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Data Science Updates is the University of Wisconsin-Madison's resource for news, training, events, and professional opportunities in data science, brought to you by the Data Science Institute, powered by American Family Insurance, and the Data Science Hub.
February 19, 2025
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Research Bazaar Will Explore AI and ML in Research
Calling all data enthusiasts! Get ready to dive into the world of AI and machine learning at the 6th annual Data Science Research Bazaar, hosted by the Data Science Hub on March 19-20. The Research Bazaar is an opportunity to connect with, learn from, and contribute to UW–Madison’s ever-expanding data science research community. This year’s event will explore the potential and limitations of AI and ML in research. Presentations will also highlight fundamental and applied data science across research fields and industries. A few highlights include:
- Lightning Talks and Poster Sessions: Dive into over 20 lightning talks and 50 posters showcasing AI/ML and data science applications across disciplines.
- Cloud and GPU-focused workshops: Learn how researchers are leveraging Azure, AWS, and CHTC to scale machine learning workloads and tackle large-scale data challenges.
- Career Panel: Hear from industry and academic experts about careers in AI, ML, and data science.
- AI in Action: Hear from experts on how AI is transforming geospatial analysis, sustainability efforts, and large-scale model development.
- Closing Panel: Opportunities and Boundaries: A multi-disciplinary panel will explore the evolving role of AI/ML in research, policy, education, cybersecurity, and the law.
This event is for everyone! Whether you're a seasoned data scientist or just starting your journey, there's something for you. The Research Bazaar is open to UW–Madison and the wider community. Learn more and register by March 12.
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UW-Madison Open Awards Nominations Due Feb. 28
This year’s Data Science Research Bazaar will host the inaugural UW–Madison Open Awards on March 20th. The awards recognize and celebrate those using open practices in their work, and who are inspiring others to do the same. Both individuals and teams are eligible for these awards. Open practices vary across academic communities and include open-access publishing, open data, open education, open-source software and hardware, open science, and more. Learn more and submit nominations by February 28.
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Data Science Institute Welcomes New Affiliates
The Data Science Institute recently welcomed 13 new DSI Affiliates, bringing their total number of affiliates to 66. DSI Affiliates are UW–Madison faculty and academic staff from across campus who are actively engaged in foundational or use-inspired research, aligned with the DSI mission and vision, that is relevant to data science. DSI Affiliate appointments are renewable, three-year terms, and the next application window will open in the fall. Learn more at the DSI website.
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R Programming: Data Visualization
February 21, 10:00 a.m. - 12:00 p.m.; Zoom. If you're familiar with R but want to do more with your plots than the base graphics package, this workshop will show you how to use the ggplot2 package in R. After this session, you will be able to create a variety of plot types, alter their aesthetics, and create custom themes. A working knowledge of R, RStudio, and dplyr would be helpful for you to get the most out of this session. To learn more and register, visit the R Programming: Data Visualization calendar listing.
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Python Programming: Spreadsheets and Data Manipulation
February 25, 10:00 a.m. - 12:00 p.m.; Zoom. Real-world data can be messy. This workshop will cover a range of topics related to organizing and manipulating spreadsheet data for more effective analysis. We’ll use pandas, a popular and free data analysis library written for Python. An understanding of basic Python concepts (e.g., functions, operators, data types) is a prerequisite. To learn more and register, visit the Python Programming calendar listing.
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Research Object Storage (S3): An Overview for Researchers and Support Staff
February 27 and March 6, 10:00 a.m. - 11:00 a.m.; Zoom. Research generates data of all sizes, from a few megabytes to hundreds of terabytes. And let’s face it, storing all that data can be costly. The February 27th workshop will introduce Research Object Storage (S3), a new campus-hosted data storage service offering 50TB of no-cost storage to eligible researchers. Discover how this service can significantly reduce storage costs and enable new ways to use and distribute your data. This workshop is recommended for researchers, IT, and other support staff.
The March 6th workshop will be geared toward technical support staff and will highlight access methods (such as API), practical applications, and potential issues using the service. We will discuss common IT tasks associated with this service and how to know if this is a service you should recommend to your researchers.
