
Andrey Loshakov
Leading Specialist, Retail Credit Risk Department

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About me
Data & Finance
Education
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Novosibirsk State University (NSU)
2005 - 2011Specialist degree in Mathematics (equivalent of a Bachelor and Master’s degree combined)Specialisation in Probability Theory and Mathematical Statistics• Full ride scholarship and enrolment without examination from the Department of Mechanics and Mathematics after winning prizes in multiple math competitions.• Thesis: "On the Distribution of the Supremum of Sums of Random Variables Defined on Two-dimensional Lattice".• Supervisor: Dmitry Korshunov, DSc in Physics and Mathematics.

University of West Bohemia, Pilsen
2021 - 2025Doctor of Philosophy - PhD Economics and ManagementDepartment of Economics and Quantitative Methods• Research interests lie at the intersection of machine learning, natural language processing, and stock trading.• Preliminary dissertation topic: "Using sentiment analysis of financial news to explain stock price return".• Supervisor: doc. RNDr. Mikuláš Gangur, PhD in Computer Science.

New Economic School
2012 - 2015Master's Degree FinanceSpecialisation in Quantitative Finance and Asset Management• Discount on tuition for being one of the top scorers in the entrance examinations.• Thesis: "Chinese Hedge Funds Performance Evaluation and Rating System".• Supervisor: Alexei Goriaev, PhD in Finance.
Experience

MDM Bank
Feb 2010 - Feb 2011Leading Specialist, Retail Credit Risk Department• Collaborated on the implementation of new IT systems for debt collection department and anti-fraud department.• Developed fraud prevention strategy in retail lending.

Promsvyazbank
Nov 2011 - Jul 2012Senior Specialist, Financial and Retail Risk Department• Developed credit risk strategy and decision making strategy in retail lending.• Prepared analytical reports and defended them to the board of directors.
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OTP Bank (Russia)
Jul 2012 - Sept 2014Portfolio Analyst, Risk Analysis and Regulation Department• Analyzed impact from new projects on credit portfolio quality and P&L.• Received an award for the best innovative project on risk mitigation and sales department motivation.

QuattroQuant
Nov 2014 - Jan 2019Director of Quantitative Research• Developed a database of over 90,000 funds with automated weekly updates from various sources: the terminal, web scraping, and uploads from manually received spreadsheets from fund managers.• Implemented multilevel quantitative selection methodology for portfolio construction that allowed us to make portfolios with a stable outperformance over benchmarks from 2.4% to 9.2% annually depending on strategies and asset classes.• Increased the selection process efficiency by up to 8.3% of additional annual return by implementing k-means clustering model for fund strategy classification.• Tracked, rebalanced and defined tactical asset allocations for up to 5 fund of funds portfolios simultaneously.• Managed the 2nd best fund of mutual funds portfolio according to Jinniu Licaishi (金牛理财师) App competition.• Developed a tool for production of 6-page factsheet with full analytics for single fund and fund of funds portfolio.• Developed a neural network based market timing model with win rate of 55% and average daily outperformance of 0.14%. Show less

Andriyanov & Loshakov General Partnership
Jan 2018 - Dec 2021Partner, Independent Researcher and ConsultantConsulting and project services in data science, advanced analytics, and market modelling.• Performed over 20 consulting projects for clients across 6 countries where we were responsible for market modelling.• Co-managed a team of business-oriented analysts and consultants recruited from the University.• Collaborated on developing of prediction models for airport passenger traffic with up to 96% - 97% accuracy.• Fully automated the development of forecasts and output sheets using Python and Git version control and minimized the possibilityof making calculation mistakes due to inaccuracy and weaknesses of Excel.• Conducted 3 projects for clients that were planning to launch a new business/start-ups. Show less
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Novosibirsk State University (NSU)
Nov 2020 - Jul 2022Visiting Lecturer• Developing and teaching a semester-long course on "Portfolio Theory and Applied Asset Management" for international students at the Master’s program in Financial Management.• Lecturing on the concepts behind the three Nobel prizes received by financial economists: Markowitz’s portfolio selection theory, Sharpe and Lintner’s Capital Asset Pricing Model, and Fama and Shiller’s approach to market effciency.• Supervising Master’s Theses: – Exploring the relationship between company fair value and market value – student-mentee won 2nd place at the internationalstudent conference. – Studying the trading results of retail cryptocurrency investors. Show less

DataFork
Dec 2021 - May 2022External Quantitative Researcher• Constructed more than 4000 statistical features based on news and social media data and sentiments that were further used in machine learning models to improve trading algorithms.• Achieved the return being up to 4 times higher than the risk for preliminary strategies before integration in ML models.• Worked with 3 different news data vendors: constructed statistical features based on differences between datasets.

Andriyanov & Partner Mathematicians and Economists PartG
Jun 2022 - nowResearch Specialist
Individual Entrepreneur Andrey Loshakov
Jan 2024 - nowFreelance Data Analyst
Licenses & Certifications
- View certificate

Applied Text Mining in Python
Coursera Course CertificatesApr 2023 - View certificate

Valuation: Alternative Methods
Coursera Course CertificatesFeb 2017 - View certificate

Machine Learning
Coursera Course CertificatesJan 2017 - View certificate
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AWS Cloud Quest: Cloud Practitioner
Amazon Web Services (AWS)Apr 2023
Volunteer Experience
Volunteer
Issued by Be My Eyes on May 2019
Associated with Andrey LoshakovVolunteer
Issued by TEDxShanghai on Oct 2014
Associated with Andrey Loshakov
Languages
- enEnglish
- ruRussian
- chChinese
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