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Brian John Kolovich
About
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Virginia, United States
Résumé
Jobs
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- CDirector Consulting Expert – Product OwnerCGI GroupDec 2023 - Feb 2025 (1 year 3 months)• Managed a diverse team of data scientists, data engineers, and software developers across offshore and onshore locations, ensuring delivery excellence and team alignment with strategic objectives. • Defined and implemented technical roadmaps for Generative AI, Responsible AI, and Conversational AI products, supporting innovation and agile product development. • Fine-tuned LLMs using supervised learning, reinforcement learning, and parameter-efficient tuning for financial and healthcare applications, enhancing domain-specific model performance. • Drove customer engagement and revenue growth by leading business development and technical demonstrations across the AI product catalog; efforts contributed to surpassing the $15M sales target
- IDirector of Data Science & EngineeringInternational Consulting AssociatesJan 2022 - Nov 2023 (1 year 11 months)• Directed the development of an AI-driven early warning detection system for medical device adverse events, enabling timely FDA compliance and proactive interventions across multiple product categories. • Supervised a 20+ member cross-functional team of developers and data scientists to deliver AI/ML solutions, manage budgets, and evaluate emerging technologies for federal health initiatives. • Designed and implemented a state-of-the-art fraud detection system for FDA premarket data submissions, enhancing review accuracy and reducing manual investigation workloads. • Played a key role in securing three multi-million-dollar federal contracts through strategic proposal development, stakeholder engagement, and technical leadership in high
- DDirector Consulting Expert – Data ScientistNov 2020 - Jan 2022 (1 year 3 months)• Developed foundational capabilities for a scalable Decision Intelligence platform for financial services collections, building predictive models for default, prepayment, and churn to improve recovery strategies. • Built predictive models to forecast daily customer available balances, incorporating inflows, outflows, and behavioral data, resulting in improved accuracy and operational forecasting. • Delivered real-time embedded cash flow insights to customers, reducing overdraft risk and enhancing retention. • Developed cloud-native SaaS AI solutions for Computer Vision and Deep Learning use cases, enabling scalable deployment and integration into client environments. Technologies: Python, AWS, Jenkins, Spark, Kafka
Vice President – Data Modelling LeadJP Morgan chaseSep 2018 - Nov 2020 (2 years 3 months)• Developed a daily ATM deposit and withdrawal forecasting model that optimized cash management operations and resulted in $9.5M in annual cost savings. • Engineered a Natural Language Processing classification model to analyze customer complaints and flag potential regulatory violations, reducing the need for approximately 55 full-time employees. • Designed and implemented CI/CD pipelines for Data Science models, enabling scalable, automated deployment and improved model lifecycle management. Technologies: Python, SQL, Scikit-learn, NLP, Jenkins, Docker, Git, AWS, CI/CD- Senior ConsultantDeloitteMar 2016 - Feb 2018 (2 years)• Revamped Default & Prepayment models, resulting in model accuracy improvements of ~22% and ~27%, respectively. • Delivered a diverse product portfolio, including AI/NLP and ML Ops platforms tailored to different market segments. • Conducted thorough evaluations of AI models for transparency, interpretability, and ethical considerations. Technologies: Python, SQL, Scikit-learn, Jenkins, Git, AWS
- Senior Portfolio Modelling AnalystSallie MaeJan 2012 - Sep 2015 (3 years 9 months)• Implemented analytical models for capital markets, rating agencies, and investors, ensuring alignment with evolving financial and risk management needs. • Provided rating agencies with detailed Federal and Private Student Loan performance metrics, enhancing transparency and regulatory compliance. • Managed the annual audit process, ensuring adherence to model governance frameworks in risk assessment. • Collaborated with cross-functional teams to refine and validate models based on stakeholder feedback. Technologies: SAS, SQL, Excel (Advanced Modelling)
- ConsultantBooz Allen HamiltonApr 2009 - Jan 2012 (2 years 10 months)• Played a pivotal role in providing post-award grant monitoring support to the National Science Foundation (NSF) Division of Institutional Award Support. • Conducted desk reviews of NSF awards to ensure adherence to federal regulations and guidelines, identifying risks and providing recommendations for compliance improvements. • Streamlined reporting processes and improved data accessibility for grant management. Technologies: Microsoft Federal & Compliance Tools
Education
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- Master of Data ScienceSouthern Methodist UniversityJan 2017 - Aug 2018 (1 year 8 months)
- OBachelor of EconomicsOhio State UniversitySep 2005 - Dec 2008 (3 years 4 months)