EXTREMELY DIFFICULT9.8/10
Hard-to-Hire IT Roles · 2026/2027 Hiring Guides
Hiring guides for the IT roles that are hardest to fill
79 roles across 10 technology disciplines, ranked by hiring difficulty and organized to help hiring teams understand where talent is scarce, why searches stall, and how to build a stronger recruiting plan.
79Role hiring guides
10Job families
19Rated extremely difficult
Browse by job family
01 · 11 ROLES
AI & Machine Learning
Production ML, MLOps, LLM evaluation, and AI infrastructure talent. Nearly half of organizations report AI/ML understaffing, the widest gap of any technology discipline.
9.1Avg. difficulty
EXTREMELY DIFFICULT9.6/10
MLOps Engineer
EXTREMELY DIFFICULT9.5/10
AI Research Scientist
EXTREMELY DIFFICULT9.3/10
AI Infrastructure Engineer
EXTREMELY DIFFICULT9.1/10
Machine Learning Engineer
EXTREMELY DIFFICULT9.0/10
Computer Vision Engineer
EXTREMELY DIFFICULT9.0/10
NLP Engineer
EXTREMELY DIFFICULT9.0/10
Responsible AI Specialist
VERY DIFFICULT8.8/10
AI Data Engineer
VERY DIFFICULT8.6/10
LLM / Prompt Engineer
VERY DIFFICULT8.3/10
AI Product Manager
02 · 15 ROLES
Cybersecurity
Cloud security, AppSec, DevSecOps, identity, and security leadership. Demand is high across the board, but scarcity concentrates in specific skills and production experience.
8.6Avg. difficulty
EXTREMELY DIFFICULT9.6/10
Cloud Security Engineer
EXTREMELY DIFFICULT9.6/10
DevSecOps Engineer
EXTREMELY DIFFICULT9.5/10
Security Architect
EXTREMELY DIFFICULT9.4/10
Application Security Engineer
VERY DIFFICULT8.8/10
Identity & Access Management Specialist
VERY DIFFICULT8.8/10
Information Security Officer
VERY DIFFICULT8.7/10
Incident Response Specialist
VERY DIFFICULT8.6/10
Security Operations Manager / SOC Lead
VERY DIFFICULT8.6/10
Threat Hunter
VERY DIFFICULT8.2/10
Cybersecurity Engineer
VERY DIFFICULT8.1/10
Penetration Tester
VERY DIFFICULT8.0/10
Cybersecurity Analyst (Tier 2/3 SOC)
VERY DIFFICULT7.8/10
Vulnerability Analyst
VERY DIFFICULT7.5/10
GRC Analyst
DIFFICULT7.3/10
Cybersecurity Risk Analyst
03 · 5 ROLES
Industry Platforms & Applications
Guidewire, Duck Creek, Banner, Workday Student, EHR, and ERP talent, where platform depth has to meet healthcare, insurance, or higher education process knowledge.
8.5Avg. difficulty
EXTREMELY DIFFICULT9.3/10
Insurance Core Platform Consultant
EXTREMELY DIFFICULT9.2/10
Higher Education ERP / SIS Consultant
EXTREMELY DIFFICULT9.0/10
Healthcare EHR / Clinical Informatics Specialist
VERY DIFFICULT8.6/10
ERP Implementation Consultant
DIFFICULT6.2/10
LMS Administrator
04 · 8 ROLES
Cloud & DevOps
Platform engineering, Kubernetes, SRE, and infrastructure-as-code talent supporting production AI, modernization, and reliability. Platform and cloud teams remain materially understaffed.
8.5Avg. difficulty
EXTREMELY DIFFICULT9.0/10
Cloud Architect
EXTREMELY DIFFICULT9.0/10
Platform Engineer
VERY DIFFICULT8.8/10
Site Reliability Engineer
VERY DIFFICULT8.7/10
Kubernetes Engineer
VERY DIFFICULT8.5/10
Infrastructure as Code Specialist
VERY DIFFICULT8.2/10
DevOps Engineer
VERY DIFFICULT8.1/10
Cloud Engineer
DIFFICULT7.3/10
Automation Engineer
05 · 9 ROLES
Data & Analytics
Cloud data architecture and AI-ready data engineering are the hardest data roles to fill. General analysis draws from a broader pool unless domain depth is required.
