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Below is a summary of my professional contributions, skills, and accomplishments. For portability, please click the pdf icon in the upper right to download my latest resume.
Basics
| Name | Duncan Calvert |
| Label | AI Product Manager | ML Engineer |
| Url | https://www.linkedin.com/in/duncan-calvert/ |
| Summary | AI-focused product manager and data scientist specialized in natural language processing (NLP) and machine learning (ML) systems. Skilled in driving cross-functional automation initiatives, full product lifecycles, and leading teams to align AI innovation with their business goals. |
Work
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2025.01 - Present Instructional Assistant
University of Chicago, Data Science Institute
Provided technical guidance in ML, computer vision (CV), control systems, embedded systems, CAD, simulation environments, and GCP cloud engineering
- 5x ADSP 32018 Next-Gen Natural Language Processing: Transformers, LLMs and Agentic AI
- 4x ADSP 34003 Data Science for Robotics (Research Capstone) time
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2024.01 - Present Senior Lead Technical Product Manager
Wells Fargo
- Built an enterprise-wide internal support application used by 40k users that drives efficiency savings of $6.3M/year
- Implemented a suite of AI agents leveraging MLLMs, RAG, Ragas, and vector databases that automates 30% of total user support issues and saves 4k hours/year of SME time
- Managing 80+ RPA automations to systematically handle risk and operations, eliminating 15k toil hours/year
- Authored an AI product management framework adopted by leadership to standardize AI product development across all PMs in our group
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2022.01 - 2024.01 Lead Quantitative Analytics Specialist
Wells Fargo
- Enterprise product lead for AutoML (DataRobot, Driverless AI) and big data processing platforms supporting 51 deployed models that generated a ROI of $108M/year
- Created a modeling and big data processing training framework for data scientists that decreased average ramp time by 2 weeks
- Founded The Paper Collective, a monthly academic paper discussion and research group with 50+ monthly participants
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2020.04 - 2021.12 AI Solutions Consultant
Wells Fargo
- Product manager for the end-to-end model development lifecycle supporting 26 models that generated a ROI of $71MM
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2019.04 - 2020.03 Associate AI Solutions Consultant
Wells Fargo
- Facilitated data discovery and documentation for AI modeling efforts spanning hundreds of databases
- Developed, quantified, documented, and tracked AI business use cases
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2018.05 - 2019.03 Data Analyst
Apple, Inc.
- Developed geospatial datasets using Python and SQL that powered the backend of Apple Maps and Apple Location Services
- Collaborated with data scientists to curate high-quality machine learning training data
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2016.06 - 2017.09 -
2016.01 - 2016.06 Undergraduate Research Assistant
UCSB Department of Religious Studies
- Ran NLP queries on historical newspaper databases to synthesize novel datasets
- Performed statistical analysis in Excel and SPSS
- Modeled regressions to determine relationships between various factors
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2014.12 - 2016.06 Student Director of Public Safety
Associated Students of UCSB
- Mediated between the UC Police Department, County Sheriff Department, student body, and long-term resident populations
- Founded the community outreach programs 'Pizza with Police' and 'Coffee with a Cop' in which top police staff discussed law enforcement policy and fielded Q&A in an effort to foster a culture of community policing
- Assisted project leaders with the successful passage of Assembly Bill AB3 Ch. 548, which legally transitioned Isla Vista from an unincorporated territory to a Community Service District (approved by Governor Jerry Brown Oct. 7th, 2015)
- Fostered a system of community policing within the UCSB Police Department and Santa Barbara County Sheriff's Dept. that worked to change policies and enforcement to better address community needs
- Founded and secured funding for the grass-roots UCIV volunteer program, the core policy solution during the unsanctioned festival weekends of Deltopia and Halloween
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2014.01 - 2014.10 -
2010.06 - 2011.08 Mechanical Engineering Intern
University of California, Berkeley
Worked for two consecutive summer internships at the Laboratory for Manufacturing and Sustainability
- Assisted doctoral and post-graduate students in the research of diamond tool manufacturing and Cap'n'Trade policy legislation
- Created an inventory of all laboratory tools and production flow designs for efficient factory planning
Education
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2021 - 2024 Chicago, IL
Masters of Science (MS)
University of Chicago
Applied Data Science
- Time Series Analysis and Forecasting, Natural Language Processing and Cognitive Computing, Supply Chain Optimization, MLOps, Machine Learning, Data Mining, Linear Algebra, Data Engineering, Statistics, Linear and Non-Linear Modeling
- Thesis: Autonomous Drone Swarms for Search and Rescue
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2018 - 2020 Berkeley, CA
Bachelors of Science (BS)-Level Certificate
University of California, Berkeley
Software Development and Programming
- Python Programming, Cybersecurity, Database Management, Javascript and jQuery, Data Science, SQL
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2012 - 2016 Santa Barbara, CA
Bachelors of Arts (BA)
University of California, Santa Barbara
Political Science and History
- Division 1 Athletics: Track & Field/Cross Country
- Associated Students of UCSB, Student Director of Public Safety
- Daily Nexus Campus Newspaper, Stringer Reporter
Certificates
| Neo4j Graph Data Science Certification | ||
| Neo4j, Inc. | 2024-No Expiration Date |
| Cloud Digital Leader | ||
| Google Cloud Platform | 2024-2027 |
| Alteryx Foundation Micro-Credential | ||
| Alteryx | 2023-2025 |
Skills
| Programming Languages | |
| Python | |
| SQL | |
| R | |
| JavaScript/TypeScript | |
| HTML/CSS | |
| JSON | |
| YAML |
| Data Science | |
| Data Mining | |
| Clustering | |
| Pandas | |
| NumPy | |
| SciPy | |
| Scikit-learn | |
| PyTorch | |
| TensorFlow | |
| XGBoost | |
| OpenCV | |
| DataRobot | |
| Driverless AI | |
| Vertex AI | |
| Gensim | |
| NLTK | |
| Gen AI/LLM | |
| Model Garden |
| Data Engineering | |
| PySpark | |
| PostgreSQL | |
| Hadoop |
| Product Management | |
| Jira | |
| Confluence | |
| Agile | |
| Scrum | |
| Kanban | |
| MS Planner | |
| Excel | |
| Word | |
| PowerPoint |
| Tools and Platforms | |
| Git/GitHub | |
| Linux | |
| Google Cloud Platform (GCP) | |
| Amazon Web Services (AWS) | |
| Tableau | |
| Power BI | |
| MS Power Apps | |
| MS Power Automate | |
| MS Copilot Studio | |
| VS Code | |
| PyCharm | |
| Anaconda | |
| Neo4j |
Languages
| English | |
| Native speaker |
| Spanish | |
| Limited working proficiency |
Projects
- 2023.02 - Present
KScanner: A Python Library for Automated Clustering
KScanner is a novel combination of DBSCAN and K-Means clustering that uses automated Epsilon and MinPts approximation to identify the correct model parameters for DBSCAN. The output of DBSCAN is then fed to K-Means as the value for n_clusters to lower the total amount of iterations to determine appropriate cluster amounts.
- 2016.01 - 2016.04
UCSB Reads: Community Policing and Just Mercy
In collaboration with the UC Santa Barbara Library, I developed a community round-table event which brought together Isla Vista Foot Patrol and UC Police Department officers to discuss issues related to mass incarceration, the death penalty, and racial bias. The event functioned in conjunction with the larger UCSB Reads program and its annual book choice, Just Mercy, by Bryan Stevenson. The discussion was moderated by the Honorable Frank J. Ochoa, Retired Santa Barbara County Superior Court Judge.
Volunteer
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2023 - 2024 Chicago, IL