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Industry Insights

Choose your field with data, not guesswork.

Demand, salary and trend data across fields and roles — so you aim at careers that are actually growing, know what they pay, and learn the skills employers are asking for right now.

Hiring trends · Salary bands · 5-year outlook

academik.ai / insights · hiring demand index
AI & Machine LearningVery high
CybersecurityHigh
Data & AnalyticsHigh
Cloud & DevOpsStrong
Product & UXSteady
Salary Snapshot

What roles actually pay

Relative entry-level pay across popular roles — open any role for full entry, mid and senior bands by region.

ML EngineerEntry band
Data AnalystEntry band
Cloud EngineerEntry band
UX DesignerEntry band
Product ManagerEntry band

Bars show relative entry-level pay across roles. Absolute figures vary by region and are shown per role.

What You Can See

The full picture of a field

Everything you need to judge whether a direction is worth committing to.

Demand, not hype

See which fields are genuinely hiring and which are cooling — based on hiring trends, not headlines and hot takes.

Real salary ranges

Entry, mid and senior bands by role and region, so you know what to expect and what to negotiate for.

Where it's heading

Five-year outlook on each field — growth, automation risk and the skills that are gaining or losing value.

The skills employers want now

The competencies showing up most in real postings for each role, so you learn what's actually being asked for.

Turn Data Into Decisions

What the numbers tell you to do

Insights only matter if they change your next move. Here's how to act on them.

Opportunity

Aim where demand is rising

Fields like AI and cybersecurity show sustained hiring growth — strong bets if your interests align.

Positioning

Pair a hot field with a strength

Combine an in-demand area with something you're already good at to stand out from single-skill applicants.

Future-proof

Watch the automation curve

Some routine roles face automation pressure — lean toward judgment, creativity and people skills that hold value.

Action

Learn the listed skills

Map the most-requested skills for your target role into your roadmap and close them deliberately.

Coverage

Decisions backed by real data

Hiring trends
Demand across fields
5-year
Demand outlook
Salary bands
Entry, mid and senior
In-demand
Skills employers ask for
FAQ

Questions, answered

It shows demand, salary and trend data across fields and roles — so you can aim at careers that are actually growing, know what they pay, and learn the skills employers are asking for right now.

Pick a direction the data agrees with.