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Anna SmirnovaAS
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Anna Smirnova

@annasmirnova

Data analyst at Novakid who built attribution and marketing mix models that reshaped budget allocation across 12 markets.

Georgia
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At Novakid, I expanded from marketing analytics into product analytics, covering the visitor-to-purchase funnel. I designed and analyzed A/B tests, and a registration-funnel hypothesis I initiated lifted lead conversion by 32% and shipped across all flows.

I built a multi-touch attribution system and a Marketing Mix Modeling pipeline validated with geo-experiments, changing how marketing budgets were allocated across 12 markets. I’ve also investigated affiliate fraud, developed forecasting models, and built data foundations and LLM-assisted analytics workflows.

Experience

Work history, roles, and key accomplishments

Novakid Inc logoNI
Current

Product Data Analyst

Novakid Inc

May 2026 - Present (5 months)

Expanded from marketing analytics into product analytics, covering the full visitor-to-purchase funnel.
- Design and analyze A/B tests (30+ total at Novakid, GrowthBook) across the visitor-to-purchase funnel, applying variance reduction and advanced methods (CUPED, stratification, ratio metrics, diff-in-diff).
- Own event tracking design and quality for 100+ product and marketing events.
- Monitor

Novakid Inc logoNI

Marketing Data Analyst

Novakid Inc

Dec 2024 - May 2026 (1 year 5 months)

Novakid is an EdTech platform teaching English to kids across 12+ international markets.
- Built a multi-touch attribution (MTA) system complementing last-click, revealing the true contribution of upper-funnel channels to conversions.
- Developed a Marketing Mix Modeling (MMM) pipeline (Robyn, Bayesian modeling) accounting for saturation and lag effects; validated model estimates with a geo-experi

MentalGrowth logoME

Product Analyst

MentalGrowth

Mar 2024 - Nov 2024 (8 months)

MentalGrowth is a mobile EdTech/wellness startup serving millions of users.
- Designed and analyzed 20+ A/B tests across the mobile funnel end-to-end, from hypothesis and experiment design to ship/no-ship recommendations.
- Built retention, LTV, and payback forecasting models (survival analysis, ARIMA, Prophet) used in financial planning and unit economics.
- Contributed to systematic funnel analy

Home Bank logoHB

Lead Data Analyst

Home Bank

Mar 2023 - Mar 2024 (1 year)

Home Bank is a retail bank with a mobile app serving 1M+ monthly active users.
- Owned product and business metrics (MAU, DAU, churn, end-to-end conversion) for the mobile banking app.
- Built a churn prediction model (Python, gradient boosting) scoring the active user base in batch; CRM retention campaigns targeted the top-risk decile, reducing churn in the targeted segment by ~10%.
- Developed t

Herzen State Pedagogical University of Russia logoHR

Researcher

Herzen State Pedagogical University of Russia

Aug 2013 - Dec 2016 (3 years 4 months)

- Statistical analysis, data cleaning, and visualization for geochemical research (IR spectroscopy, mass spectrometry, X-ray fluorescence data).
- Operated and calibrated analytical instruments (LECO, Spectroscan), owning data quality from measurement to analysis.
- Built two officially registered scientific databases on sediment geochemistry (Rospatent RU 2016621453, RU 2017620886) from multi-yea

Education

Degrees, certifications, and relevant coursework

SU

Samara State Technical University

Master of Science - MS, Petroleum Engineering

WG

WOMEN IN TECH ® Global

Mentor in Tech 7.0 — Mentorship Program (Mentee)

Feb 2026

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