I'm a data analyst with 3+ years of experience (since 2019) in Urban tech (transport consulting). Interested in the development in data science. Specialized in Classic ML algorithms.
Summary
Experience
OTS Lab |Transport consulting
Transport Modeling and Data Analysis Team Lead
February 2019 - Now
Micro- and macro- modeling of traffic flows; transport planning and analytics
- Data preparation for transport modeling (population, workplaces, etc.)
- Development of methodology for specific tasks (finding the optimal cost for a toll road, determining the real cost of time (based on travel time savings), calibrating passenger flows on public transit, etc.)
- Automation of the company's internal processes (writing scripts to perform typical tasks)
- Development of in-house documentation (how-to instructions)
- Spatial data analysis and visualization
Company website: https://www.otslab.ru
Your Budget Project (Твой бюджет) | Participatory Budgeting
Moderator
March 2018 - June 2021
Moderation of meetings of the budget commission within the city project of participatory budgeting
- Organizing of meetings
- Expertise aid in developing urban development initiatives
- Establishing an efficient dialogue between residents and city administration
Higher School of Economics | Public Sector & Government consulting
Senior Analyst
October 2017 - February 2019
Completed projects:
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Monitoring of the competitive environment on the markets of goods, works and services in the Murmansk region (Russia)
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A comprehensive analysis of the socio-economic development of the Arkhangelsk region (Russia)
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Development of a strategy for socio-economic development of the Arkhangelsk region (Russia)
Skills
Data analysis
Pandas, Numpy, Matplotlib
SQL (MySQL, PostreSQL)
Machine Learning (Sklearn)
Data mining (requests, Beautiful Soup, Scrapy, Selenium)
Spatial analysis (shapely, QGIS)
MLOps (Git, Docker, Google Colab / Yandex DataSphere)
Transport modelling
MATSim (Multi-Agent Transport Simulation; macromodelling)
Urban Planning
Public Transport
Transport Modelling
Agent-based Modelling
SUMO (Simulation of Urban MObility; micromodelling)
Pet Projects
PDFile
Creator
A Telegram Bot with a set of PDF tools (based on aiogram).
This bot allows to convert, compress, and edit PDF files in Telegram.
Data Picture
Creator
Media art project - an unique fingerprint of the movie generated via Open CV.
Each image consists of almost 2000 lines where each line stands for a few frames extracted from a movie at regular intervals (every second) and aggregated by mean color.
Fully automated posters creation with Pillow.
Courses and Certificates
Statistical Training and Machine Learning
ITMO University
Data Storage and Processing
ITMO University
Introduction to Data Science and Machine Learning
Bioinformatics Institute
Education
ITMO University
Urban studies - Master's degree
2018 - 2020
The Russian Presidential Academy of National Economy and Public Administration (RANEPA)
Political Studies - Bachelor's degree
2013 - 2017