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Tina KipshidzeTK
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Tina Kipshidze

@tinakipshidze

I lead credit risk data science teams building machine learning solutions for banking decisions.

Georgia
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What I'm looking for

I'm looking to lead and build scalable machine-learning solutions that improve business KPIs, automate processes, and support stronger data-driven decisions.

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

MG

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.

IU

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 logoUT

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 logoPU

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 logoPU

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 logoTU

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

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