
Tina Kipshidze
@tinakipshidze
I lead credit risk data science teams building machine learning solutions for banking decisions.
What I'm looking for
I lead the Credit Risk Data Science Unit at TBC Bank, supervising a team of data scientists and overseeing data collection and modelling processes.
I guide the development of machine learning models and build scalable, automated data solutions aligned with business goals. My work focuses on improving efficiency, reducing costs, and strengthening decision-making through data products.
Previously at TBC Bank, I applied ML algorithms to business problems, collected and analyzed data, used advanced statistics, and created clear data visualizations. I have also evaluated policy outcomes at the Ministry of Regional Development and Infrastructure of Georgia and taught policy analysis at Ilia State University.
My research background spans behavioral science, statistics, methodology, sociology, and demography. I work with Python, SQL, Azure Databricks, Azure ML, R, SAS, SPSS, Stata, and machine-learning approaches including deep learning, NLP, image classification, collaborative filtering, and clustering.
Experience
Work history, roles, and key accomplishments
Team Leader - Credit Risk Data Science Unit
TBC Bank
Jul 2022 - Present (4 years 2 months)
Supervising a team of data scientists and overseeing the modelling and data collection process. Providing guidance for developing machine learning models.
Data Scientist
TBC Bank
Aug 2019 - Jul 2022 (2 years 11 months)
Applied machine learning algorithms to various business problems. Collected, cleaned, and analyzed data to identify patterns and trends, and visualized data in a clear and insightful way.
Chief Specialist
Ministry of Regional Development and Infrastructure of Georg
Dec 2015 - Aug 2017 (1 year 8 months)
Prepared recommendations and evaluated policy outcomes. Conducted research and analysis.
Visiting Lecturer
Ilia State University
Sep 2015 - Jul 2017 (1 year 10 months)
Taught policy analysis at Ilia State University in Tbilisi, Georgia.
Education
Degrees, certifications, and relevant coursework
University of Tilburg
Master of Research, Behavioral Science
2017 - 2019
Master of Research in Behavioral Science with a focus on Statistics and Methodology, covering multivariate analysis, categorical data analysis, and structural equation modeling.
Pompeu Fabra University
Survey Methodology
2018 - 2018
Summer school in survey methodology covering machine learning for social sciences and social media/big data.
Pompeu Fabra University
Master of Research, Sociology and Demography
2014 - 2015
Master of Research in Sociology and Demography, including statistical analysis, social policy, and labor economics.
Tbilisi State University
Bachelor of Sociology (Hons), Sociology
2007 - 2011
Bachelor of Sociology with honors, including social theories, research methods, and social data analysis.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Job categories
Skills
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