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R Programming: Reports
February 28, 10:00 a.m. - 12:30 p.m.; Zoom. One way to automate your reports is to create files with human readable text and machine readable code. This workshop will cover creating reproducible reports of this type using RStudio. After this session, you will be able to create R markdown documents, add formatted text and executable code blocks, and render the document into a final report. A working knowledge of R and RStudio would be helpful for you to get the most out of this session. To learn more and register, visit the R Programming calendar listing.
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Python Programming: Data Visualization with Seaborn
March 4, 10:00 a.m. - 12:00 p.m.; Zoom. In this workshop, we will explore different methods and tools for visualizing data. We’ll use seaborn, a popular and free data visualization library written for Python. An understanding of basic Python concepts (e.g., functions, operators, data types) is a prerequisite. To learn more and register, visit the Python Programming calendar listing.
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Linux Essentials For NGS Data Analysis
March 21, 9:30 a.m. - 4:30 p.m.; Biotechnology Center, Room 1360. This workshop is for researchers interested in using open source tools for analyzing Next Generation DNA Sequencing (NGS) data.
Participants will learn the essential techniques to interact with the powerful Linux operating system via the bash shell commands that are necessary to leverage the capabilities of many of the latest, most popular bioinformatics tools used in NGS analysis. A central goal of the workshop is to make users more comfortable with what is likely an unfamiliar computing environment so that they can more confidently understand and employ these methods in the context of their independent research projects.
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Have questions about anything data science-related? Come see the Data Science Hub facilitators at Coding Meetup on Tuesdays and Thursdays from 2:30-4:30 p.m. CT. To join Coding Meetup, join data-science-hubgroup.slack.com
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Distinguished Entrepreneurs Lunch sponsored by Neider & Boucher, S.C.
TODAY February 19, 12:15 p.m. - 1:00 p.m.; 4151 Grainger Hall. If you are interested in strategic sourcing and supply chain management with top tech firms, now is your chance to meet Matt Billings, Principal Category Manager of Microsoft Cloud & AI. Billings has led billion-dollar global teams, driven agile supply strategies, and enhanced semiconductor supply chain resilience. RSVP to the event via the Distinguished Entrepreneurs Lunch calendar listing.
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SILO Seminar: “Towards Principled AI-Agents with Decentralized and Asymmetric Information”
TODAY February 19, 12:30 p.m. - 1:30 p.m.; Discovery Building, Orchard room 3280. AI models have been increasingly deployed to develop "Autonomous Agents" for decision-making in video games, robotics, autonomous driving, healthcare, and human assistants. Join Professor Kaiqing Zhang, Department of Electrical and Computer Engineering at University of Maryland, for a discussion about (multi-)AI-agents decision-making with decentralized and asymmetric information. First, Professor Zhang will focus on Reinforcement Learning (RL)-Agents, in partially observable environments. Professor Zhang will also examine Large-Language-Model (LLM)-(powered-)Agents to understand LLM-agents’ decision-making limits in context and in controlled experiments. Finally, Professor Zhang will propose a new fine-tuning loss to promote the no-regret behaviors of the models, both provably and experimentally.
For those who have not signed up to attend in-person, please refrain from taking pizza, as catering is arranged beforehand. For more information, view the full abstract from SILO's upcoming talks page.
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Analysis Seminar: Bounding a Levi-flat Hypersurface in a Stein Manifold
TODAY February 19, 3:30 p.m. - 4:30 p.m.; B235 Van Vleck Hall. Speaker: Professor Xiaojun Huang, Department of Mathematics at Rutgers University. For more information, including a full abstract, visit the seminar web page.
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RED Talk: AI-Powered Insurance: Transforming the Industry Through Automation
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TODAY February 19, 4:30 p.m. - 6:00 p.m.; 1240 Computer Sciences. Curious about how AI is shaping the future of insurance? Join us for an exciting conversation on AI and automation in the insurance industry with Sidd Kuckreja, Chief Technology Officer at TruStage.
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MadData25 Mixer
TODAY February 19, 6:00 p.m. - 7:00 p.m.; 1240 Computer Sciences. The MadData annual hackathon is just around the corner! Join us at the MadData25 Mixer to connect with fellow participants, get the inside scoop on this hackathon, and find your perfect team if you haven’t already. With exciting sponsors and tons of fun ahead, MadData25 is going to be better than ever before! To learn more, visit the MadData25 Mixer calendar listing.
