9 дней назад
Senior Applied Data Scientist (Fleet Intelligence)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Applied Data Scientist (Fleet Intelligence) (Python/SQL): Building predictive and decision-support capabilities from fleet maintenance, usage, cost, telematics, and asset-history data with an accent on forecasting, risk inference, model quality, and explainability. Focus on translating product questions into evaluated production models, monitoring uncertainty and drift, and making intelligence actionable in customer workflows.
Location: Remote, available only in the United States, Canada, or Mexico
Company
provides a software platform that helps organizations manage fleet operations, including maintenance, usage, costs, availability, and asset lifecycle decisions.
What you will do
- Deliver Fleet Intelligence initiatives covering tire intelligence, utilization intelligence, ROI measurement, predictive models, and analytical foundations.
- Develop projections and predictive models for fleet usage, maintenance cost, availability, condition, failure risk, and asset lifecycle decisions.
- Translate product questions into hypotheses, target variables, baselines, evaluation plans, and delivery milestones.
- Explore maintenance, usage, cost, work-order, telematics, warranty, and asset-history data to identify signals and data gaps.
- Build, validate, deploy, monitor, and iterate production-quality models.
- Partner with Product, Design, Software Engineering, and Data Engineering to make model outputs explainable and actionable.
Requirements
- 5+ years of experience in applied data science, machine learning, statistical modeling, or a related role.
- Track record of shipping models or decision-support systems that influenced customer or business outcomes.
- Strong proficiency in Python and SQL, including exploratory analysis, feature engineering, model development, and evaluation on large datasets.
- Strong knowledge of statistics and machine learning fundamentals, including validation, calibration, uncertainty, bias, and error analysis.
- Experience taking models from experimentation into production, including versioning, testing, deployment, observability, monitoring, and retraining.
- Experience with cloud data platforms and transformation workflows such as Snowflake, dbt, and orchestration tools, plus cross-functional communication skills.
Nice to have
- Experience in fleet, transportation, maintenance, reliability, asset management, insurance, logistics, or another operational domain.
- Experience modeling maintenance cost, equipment failure, remaining useful life, warranty exposure, utilization, demand, or asset replacement decisions.
- Familiarity with semantic layers and analytics tools such as ThoughtSpot or Cube.
- Experience designing experiments or evaluating recommendations when randomized testing is impractical.
- Graduate study in a quantitative field or experience contributing to customer-facing software products.
Culture & Benefits
- Remote-working friendly since 2012.
- Health and dental coverage, vision insurance, FSA and HSA options, and disability coverage.
- 401(k) match of 4% and incentive stock options.
- Four weeks of PTO, company and floating holidays, and paid parental leave.
- Professional development, wellbeing, community service, and business expense funds.
- Mac laptop and new-hire equipment stipend.
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