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Senior Data Scientist - Demand Planning and Forecasting

nashville, TN

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About this opportunity

DataJobs lists this Senior Data Scientist - Demand Planning and Forecasting opportunity in nashville, Tennessee. Review the employer’s description below for duties, qualifications and application requirements.

Job description

Oracle is hiring a Senior Data Scientist to build and improve demand forecasting and analytics for networking hardware and data center infrastructure planning in Nashville, TN.

Develop and maintain demand forecasting models for networking hardware and data center infrastructure across short- and long-term planning horizons

Analyze signals and inputs such as historical demand, deployment trends, data center build plans, engineering inputs, and product roadmaps to pinpoint key demand drivers

Create forecasting solutions using time-series, statistical, machine learning, and other methods suited to different products and planning scenarios

Evaluate forecast performance by measuring and improving accuracy, bias, stability, and confidence across products and horizons

Build scenario analytics to estimate base, upside, downside, and what-if impacts on hardware demand

Partner with demand planners to convert analytical outputs into actionable planning recommendations and strengthen forecasting processes

Model demand end-to-end by connecting data center builds, deployment plans, network capacity, product requirements, BOMs, and SKU-level demand

Investigate demand signal quality including anomalies, unexpected shifts, duplicate signals, missing data, and inconsistent planning assumptions

Build scalable data assets by creating datasets and analytical pipelines using SQL and Python

Deliver reusable tooling through analytical frameworks, dashboards, and tools for demand visibility, forecast performance, and planning risk

Collaborate with Data Engineering and technical teams to improve data quality, data availability, and reliability of planning inputs

Automate recurring workflows for analysis, forecasting, reconciliation, and reporting

Apply advanced methods including machine learning, optimization, simulation, and AI/ML when they improve planning or decision-making

Communicate results clearly to planners, engineers, business partners, and senior leadership

Drive projects end-to-end on ambiguous problems by defining analytical approaches and supporting adoption

Contribute to capability building for modern, scalable data science and forecasting for demand planning

Requirements

Bachelor’s or Master’s degree in Computer Science, Statistics, Mathematics, Data Science, Engineering, Operations Research, Economics, or a related quantitative field

5+ years of experience in data science, applied science, forecasting, demand planning analytics, operations research, or a related discipline

Strong hands-on programming with Python and advanced SQL

Experience building and deploying forecasting or predictive models using real-world business data

Strong foundations in statistical modeling, time-series forecasting, model evaluation, and experimental or analytical methodologies

Experience with large datasets including data exploration, feature engineering, modeling, and analysis

Ability to translate problems into quantitative models and actionable recommendations

Experience in operational planning such as planning, supply chain, capacity planning, demand forecasting, or related decision processes

Strong communication skills working with both technical and non-technical stakeholders

Technologies

Python

SQL

Machine learning

Time-series forecasting

Statistical modeling

Optimization

SimulationAI/ML

AI agents

GenAI/LLMs

Preferred Qualifications

Experience with demand planning or forecasting for hardware, cloud infrastructure, networking, semiconductor, or data center environments

Experience with SKU-level demand, BOMs, product lifecycles, NPI, EOL/EOS, or hardware product transitions

Experience connecting data center build plans or deployment schedules to hardware demand forecasts

Experience with networking hardware such as switches, NICs, DPUs/SmartNICs, optical transceivers, cables, or related components

Experience with advanced forecasting methods including probabilistic forecasting, hierarchical forecasting, causal modeling, gradient boosting, deep learning, or other ML techniques

Experience with scenario modeling, optimization, simulation, or capacity planning

Experience building production-quality data pipelines, analytical datasets, or forecasting platforms

Experience with cloud data platforms, distributed data processing, or large-scale analytics

Experience applying GenAI/LLMs or AI agents to analytics, forecasting, or planning workflows

Experience communicating analytical results and recommendations to senior engineering, business, or executive audiences

Location: Nashville, TN (onsite)

Minimum experience: 5 years

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Worksite address

nashville, TN, 37247, US

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