Principal Competitive CPU Performance Forecaster & Data Scientist

AMD
Austin
Workplace: HybridFull timeUSD 178,500 - 306,000 annuallyFunction: Data Science & Machine LearningEducation: bachelorsSkills: ["Technical judgment","Calibration mindset","Provenance awareness","Communication","Presentation"]

Own the quantitative forecasting system for AMD’s Competitive Advanced Performance (CAP) team, predicting server CPU performance before products reach market. Combine CPU architecture assumptions, workload measurements, software trends, platform data, and partner validation to produce forward-looking predictions with confidence ranges. Track model error, run scenario analysis for uncertain competitor attributes, and communicate forecast drivers through executive-grade visualizations and narratives.

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FursaFursa
AMD
AMD
2 days ago

Principal Competitive CPU Performance Forecaster & Data Scientist

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Last checked: 4 hours agoStatus: Live

Job Summary

Own the quantitative forecasting system for AMD’s Competitive Advanced Performance (CAP) team, predicting server CPU performance before products reach market. Combine CPU architecture assumptions, workload measurements, software trends, platform data, and partner validation to produce forward-looking predictions with confidence ranges. Track model error, run scenario analysis for uncertain competitor attributes, and communicate forecast drivers through executive-grade visualizations and narratives.
Location: Austin
Workplace: Hybrid
Employment Type: Full time
Job Function: Data Science & Machine Learning
Seniority: Mid level

Key Responsibilities

  • •Design and maintain a forecasting framework linking CPU architecture, memory, I/O, power, operating-system and runtime behavior, and workload kernels.
  • •Create performance, performance-per-watt, and price-performance forecasts with confidence ranges rather than single-point estimates.
  • •Build competitor scenarios (e.g., frequency, core count, memory bandwidth, software maturity, launch timing, and platform power).
  • •Track prediction error across workload, competitor, forecast horizon, and model version; decompose errors and tune the model as new systems become available.
  • •Fuse benchmark results, performance counters, partner telemetry, public roadmaps, software changes, and platform evidence; produce executive-grade visualizations and write forecast narratives.

Pay and Benefits

Salary: USD 178,500 - 306,000 annually

Key Requirements

  • •Bachelor’s or Master’s degree in Electrical Engineering, Computer Engineering, Computer Science, or a closely related field.
  • •Demonstrated experience building quantitative models used for technical or business decisions under uncertainty.
  • •Strong programming and data-analysis skills in Python (or an equivalent analytical environment).
  • •Expertise defining error metrics, calibration methods, and sensitivity analyses for sparse or biased data.
  • •Working knowledge of server CPU and system performance with the ability to model architectural causality.
Experience:Server CPU performanceCapacity planningForecastingBenchmark analyticsBayesian modeling
Education:Bachelor's in Electrical Engineering, Computer Engineering, Computer Science, or a closely related field
Skills:Technical judgmentCalibration mindsetProvenance awarenessCommunicationPresentation
Languages:En-us
Tech Stack:PythonMonte Carlo simulationBayesian modelingProbabilistic programming

Eligibility

Work Authorization:Authorization required. Sponsorship not provided.

Company Brief

AMD
Designs and produces semiconductor products including CPUs, GPUs, and adaptive SoCs for consumer, enterprise, and embedded markets, competing across PCs, data centers, and gaming industries.
Industry: Electronics Manufacturing
Company Size: Enterprise (1,001+ employees)
Revenue: USD 1B+
Growth: Public Company
Valuation: Public Company (Market Cap in USD)
Funding: IPO / Publicly Listed
Headquarters: Santa Clara, United States
Founded: 1969
Glassdoor
Glassdoor: 3.9
WebsiteLinkedIn