Staff Data Scientist
Мэтч & Сопровод
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Описание вакансии
TL;DR
Staff Data Scientist (Broadband ML): Apply advanced analytics and machine learning to large-scale broadband telemetry data with an accent on time-series modeling, anomaly detection, and network intelligence. Focus on developing scalable ML models for churn prevention, performance forecasting, fault classification, and subscriber QoE analytics.
Location: Remote (USA or Canada)
Salary: 136,000–265,700 USD Annual (varies by location)
Company
provides a cloud-first, AI-powered platform enabling Communication Service Providers to simplify operations, automate processes, and innovate in broadband delivery.
What you will do
- Analyze and model broadband telemetry data including throughput, latency, packet loss, and device metrics.
- Develop ML models for upsell, churn prevention, anomaly detection, forecasting, and capacity prediction.
- Build features for network health scoring, service quality monitoring, and subscriber QoE analytics.
- Collaborate with engineering teams to integrate models into cloud-native analytics pipelines.
- Perform EDA, feature engineering, and deploy scalable ML pipelines to production.
- Design experiments, communicate insights via dashboards, and manage model lifecycles.
Requirements
- PhD in Data Science or Computer Science
- Min 5+ years experience translating research to production AI.
- Strong statistics, probability, linear algebra; experience with time-series, telemetry datasets.
- Hands-on ML: regression, classification, clustering, anomaly/change-point detection.
- Python (NumPy, pandas, SciPy, scikit-learn), strong SQL, clean code practices.
- Broadband/network data fundamentals: latency, throughput, noisy/incomplete data.
Nice to have
- Experience in broadband networks (PON, DOCSIS, Wi-Fi), subscriber analytics.
- Cloud platforms (AWS, GCP, Azure), MLOps, CI/CD, model monitoring.
- Real-time analytics, streaming data, publications in network ML.
Culture & Benefits
- Full-time role with bonus eligibility and comprehensive benefits package.
- Opportunity to innovate in broadband industry transformation.
- Collaborative environment with data scientists, engineers, and product teams.
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