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Saving Species with Math: How Phylogenetics Guides Conservation
February 20, 2:25 p.m. - 3:25 p.m.; B203 Van Vleck Hall. Mathematical phylogenetics is a branch of biomathematics that uses math and algorithms to study how species are related through evolution. One important use of phylogenetics is in biodiversity conservation. Since many species are at risk of extinction, conservationists must make tough decisions about which species to protect. Kristina Wicke, Professor at the New Jersey Institute of Technology, will show how phylogenetics helps in conservation and why mathematics plays a key role. Read the full abstract on the Saving Species with Math flyer.
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Number Theory Seminar: (A)FL at Infinity and Generating Series of Arithmetic CM Cycles
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Probability Seminar: Characteristic Polynomials of Random Matrices, Exchangeable Arrays & Painlevé Equations
February 20, 2:30 p.m. - 3:30 p.m.; 901 Van Vleck Hall. Joint moments of characteristic polynomials of unitary random matrices and their derivatives have gained attention over the last 25 years, partly due to their conjectured relation to the Riemann zeta function. In this talk, Mustafa Alper Gunes, mathematics Ph.D. candidate at Princeton, will consider the asymptotics of these moments in the most general setting allowing for derivatives of arbitrary order, generalising previous work that considered only the first derivative. Gunes will also examine how exchangeable arrays and integrable systems play a crucial role in understanding the statistics of a class of infinite Hermitian random matrices. To read the full abstract, visit the Probability seminar calendar listing.
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Integrating Multiple Data Sources: Enhancing Precision Medicine Risk Prediction
February 21, 12:00 p.m. - 1:00 p.m.; Genetics-Biotechnology Center Building, Auditorium. For this Biostatistics and Medical Informatics Department Seminar, Dr. Yu Shen, University of Texas MD Anderson Cancer Center, will discuss adaptive estimation procedures that use the combined information to determine the degree of information borrowing from the aggregate data of the external resources. Dr. Shen will apply the proposed methods to evaluate the long-term effects of several commonly used treatments for inflammatory breast cancer by tumor subtype. To read the full abstract, visit the Integrating Multiple Data Sources calendar listing.
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More Complete Calabi-Yau Metrics of Calabi Type
February 21, 1:10 p.m. - 2:10 p.m.; 901 Van Vleck Hall. At this Geometry and Topology Seminar, Yifan Chen, mathematics graduate student at UC Berkeley, will construct more complete Calabi-Yau metrics asymptotic to Calabi ansatz. Chen's work builds on and generalizes the results of Tian-Yau and Hein-Sun-Viaclovsky-Zhang, creating Calabi-Yau metrics that are only polynomially close to the model space. Finally, Chen will show the uniqueness of such metrics in a given cohomology class with fixed asymptotic behavior. To read the full abstract, visit the More Complete Calabi calendar listing.
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Exploring Astrophysical Plasma Turbulence with Particle-In-Cell Methods
February 21, 2:25 p.m. - 3:25 p.m.; 901 Van Vleck Hall. At this Applied and Computational Math Seminar, physics Professor Vladimir Zhdankin, University of Wisconsin Madison, will describe results from his group's work on particle-in-cell simulations. Plasmas tend to exist in turbulent, nonequilibrium states due to their "collisionless" nature. Described by the Vlasov-Maxwell equations in a six-dimensional phase space (of position and momentum), the basic physics of such plasmas is difficult to model from first principles. Zhdankin will discuss the open questions about entropy production, nonthermal particle acceleration, and energy partition amongst different particle species. To learn more, visit the exploring astrophysical plasma turbulence with particle-in-cell methods calendar listing.
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MadData25 Hackathon
February 22-23, 9:00 a.m. - 9:00 a.m.; 1240 CS Building. MadData is dotData flagship event—a 24-hour data-focused hackathon happening February 22-23, 2025 that attracts top computer science and data science students from across campus. The MadData25 Competition will be open for 24 hours. There will be a kick-off event in the morning, lunch in the afternoon, and various companies and keynote speakers throughout the weekend. This event presents a unique opportunity for students to work in a team environment to strengthen their data science skills. Even if you have little coding experience, students can still participate. Registration opens January 30th. To learn more and register, view the Hackathon flyer.
