrams for complex data solutions - Mentor junior data scientists or technical staff and contribute to data science best practices within R&D - Stay current with advances in materials informatics, polymer modeling, and applied AI in scientific research Essential Skills and Experience - Bachelor’s degree in Data Science, Computer Science, Statistics, Materials Science, Chemical Engineering, or a related field; Master’s or PhD preferred - 10+ years of professional experience in data science, applied analytics, or scientific computing; experience working with materials science, polymer science or chemical R&D data, preferred - Strong proficiency in Python and/or R for data analysis and modeling - Solid experience with SQL and working with structured and semi-structured datasets - Strong foundation in statistics, experimental design, and multivariate analysis - Demonstrated experience applying machine learning to real-world, noisy scientific or experimental data - Ability to work effectively in a cross-functional R&D environment - Strong communication skills with the ability to translate complex analyses into actionable insights - Familiarity with bio‑polymers, sustainable materials, or polymer processing, preferred - Experience with DOE software, laboratory data management systems (LIMS), or scientific databases, preferred - Experience deploying models to support R&D decision-making or manufacturing scale-up, preferred - Familiarity with cloud platforms (e.g., AWS, Azure) and data science lifecycle tools, preferred - Prior experience mentoring or leading technical projects, preferred Why Choose IPG? At IPG, you will find more than just a job—you will find a place where your success is our success. We pride ourselves on a culture built around strong relationships, where every team member plays a crucial role in our growth. Whether it is through cross-department collaboration, continuous training, or sustainability-driven initiatives, we create an environment where you can thrive. Our commitment to sustainability influences everything we do, from designing eco-friendly products to minimizing waste in our production processes. We are dedicated to building a greener future while providing safe, supportive workplaces for our people. With over 40 years of industry expertise and a proven track record of growth and innovation, IPG offers a stable, secure environment where you can flourish! We offer competitive pay, extensive benefits that support you and your family, and exciting career development opportunities. Whether you are looking to enhance your skills or advance your career, we offer ongoing training and the support you need to succeed. Think big, dream bigger, and make an impact with IPG. You belong here. Join us today!