4 дня назад
Senior Data Scientist (AdTech)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Data Scientist (AdTech): Building predictive modeling and optimization platforms for live ad exchanges with an accent on bid optimization, behavioral data, calibration, and constrained decision-making. Focus on censored bid-landscape modeling, real-time win probability estimation, counterfactual evaluation, sparse conversion labels, and scalable machine learning systems.
Location: Europe, Albania, Poland, Romania, or Ukraine
Company
provides software engineering and data science services, including machine learning solutions for large-scale production systems.
What you will do
- Build censored bid-landscape and real-time win-probability models for live advertising auctions.
- Develop conversion propensity, look-alike audience, hierarchical lift estimation, and advertiser-level calibration models.
- Design offline evaluation frameworks using inverse-propensity scoring, doubly robust estimators, and importance reweighting.
- Implement exploration, propensity logging, and constrained optimization strategies for campaign objectives, pricing, and volume targeting.
- Contribute to data diagnostics, model recommendations, scalable ML platform architecture, and post-launch validation.
- Prepare technical documentation and knowledge-transfer materials for the customer’s internal data science team.
Requirements
- 5+ years of experience in machine learning or data science with production-grade models measured against business KPIs.
- Expert Python, machine learning, SQL, and gradient-boosting skills with XGBoost, LightGBM, or CatBoost.
- Strong experience with NumPy, pandas, scikit-learn, large-scale datasets, Spark or PySpark, and structured or behavioral feature engineering.
- Knowledge of probability, statistics, regularization, calibration, categorical feature handling, experimentation, A/B testing, and advanced model validation.
- Experience with temporal splits, leakage detection, drift analysis, slice-based metrics, SHAP, and permutation importance.
- Upper-Intermediate English level or higher and availability in the listed European locations are required.
Nice to have
- AdTech experience with CTR/CVR prediction, bid-landscape modeling, audience segmentation, or RTB mechanics.
- Experience with sparse, delayed, or censored labels, attribution modeling, survival analysis, or positive-unlabeled learning.
- Knowledge of counterfactual evaluation, causal inference, uplift modeling, constrained optimization, or managed ML environments such as Vertex AI.
- Publications, competitive modeling achievements, or open-source contributions related to machine learning or AdTech.
Culture & Benefits
- Work on technically challenging products and large-scale production systems.
- Collaborate with experienced engineers, data scientists, and a customer-side data science organization.
- Operate in a highly data-driven environment with emphasis on scientific rigor and evidence-based decisions.
- Participate in architecture discussions and scalable ML platform design.
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