Methodology
Last data update: 2026-08-12.
Hiring Ticker tracks open jobs and reports how hiring changes over time across markets, sectors and skills.
Every figure has a single, consistent definition, and each job is counted once. Duplicate postings are merged before the public metrics are calculated. Trends are indexed so that adding a new employer to the set never creates a false jump.
Hiring Ticker publishes aggregate statistics and links back to each original posting; it does not republish full job descriptions. It is an independent project, not affiliated with or endorsed by any company or exchange.
What this data can answer
Continuous, per-employer hiring history — every listed constituent plus private employers, snapshotted nightly and read down to the skills, locations and seniority in each ad — lets Hiring Ticker answer questions that are hard to get anywhere else. A selection, by who's asking:
Investors
Hiring is a leading indicator — it moves before earnings.
- Which companies are hiring the fastest this month?
- Which companies have suddenly frozen hiring?
- Which sectors are accelerating hiring before earnings?
- Which companies are investing heavily in AI?
- Which companies are expanding into new countries?
- Which listed companies have doubled engineering hiring?
- Who is hiring before announcing a new product?
- Which competitors are growing faster than their peers?
Recruiters
- Which companies are hiring Go developers right now?
- Who is opening a new office?
- Which companies are hardest to recruit against?
- Where are salaries increasing?
- Which companies have the highest hiring velocity?
- Which employers are competing for the same talent?
Job seekers
- Which companies are growing?
- Which companies are likely to have promotions soon?
- Who is hiring remotely?
- Which employers hire juniors?
- Which companies sponsor visas?
- Which employers are expanding in my city?
Sales teams
An overlooked market — new hires are buying signals for anyone selling software.
- Which companies recently started hiring DevOps engineers?
- Which companies adopted Kubernetes?
- Which companies are migrating to Azure?
- Which companies are building an AI team?
- Which companies are hiring for Salesforce?
- Which companies are hiring cybersecurity staff?
Governments & economists
- Which regions are creating the most jobs?
- Which industries are slowing?
- Which occupations are disappearing?
- Which skills are becoming more valuable?
- How quickly does hiring recover after interest-rate changes?
Technology trends
Where reading the job ad itself — not just counting it — becomes powerful.
- Which programming languages are growing fastest?
- Is Go growing faster than Java?
- Which cloud provider is gaining market share?
- Which AI frameworks are appearing most often?
- Which databases are companies adopting?
- Which companies mention Rust for the first time?
Macroeconomics & geopolitics
Hiring turns before GDP does — a posting is a decision already taken.
- Is hiring decelerating fast enough to signal a recession three to six months before official GDP?
- How are tariffs, conflicts and decoupling reshaping supply chains — where are logistics, manufacturing and procurement roles suddenly appearing?
- Are advertised wages outpacing inflation in specific sectors, pointing to a wage-price spiral?
- Which economies are recovering first after a shock, and in which occupations?
Alternative data for investing
A posting is a revealed preference: what a company is spending on, not what it says on an earnings call.
- Which listed companies claim aggressive growth and R&D investment while their actual postings are flat or falling?
- Who is quietly hiring niche experts — regulatory counsel for one country, a rare language — in the run-up to an acquisition?
- Is a company shifting spend from growth (sales, marketing) to efficiency (automation, AI engineering)?
- Which companies are staffing a market before they announce entering it?
Technology adoption
Reading the ad itself, not just counting it, is what makes this visible.
- Is the AI boom creating net-new roles, or replacing software engineers with prompt engineers?
- Which non-tech industries — agriculture, construction, logistics — are hiring cloud and machine-learning staff, showing digital transformation is real rather than announced?
- Which obscure languages, hardware skills or scientific disciplines are crossing from niche to mainstream?
- Which battery chemistries, chip architectures or quantum skills are appearing in volume for the first time?
How work is changing
What companies do about remote work, degrees and automation — as opposed to what they announce.
- Despite return-to-office mandates, are companies still hiring remotely in other cities and countries?
- In which white-collar functions — basic legal research, copywriting, junior analysis — has hiring permanently declined, indicating successful automation?
- Is the dropping of degree requirements accelerating, and which skills are replacing them?
- Which employers hire juniors when everyone else is asking for five years' experience?
Geography & property
Where the jobs move, people and offices follow.
- Which mid-tier cities are quietly absorbing high-wage remote tech and finance roles — the next housing or office recovery?
- Is outsourcing rotating away from established hubs toward nearshore locations?
- Do local spikes in green-energy and infrastructure hiring track where public stimulus is actually landing?
- Which cities are gaining employers rather than simply gaining postings?
Regulation & risk
Companies staff up for scrutiny before it arrives.
- Are banks or healthcare groups suddenly hoarding compliance officers and auditors, expecting new rules or antitrust attention?
- Which sectors — utilities, hospitals — are spiking cybersecurity hiring, under active threat or ahead of new mandates?
- Who is building privacy and AI-governance teams before the law requires one?
Competitive intelligence
Imagine you work at a shipping line and want to watch your rivals:
- Which shipping companies are hiring route-optimization engineers?
- Who is investing in autonomous shipping?
- Which competitors are hiring weather-routing specialists?
- Which companies are expanding their software teams?
- Which ports are increasing hiring?
To a job seeker a posting is an application. To an analyst it is a revealed preference — unfiltered evidence of what a company, an industry or an economy is actually committing money to, recorded before it shows up in earnings or official statistics.
Some of these questions are answered directly on the site today; others become sharper with every night of history banked. Every uncovered day is history that cannot be re-collected, which is why coverage keeps widening.