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Homogenization of Nondivergence-Form Elliptic PDEs in a Cordes Setting
February 24, 3:30 p.m. - 4:30 p.m.; 901 Van Vleck Hall. In this PDE Geometric Analysis Seminar, Timo Sprekeler, Assistant Professor of Mathematics at Texas A&M University, will discuss the existence and uniqueness of a square-integrable invariant measure, convergence under minimal regularity assumptions, and optimal convergence rates. Professor Sprekeler will identify a special class of diffusion matrices for which the third-order homogenized tensor vanishes. Professor Sprekeler will also discuss the numerical approximation of the effective diffusion matrix based on a finite element approximation of the invariant measure. To read the full abstract, visit the PDE Geometric Analysis Seminar calendar listing.
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Sound and Automated Deductive Verifiers for Advanced Properties
February 24, 12:00 p.m. - 1:00 p.m.; 1240 Computer Sciences. In this talk, Thibault Dardinier, PhD candidate in the Programming Methodology Group at ETH Zurich, will present his research. First, Dardinier will introduce a comprehensive formal framework for systematically proving the soundness of modern verifiers based on separation logic (a state-of-the-art program logic for modular reasoning about sequential and concurrent programs). Next, Dardinier will present an expressive program logic for hyperproperties (properties relating multiple executions of a program), which has been automated in a deductive verifier. Finally, Dardinier will outline my research agenda for developing trustworthy, automated verifiers for advanced correctness and security properties. To read the full abstract, visit the Sound and Automated Deductive Verifiers for Advanced Properties calendar listing.
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Next-Generation Neuropathology: Unsupervised Learning, Active Learning, and Spatial ‘omics in Alzheimer’s Research
February 25, 10:00 a.m. - 11:00 a.m.; Zoom. Join Dr. Jeffrey Nirschl, Assistant Professor of Pathology at the University of Wisconsin-Madison and the Neuropathology Core Leader for the Wisconsin Alzheimer’s Disease Research Center, for a discussion on neuropathology. Dr. Nirschl will explain how unsupervised learning methods enable automated feature extraction and disease subtyping in Alzheimer’s research. Dr. Nirschl will demonstrate how active learning frameworks improve model performance while minimizing annotation effort, optimizing human-in-the-loop diagnostic workflows. Finally, Dr. Nirschl will explore how deep learning and computational pathology can refine histological analysis, improve reproducibility, and uncover novel patterns in neurodegenerative disease. To learn more and register, visit the Next-Generation Neuropathology seminar webpage.
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WID Seminar Series: Accelerating High-Dimensional Insights: A Block-Diagonal Approach to Sparse PCA
February 25, 1:00 p.m. - 2:15 p.m.; Discovery Building, 3rd Floor Orchard View Room + Zoom. Discovering simplicity in complex systems is at the intersection of digital and natural worlds. Join the Wisconsin Institute of Discovery (WID) to catch the latest from the Del Pia Lab with Dekun Zhou, Industrial & Systems Engineering Ph.D candidate, presenting on his research. Light refreshments served. To learn more, visit the WID Seminar Series calendar listing.
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CHTC Researcher Forum
February 26, 2:30 p.m. - 4:30 p.m.; Discovery Building Orchard View Room. Join the Center for High Throughput Computing users and the UW-Madison research computing community at the inaugural CHTC Researcher Forum this February! At the forum, you will learn about recent changes at CHTC and what’s new and upcoming, connect with CHTC users and learn from each other about their use of CHTC at a mini poster session, engage with CHTC staff, and meet a computer server. CHTC hopes that this is an event that empowers all CHTC users and community members to start and continue conversations with us as collaborative research partners. To learn more and register, visit the CHTC Researcher Forum 2025 webpage.
