What is Capacity Planning and how common is it in AI job postings?

Capacity Planning is a skill in the "Infrastructure & Systems" category. It currently appears in 61 active AI roles across 27 companies in our index.

Which companies are hiring for Capacity Planning?

The top employers with active AI roles mentioning Capacity Planning are: Amazon (13), NVIDIA (9), Microsoft (4), Weights & Biases (4), Oracle (3).

Is demand for Capacity Planning growing?

Over the last 13 weeks, 52 new AI postings mentioned Capacity Planning. Demand has been relatively stable over this period.

At which stage of AI development is Capacity Planning used?

Roles requiring Capacity Planning are concentrated in: serving infrastructure (43%), agents (36%), application (8%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

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Capacity Planning

61 active AI roles across 27 companies mention Capacity Planning. Category: Infrastructure & Systems.

Demand trend

New AI postings mentioning Capacity Planning per week — 52 total over 13 weeks.

Sector

All Big Tech · 25 Semiconductors · 12 Enterprise · 12 Data AI · 6 AI Frontier · 6 Banking · 4 Pharma · 2 Media · 2 Retail · 1 Consumer · 1 Auto · 1

Function

All Engineering · 63 Product · 5 Research · 4

Status

All Active only

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63 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Oracle	ONA AI Agent Intern (Logistics Focus) - OVIP	Enterprise	7	L4
Amazon	Process Analyst, EU Central Operations Analytics	Big Tech	7	L4
Amazon	Data Scientist II, Forecasting, Demand Planning and Workforce Intelligence	Big Tech	7	L4
Amazon	Applied Scientist II, Last Mile	Big Tech	7	L6
Amazon	Senior Technical Program Manager - GenAI and Strategic Initiatives, Field Engineering	Big Tech	7	L4
Weights & Biases	Staff Technical Program Manager - Cluster Orchestration & Applied Training	Data AI	7	L3
Workday	Software Development Engineer - ML Ops (US Federal)	Enterprise	7	L3
Samsara	Digital Innovation Co-Op – Supply Chain	Enterprise	7	L4
Lila Sciences	Vice President, Engineering	AI Frontier	7	L6
Oracle	Sr Principal TPM (IC5) – AI Infrastructure	Enterprise	7	L3
Netflix	Distributed Systems Engineer 6 - Decisioning & Optimization	Big Tech	7	L3
NVIDIA	Senior AI and ML HPC Cluster Engineer	Semiconductors	7	L3
NVIDIA	Senior Performance Engineer	Semiconductors	7	L3
Amazon	Sr. TPM - SF Agentic AI, Amazon Business GTM Sales Technology	Big Tech	7	L4
Amazon	Software Development Manager, Elastic Block Store (EBS), Capacity Optimization	Big Tech	7	L4
Character AI	Technical Program Manager, AI Infrastructure	AI Frontier	7	L3
Amazon	Applied Scientist II, EC2 Core Platform	Big Tech	7	L4
Amazon	Senior Applied Scientist , EC2 Optimization Science	Big Tech	7	L0
NVIDIA	Manager, AI Networking Performance Research and Analysis	Semiconductors	7	L3
Amazon	Senior Applied Scientist, Agentic WorkSpaces	Big Tech	7	L3
Disney	Principal Site Reliability Engineer	Media	7	L4
Autodesk	Senior Machine Learning Engineer, MLOps West Coast	Enterprise	7	L3
NVIDIA	Senior Machine Learning Applications and Compiler Engineer, LPX	Semiconductors	7	L3
Microsoft	Member of Technical Staff, Full Stack - ML Efficiency & Observability - MAI Superintelligence Team	Big Tech	7	L3
Amazon	Applied Scientist, Amazon Transportation	Big Tech	7	L6
Amazon	Process Analyst, EU Central Operations Analytics	Big Tech	7	L4
Comcast	Data Scientist 3	Media	7	L0
Microsoft	Member of Technical Staff, Site Reliability Engineer (HPC) - MAI SuperIntelligence Team	Big Tech	7	L3
Microsoft	Member of Technical Staff, HPC Operations Engineering Manager	Big Tech	7	L3
Weights & Biases	Senior Software Engineer I, Inference	Data AI	7	L3

Frequently asked questions

What is Capacity Planning and how common is it in AI job postings?
Capacity Planning is a skill in the "Infrastructure & Systems" category. It currently appears in 61 active AI roles across 27 companies in our index.
Which companies are hiring for Capacity Planning?
The top employers with active AI roles mentioning Capacity Planning are: Amazon (13), NVIDIA (9), Microsoft (4), Weights & Biases (4), Oracle (3).
Is demand for Capacity Planning growing?
Over the last 13 weeks, 52 new AI postings mentioned Capacity Planning. Demand has been relatively stable over this period.
At which stage of AI development is Capacity Planning used?
Roles requiring Capacity Planning are concentrated in: serving infrastructure (43%), agents (36%), application (8%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

Capacity Planning

Top employers

Demand trend

Frequently asked questions

Demand trend

Capacity Planning

Top employers

Frequently asked questions