Workforce Analytics

Real-Time Workforce Analytics From Job Data

Build your workforce plan from live job data, straight from career pages.

144%
YoY AI skills demand growth
39%
Core skills changing by 2030
100+
Countries covered
5B+
Pre-enriched records
THE PLANNING GAP

Read the Signals.
Analyze the Data.
Act Before It Matters.

Every job posting is a signal of employer demand, and together they reveal where, why and what the workforce trends are.

WATCH · Market signal
New roles appearing
UNDERSTAND · What it means
Which occupations are gaining demand
PLAN · Workforce action
Adjust job families and workforce models
WATCH · Market signal
Skills showing up more often
UNDERSTAND · What it means
Which capabilities are emerging
PLAN · Workforce action
What skills to build or develop
WATCH · Market signal
Hiring expanding into new locations
UNDERSTAND · What it means
Where demand is moving
PLAN · Workforce action
Where to focus workforce investment
WATCH · Market signal
Industries changing their hiring mix
UNDERSTAND · What it means
How workforce requirements are shifting
PLAN · Workforce action
Rebalance investment ahead of the curve
SKILLS VELOCITY

Read the movement behind the numbers.

Track these changes across skills, occupations, industries, and locations to understand where workforce demand is heading next.

RISING DEMAND

  • AI / ML engineering
  • AI agent development
  • Data infrastructure (dbt, Snowflake)
  • Prompt engineering
  • Cyber threat intelligence
  • Cloud cost optimization (FinOps)

STABLE DEMAND

  • Full-stack web development
  • Systems administration
  • Network engineering
  • Business analysis
  • Relational database management
  • Technical project management

DECLINING DEMAND

  • Manual software QA testing
  • Legacy ERP administration
  • Basic data entry and processing
  • On-premise server maintenance
  • Traditional system administration
  • Monolithic application architecture
FOUR PLANNING INTELLIGENCE TYPES

Four signals that change how you plan.

01

Skills Velocity

WHAT IT TELLS YOU

Which skills are gaining or losing demand across roles and markets.

SIGNAL

Skill demand changing over time

02

Role Emergence

WHAT IT TELLS YOU

Which new roles and job categories are appearing across employers.

SIGNAL

New titles and role categories appearing at scale

03

Compensation Drift

WHAT IT TELLS YOU

How compensation ranges are changing for the skills and roles you care about.

SIGNAL

Salary ranges shifting by skill, role, and seniority

04

Geographic Shifts

WHAT IT TELLS YOU

Where demand for critical roles is concentrating or spreading.

SIGNAL

Hiring demand changing by location

Planning Decisions

Three decisions that look different when you have live market data.

Skills gap planning

“Do we have the skills the market will need in 18 months?”

Compare current capabilities with rising employer demand to spot emerging skills gaps.

Build vs buy decisions

“Should we upskill internally or hire externally?”

Track skill demand and hiring activity to decide when to build internally or hire externally.

Headcount timing

“When do we need to start hiring for roles we do not yet have?”

Monitor hiring demand to identify when to start building talent pipelines.

BUILT FOR

Built for workforce planning at every level.

CHROs and workforce strategy teams

Live market intelligence for annual and rolling workforce plans. Build on what employers are demanding today, not what surveys reported last year.

HR analytics and people analytics teams

Structured, continuously updated employer demand data as an external signal layer alongside your internal workforce data. Skills velocity, role emergence, and compensation drift, all from career pages.

Talent management and workforce platforms

Embed live employer demand intelligence into your product. Skills velocity signals, role emergence data, and compensation benchmarks from 100+ countries via API.

L&D and learning platforms

Align learning investment to employer demand signals before the skills gap widens. Know which capabilities to build now, which to maintain, and which to wind down.

HR consulting and transformation firms

Market-level demand intelligence for workforce transformation engagements. Show clients what the market is requiring, not just what public job boards aggregate.

Common Questions

Workforce Analytics, frequently asked questions

FREE DATA SAMPLE

Know What Your Workforce Needs Next

See where skills, roles, compensation, and hiring demand are moving with structured job market data built for workforce planning.