[GTM glossary](/glossary.txt) Job postings data

Signals & Intent

# Job postings data

In short

Job postings data is the dataset built from public job advertisements across company career pages and job boards. It records fields like title, department, seniority, location, required skills, and when the role was posted.

For GTM teams, it works as a window into a company's plans. Roles and requirements show what a company is building, which tools it uses, and where it is spending.

## What is in job postings data

### Role details

Title, function, seniority level, and number of openings.

### Skills and tools

Technologies and software named in requirements, which hint at the stack.

### Timing

First seen, last seen, and how long a role has been open.

### Location

Where the role is based, useful for regional expansion signals.

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## How GTM teams use it

Say a vendor sells a data warehouse connector. It searches postings that mention a certain warehouse, lists the companies, and targets data leaders there.

* **Technographic hints:** Infer tools in use from required skills.
* **Expansion signals:** New locations or many roles show growth plans.
* **Persona targeting:** A posting for a role often reveals who the hiring leader is.
* **Competitive context:** Postings that name your category or alternatives show a need or an existing choice.

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## Quality issues to watch

* **Duplicates:** The same role is often posted on several boards.
* **Ghost jobs:** Some listings stay open without real hiring intent.
* **Coverage gaps:** Smaller companies post less, or only on their own site.
* **Parsing errors:** Titles and skills are free text, so normalization matters.

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## Job postings data vs hiring signals

Job postings data is the raw material. Hiring signals are the conclusions you draw from it, such as a first hire in a function.

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## Job postings data FAQs

**What is job postings data?**

Job postings data is structured information collected from public job listings, including role titles, locations, skills, and dates. Companies and sales teams analyze it to understand a company's priorities, tools, and growth plans.

**How can sales teams use job postings data?**

They use it to find accounts hiring in relevant functions, infer the tools a company uses from listed skills, spot expansion by location, and identify the leaders who own a given team. This guides both targeting and messaging.

**Is job postings data accurate?**

It is useful but imperfect. Duplicates, ghost listings, and missing small companies are common, and free-text fields need cleaning. Treat it as a directional signal and verify important findings before acting.

**Where does job postings data come from?**

It is collected from public sources such as company career pages and job boards, then cleaned and structured. Data providers aggregate and standardize it, though coverage and freshness differ between providers.

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## More related phrases

* [Funding signals](/glossary/funding-signals.txt)
* [Public data](/glossary/public-data.txt)
* [B2B intent data](/glossary/b2b-intent-data.txt)

## Similar phrases

* [Hiring signals](/glossary/hiring-signals.txt)  
Hiring signals are clues from a company's open roles and recruiting activity that reveal its priorities, growth plans, and likely needs, which sales and marketing teams use to time outreach.
* [Tech adoption signals](/glossary/tech-adoption-signals.txt)  
Tech adoption signals show that a company is starting to use, expand, or drop a technology, and give sales and marketing a timely reason to reach out with a relevant offer.
* [Account signals](/glossary/account-signals.txt)  
Account signals are observable events and behaviors at a company level, such as hiring, funding, or site visits, that help GTM teams judge which accounts to prioritize and when.
* [Technology install signals](/glossary/technology-install-signals.txt)  
Technology install signals show that a company has recently installed a specific product, such as a CRM or analytics tag, giving vendors a timely trigger for relevant outreach.
* [Headcount growth](/glossary/headcount-growth.txt)  
Headcount growth is the rate at which a company adds employees over time, used in B2B sales as a signal of expansion, rising budgets, and new tool needs.