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Research Cyberinfrastructure (RCI) Community of Practice Meeting
February 27, 1:00 p.m. - 2:00 p.m.; Zoom. Researchers and IT/support staff are invited to participate in RCI's community of practice, which features presentations and support related to campus research tools/services. This month's presentation details a workflow that takes R markdown/quarto document, strips its R code, encapsulates the code and its dependencies into container, and programmatically creates the necessary files to R. RCI staff will be available for consultations during this session! To learn more, visit the RCI Community of Practice Meeting calendar listing.
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Centaur Science: Particle Physics meets Machine Learning
February 28, 3:30 p.m. - 5:00 p.m.; Chamberlin 2241. Modern machine learning has had an outsized impact on many scientific fields, and particle physics is no exception. Particle physics is special because of the vast amount of theoretical knowledge that we already have about many problems in the field, as well as the daunting deluge of data coming from flagship experiments like the Large Hadron Collider (LHC). In this colloquium, Professor Jesse Thaler, Massachusetts Institute of Technology, will explain how one can teach a machine to "think like a physicist" by embedding theoretical principles into advanced machine learning architectures. Professor Thaler will advocate that physicists must learn how to "think like a machine" to maximize the physics reach of the LHC. For more information, visit the Centaur Science event page.
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Exploring AI in Teaching: Supporting Student Success
March 5, 12:00 p.m. - 1:00 p.m.; Zoom. UW–Madison instructor, Dr. Nathan Jung with the Program for Engineering Communication, will explore practical methods for incorporating AI-driven resources into your classroom. Through concrete examples and interactive discussions, you will gain insights into selecting and implementing AI tools You will leave with actionable strategies and best practices to harness AI as a catalyst for improved engagement, performance, and long-term student success. To learn more and register, visit the Exploring AI in Teaching calendar listing.
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Nourishing Knowledge
March 5, 12:00 p.m. - 1:00 p.m.; Zoom. In this webinar we will explore how Gale Digital Scholar Lab can be utilized to unlock the full potential of the “Food History.” You will learn how to analyze, visualize, and manipulate culinary data, uncovering patterns and connections within recipe books. With real-life case studies and practical examples, this webinar is a must-attend for digital humanities scholars, cultural historians, and researchers interested in exploring food culture. To learn more and register, visit the Nourishing Knowledge calendar listing.
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OSG School 2025: Apply now and learn to harness large-scale computing for research
Apply by March 7 - During the School — June 23–27 — you will learn to use high-throughput computing (HTC) systems, at your own campus or using the national-scale Open Science Pool, to run large-scale computing applications that are at the heart of today’s cutting-edge science.
Through lectures, discussions, and lots of hands-on activities with experienced OSG staff, you will learn how HTC systems work, how to run and manage long lists of computing tasks and work with huge datasets to implement a scientific computing workflow, and where to turn for more information and help.
The School is ideal for researchers (especially graduate students and post-docs), anyone who supports high-throughput computing researchers, and instructors (at the post-secondary level) who teach future researchers. To learn more and apply, visit the OSG School webpage.
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Opportunity Scholarships for posit::conf(2025)
Registration is now open for posit::conf(2025), happening September 16 - 18 in Atlanta, GA! Super Early Bird pricing is available for a limited time only. For the next month, get conference passes at the lowest possible price. At this time, we are offering in-person tickets only, virtual tickets will be available at a later date!
Cat Hicks, a leading psychologist specializing in software teams, is one of many keynotes speakers at posit::conf(2025). Hicks's work focuses on improving developer performance and well-being, helping teams become more effective problem solvers. Her insights will offer valuable perspectives for data scientists, as we often grapple with complex challenges and rely heavily on teamwork.
Posit is committed to ensuring our conference is accessible to all, regardless of economic means. Posit::conf will continue to include a hybrid format for those who cannot attend in person. Posit also offer sponsorships to 40 individuals worldwide who are members of a group underrepresented at posit::conf. The application process is officially open and will close on Tuesday, February 21. Learn more and apply on the posit webpage.
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School of Computer, Data & Information Sciences (CDIS) Spring 2025 Career Fair
February 26, 12:00 p.m. - 5:00 p.m.; Discovery Building atrium. Connect with top companies looking to hire in the areas of computer, data, and information science. No registration is needed, just bring your Wiscard. For more information and to view a list of participating employers, visit the CDIS Career Fair webpage.
