обновлено 1 час назад
Staff Data Scientist (AI)
156 400 - 265 700$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Staff Data Scientist (AI) (broadband analytics and machine learning): Building scalable models and analytics pipelines for broadband network telemetry, service assurance, and subscriber experience data with an accent on time-series modeling, anomaly detection, forecasting, and network intelligence. Focus on deploying production ML across millions of devices and endpoints, evaluating operational impact, and translating ambiguous product and network problems into analytical solutions.
Location: Remote - USA
Salary: USD 136,000–231,000 annually for all other US locations; USD 156,400–265,700 annually in the San Francisco Bay Area. The role may also be eligible for a bonus.
Company
provides One, a cloud-first, AI-powered platform that helps communication service providers use automation, real-time data, and actionable insights to improve broadband operations and subscriber experiences.
What you will do
- Analyze and model large-scale broadband telemetry and time-series data, including throughput, latency, packet loss, utilization, and device-level metrics.
- Develop and validate models for churn prevention, customer acquisition, anomaly detection, performance forecasting, fault classification, capacity prediction, and network health scoring.
- Build scalable ML pipelines and integrate models into cloud-native analytics pipelines and production environments.
- Apply feature engineering, data preprocessing, change-point detection, and probabilistic modeling to noisy, incomplete, and delayed broadband data.
- Design experiments and evaluate the operational and business impact of analytics on network performance and subscriber experience.
- Communicate insights through dashboards, reports, and presentations while collaborating with data science, engineering, platform, product, and customer-facing teams.
Requirements
- Strong foundation in statistics, probability, and linear algebra.
- Experience with large-scale time-series, telemetry, broadband network, and service data.
- Experience with regression, classification, clustering, dimensionality reduction, forecasting, anomaly detection, and change-point detection.
- Strong Python and SQL skills, with familiarity with NumPy, pandas, SciPy, and scikit-learn.
- Experience with model evaluation, validation, performance metrics, data preprocessing, feature engineering, exploratory data analysis, and maintainable, testable code.
- Strong problem-solving, written communication, verbal communication, and data visualization skills.
Nice to have
- PhD in Data Science or Computer Science.
- Experience with broadband access networks, subscriber analytics, network intelligence, Fiber/PON, Cable/DOCSIS, or Wi-Fi telemetry.
- Experience with AWS, GCP, Azure, ML deployment frameworks, MLOps, CI/CD, model monitoring, streaming data, or large-scale data ecosystems.
- Publications or applied research in network analytics, anomaly detection, forecasting, or machine learning.
Culture & Benefits
- Full-time remote work within the USA.
- Benefits are available as part of the compensation package.
- Compensation varies according to the candidate's geographic location, knowledge, skills, and experience.
- The role may include eligibility for a bonus.
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