7.3Avg. difficulty
EXTREMELY DIFFICULT9.1/10
Cloud Data Architect
VERY DIFFICULT8.9/10
Chief Data Officer
VERY DIFFICULT8.5/10
Data Scientist
VERY DIFFICULT8.4/10
Data Engineer
DIFFICULT6.6/10
Financial & Risk Analyst
DIFFICULT6.4/10
CRM & Marketing Analytics Specialist
DIFFICULT6.2/10
Database Administrator
MODERATE5.9/10
Business Intelligence Analyst
MODERATE5.4/10
Data Analyst
06 · 7 ROLES
Software Engineering
The overall pool is large. Senior architects, embedded engineers, and exact stack-and-domain combinations are where searches slow down.
7.2Avg. difficulty
VERY DIFFICULT8.5/10
Software Architect
VERY DIFFICULT8.1/10
Embedded Software Engineer
DIFFICULT7.2/10
Back-End Developer
DIFFICULT7.2/10
Full-Stack Developer
DIFFICULT6.9/10
Software Engineer
DIFFICULT6.6/10
Mobile Developer
DIFFICULT6.0/10
Front-End Developer
07 · 8 ROLES
Infrastructure & Network
Architecture talent remains scarce. Hybrid cloud, security, and on-site coverage requirements can materially lengthen otherwise routine searches.
7.1Avg. difficulty
EXTREMELY DIFFICULT9.0/10
Enterprise Architect
VERY DIFFICULT8.3/10
Network Architect
DIFFICULT7.4/10
IT Operations Manager
DIFFICULT7.2/10
Infrastructure Engineer
DIFFICULT7.0/10
Systems Engineer
DIFFICULT6.8/10
Network Engineer
MODERATE5.7/10
Systems Administrator
MODERATE5.0/10
Help Desk / Technical Support Lead
08 · 4 ROLES
Digital Transformation & Product
Modernization, product, and change leaders who can translate strategy into adoption. The sharpest scarcity sits at the senior leadership level.
7.0Avg. difficulty
VERY DIFFICULT7.5/10
Digital Product Manager
VERY DIFFICULT7.5/10
Digital Transformation Consultant
DIFFICULT7.1/10
IT Change Management Lead
MODERATE5.9/10
Business Process Optimization Analyst
09 · 6 ROLES
Project & Program Management
General PM supply is healthy. Complex technical programs, regulated environments, and PMO leadership are where qualified candidates thin out.
6.6Avg. difficulty
VERY DIFFICULT7.9/10
PMO Director
VERY DIFFICULT7.7/10
IT Program Manager
DIFFICULT7.1/10
Business Transformation Manager
DIFFICULT6.8/10
IT Project Manager
MODERATE5.5/10
Agile Project Manager / Scrum Master
MODERATE4.4/10
Enterprise Project Coordinator
10 · 6 ROLES
QA & Testing
SDET, performance, and cloud QA specialists who code like developers and design reliable test systems remain harder to find than traditional QA talent.
6.5Avg. difficulty
DIFFICULT7.0/10
Software Development Engineer in Test (SDET)
DIFFICULT6.8/10
Performance Tester
DIFFICULT6.6/10
Cloud QA Specialist
DIFFICULT6.5/10
QA Automation Engineer
DIFFICULT6.3/10
Test Lead / QA Manager
MODERATE5.6/10
API / Mobile QA Engineer
Why hiring teams bring Overture the hard searches
Scarce talent needs a sharper search, not a longer one
When a role scores 8 or higher, posting and waiting rarely works. Overture starts with the environment the person will actually support, then screens candidates against that work rather than against keywords.
For hiring managers
A shortlist you would actually interview
- Role calibration before sourcing
- Every resume reviewed by an experienced recruiter
- Scenario-based vetting against your platform and stack
- Contract, contract-to-hire, or direct hire options
For talent acquisition leaders
Specialist coverage for the reqs that stall
- Extra capacity for niche and senior searches
- Compensation and time-to-fill planning guidance
- Clear candidate status and feedback cadence
- Engagement after the start date to protect retention
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