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AI Institute for Intelligent Cyberinfrastructure with Computational Learning in the Environment (ICICLE) Educational Fellows Program
Apply by February 24 - The National Science Foundation-funded AI Institute for Intelligent Cyberinfrastructure with Computational Learning in the Environment (ICICLE) is now accepting applications for its 2025 Educational Fellows Program. Graduate students, postdoctoral fellows, and early-career educators and researchers from all domains and disciplines who are actively enrolled in or formally affiliated with a US-based institution are eligible to apply. Those interested in developing skills and/or positing research questions using AI-enabled cyberinfrastructure and knowledge systems to support areas such as digital agriculture, food access and security, and animal ecology are strongly encouraged to apply. Fellows will be positioned to apply their educational, community building, and workforce development expertise in a practical experience setting that broadens the impact of ICICLE's mission. For more information about or to apply, visit the ICICLE Educational Fellows Program webpage.
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Natural Resources Institute (NRI) Fiscal Management Assistant
Apply by February 28 - The NRI Fiscal Management Assistant will perform tasks related to data extraction, data analysis, budget review, and grant material preparation. The student will also perform routine administrative support of fiscal actions such as expense documentation, checking payment status, and entering data. An ideal candidate has experience with budgets through course work and/or practical setting(s). For more information and to apply, visit the NRI Fiscal Management Assistant student job posting.
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Communication Sciences and Disorders Student Office/Research Assistant
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Research Data Scientist (Data Quality)
Apply by February 23 - SMPH is seeking an experienced Research Data Scientist in Data Quality for the Wisconsin Health Data Hub. The Research Data Scientist will be responsible for quality assurance and quality control of the data and will work with data stewards at the participating sites of the Wisconsin Health Data Hub to resolve any identified data inconsistencies as well as provide leadership for development of overall organizational program development. The incumbent will be responsible for providing training sessions on tools, data standardization, data, and metadata to reduce the barriers for effective use of data by researchers. To learn more and apply, visit the Research Data Scientist job posting.
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Data Scientist I
Apply by February 25 - The Data Scientist will work within Dr. Andrew South's laboratory in Dermatology to support projects associated with tissue damage-driven cancer initiation and progression. The successful candidate will work with existing and newly generated raw and processed sequencing data to generate library QC, annotate reads and perform comparative analysis to assess somatic mutation, mutational signatures and RNA expression in a range of human tumor and normal tissue samples. To learn more and apply, visit the Data Scientist I job posting.
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Data Engineer II
Apply by March 2 - The SMPH Office of Informatics and Information Technology (IIT) is looking for an outstanding candidate for a Data Engineer II position to manage and fulfill research data requests from principal investigators (PIs) in the Division of Transplantation in the Department of Surgery and other departments that use transplant clinical data for research projects. The incumbent will use the Transplant DataMart and STAR files from Organ Procurement and Transplant Network (OPTN) databases and databases from the Scientific Registry of Transplant Recipients (SRTR). The data engineer will lead monthly meetings with key stakeholders, triage data requests, pull data, and collaborate with other data teams, including the Statistical Analysis and Research Programming (STARP) team in the Department of Surgery. For more information and to apply, visit the Data Engineer II job posting.
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Data Integration Engineer
Apply by March 4 - SMPH is seeking an experienced Data Integration Engineer for the Wisconsin Health Data Hub. The Data Integration Engineer will be responsible for integrating multifaceted biomedical data and designing/ implementing end-to-end data solutions using Azure. The incumbent will d esign, develop, and maintain data integration pipelines to aggregate and harmonize biomedical data from various sources. The incumbent will implement and optimize Extract, Transform, Load processes to support data analysis and reporting. The incumbent will also develop/Implement privacy preserving linkage data pipelines and perform data quality assessments and implement data validation procedures. For more information and to apply, visit the Data Integration Engineer job posting.
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DATA VISUALIZATION OF THE WEEK
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Consumer Financial Protection Bureau: Consumer Relief Enforced
From 2010 - 2024, the CFPB investigated and took action against companies violating consumer protection laws. The CFPB turned over $20 billion to the public from companies committing abusive & illegal business practices, far outpacing its operating costs.
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