プロフィール詳細

プロジェクトを作成

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Dr. Rengin A.に依頼

Turkey

Behavioral Data Scientist | Predictive Modeling, Causal Inference & Explainable ML for Real-World Data

プロフィール概要

I unravel human choices and behavior through data.​​​​​​​​​​​​​​​​ I am a data scientist and quantitative researcher (PhD in Sociology/Demography) with 17+ years of experience helping organizations turn complex behavioral and survey data into predictive and actionable insights. I specialize in interpretable machine learning and causal inference for real-world decision problems in healthcare, social science, education, and finance. I work with Python (XGBoost, LightGBM, SHAP) and advanced statistical and econometric methods for robust predictive modeling and inference. I can help you with predictive modeling, causal inference, model interpretation (SHAP/explainable AI), and statistical consulting for research and industry applications.

専門分野

• ★ Machine Learning
• ☆ Data Analysis
• ☆ Statistics
• ☆ Statistical Computing
• ☆ Child Development
• ☆ Demography
• ☆ Python
• ☆ STATA
• ☆ Scikit-learn
• ☆ Public Health
• ☆ Global Health

サービス

• Data & AI

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-ML, Data Visualization, Text Mining & Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

職務経験

Statistical Consultant

NOVASAM Research and Consultancy

4月 2022 - 11月 2025

Course Instructor

Istanbul Bilgi University

2月 2019 - 6月 2022

Statistical Consultant

Palladium Group

4月 2020 - 7月 2020

Statistical Consultant

S.A.M Research and Consultancy

9月 2019 - 12月 2019

Graduate Research Assistant / Research Assistant

University of Wisconsin Madison

9月 2008 - 8月 2015

Research Intern

United Nations

9月 2010 - 12月 2010

Statistical Research Assistant

Oxford University, COMPAS

1月 2006 - 12月 2006

学歴

PhD Sociology

University of Wisconsin Madison

9月 2008 - 12月 2017

MA in Sociology and Social Policy

University of Nottingham

9月 2005 - 9月 2006

BSc in Sociology

Middle East Technical University

9月 2002 - 6月 2005

認定資格

• Applied AI and Data Science

  MIT

  11月 2025 - 現在

出版物

JOURNAL ARTICLE

Rengin Aktar (2025). Economic Development, Maternal Education and Infant Mortality in Türkiye 1960-2010 . Sosyoekonomi.

Rengin Aktar, Alberto Palloni (2022). Ready–Willing–Able: Early childhood mortality decline in Turkey . Population Studies.