Making Sense of Job Postings Salary Data: A No-Nonsense Guide

Salary benchmarking can be complex, and one of the most dynamic sources of data is job postings salary data. But what exactly is it, and which providers should you trust? Let’s break it down.

Making Sense of Job Postings Salary Data: A No-Nonsense Guide
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    So you're getting ready for pay and performance reviews across your entire organisation. But you find yourself wondering how much a job is really worth - or struggling to make sense of wildly different salary numbers.

    Salary benchmarking can be complex, and there are many different types of salary benchmarking data sources. We’ve already explored  (think Mercer, Willis Towers Watson, CIPD HR Inform, Brightmine etc) and the  (tech companies like Ravio, Pave, Figures HR).

    But one of the most dynamic sources of salary benchmarking data is job postings salary data. What exactly is it and which providers should you trust?

    What is Job Postings Salary Data?

    Job postings salary data is exactly what it sounds like - compensation information extracted from publicly available job advertisements. Unlike traditional salary surveys, which rely on employer-reported data, job postings salary data gives you a real-time snapshot of what companies are actively offering.

    Why does this matter?

    ✔ It reflects current market conditions, not last year’s data.

    ✔ It provides insight into trends in demand for roles based on salary fluctuations.

    ✔ It’s useful for businesses looking to stay competitive in attracting talent.

    However, job postings data also has its challenges. Not all job listings include salary information, and some may list broad salary ranges that don’t accurately reflect final offers. Providers use machine learning and analytics to clean and refine this data, but the quality of insights varies depending on the provider.

    So, which platforms are leading the way?

    The Major Players in Job Postings Salary Data

    Lightcast (formerly Emsi Burning Glass)

    Back in 2021, Emsi and Burning Glass Technologies merged to form Emsi Burning Glass which combined the data analytics and product development capabilities of both companies. One year on and the company rebranded as Lightcast.

    Today  in labour market analytics, known for its vast database of job postings and real-time compensation insights. They specialise in aggregating data from thousands of job boards, employer websites and recruitment platforms, making them a powerful resource for salary benchmarking.

    Source: 

    How you access the Lightcast salary benchmarking dataset

    If you're purchasing access to Lightcast with them directly, you’ll use their online analytics platform which includes dashboards, custom reports, and trend analyses. While the system is powerful, it can be overwhelming for first-time users. Expect a learning curve, especially if you’re diving into detailed compensation trends.

    Lightcast salary benchmarking software is ideal for:

    ✔ Large enterprises and multi-national corporations tracking salary trends across multiple markets

    ✔ Companies headquartered in US, UK & Europe looking for strong geographical coverage

    ✔ CHROs, Talent Acquisition teams and Workforce Planning Analysts

    ✔ Businesses in tech, finance, healthcare, and manufacturing where job postings frequently include salary data

    ✔ Organisations that need up-to-date compensation data for rapidly changing industries

    Key takeaways about Lightcast

    The Good

    One of the 

    Strong geographic coverage, particularly in North America and Europe

    Excellent at identifying salary trends over time

    The Not so Good

    Premium pricing - best for larger companies with dedicated compensation and workforce planning analysts

    Can be complex to navigate without proper training

    Overwhelming for organisations with less than 2,500 people who just need great salary benchmarking

    Wagescape Real-Time Pay Data

    With founders that include ex-Willis Towers Watson alumni like , Wagescape is positioned as a cost-effective alternative for businesses that want access to job postings salary data without paying a premium. It’s known for its simple interface and affordability, making it a solid choice for smaller businesses.

    Source: Wagescape Global Compensation Data

    How to access Wagescape salary benchmarking data

    Wagescape provides a web-based tool that allows users to search salary benchmarks based on job title, location, and industry. Reports can be downloaded for further analysis. The downside? It lacks the advanced analytics features found in larger platforms.

    Wagescape is best for:

    ✔ Small and mid-sized businesses looking for affordable salary data ✔ Companies in the US and Australia ✔ HR managers and startup founders who need basic salary insights ✔ Industries like hospitality, retail, and entry-level corporate roles, where job postings often include salary details ✔ Businesses that don’t need complex analytics but want quick salary benchmarks

    Key takeaways about Wagescape

    The Good

    Affordable compared to larger competitors

    Easy to implement and use

    Provides real-time job postings salary data without excessive complexity

    The Not so Good

    Lacks advanced filtering options and customisation

    Limited coverage for highly specialised roles

    Complex product packages and pricing

    HR Datahub UK Job Market Salary Data

    Started by an ex-Reward Specialist,  is a rising player in the salary benchmarking space, particularly for UK-based businesses looking for accessible, community-driven compensation insights. Unlike traditional survey providers, HR DataHub , offering a more real-time view of salary comparison within the job postings market.

    Their platform is designed with usability in mind, making it easier for HR teams to navigate and extract key insights without requiring extensive compensation expertise. With pricing starting at £5,000 per annum, one of its advantages is its affordability compared to the larger global players, making it a viable option for mid-sized businesses that need reliable UK pay data.

    Source: 

    How you can access HR Datahub Salary Benchmarking Data

    HR DataHub provides access through a cloud-based platform where users can log in, filter results, and compare employee salaries against the job postings market.

    The interface is intuitive, and reports can be customised. However, since it relies on job boards salary data, its coverage might not be as deep for niche roles or industries compared to other salary benchmarking providers.

    HR Datahub is ideal for:

    ✔ Mid-sized and growing businesses looking for UK-specific salary benchmarking ✔ HR managers and compensation specialists who want a user-friendly platform ✔ Organisations that prefer a cost-effective alternative to global survey giants ✔ Businesses that want real-time, dynamic compensation insights powered by job ads

    Key takeaways about HR Datahub salary benchmarking

    The Good

    Cost-effective alternative to premium salary survey providers

    Easy-to-use platform with real-time updates

    Strong UK market focus

    The Not so Good

    Limited global coverage

    Relies on limited data sources to build the salary benchmarks

    Doesn't support HRIS & Payroll integrations which means you're looking up roles 1-by-1

    How to choose the right salary benchmark provider

    Job postings salary data is a powerful tool for compensation benchmarking, but it’s essential to choose the right provider based on your needs. Whether you need deep analytics and extensive coverage for industries and roles (), affordability (Wagescape) or easy-to-use product with UK-focus on salary (), there’s a solution out there.

    Your choice should depend on:

    Budget: Can you afford a premium tool, or do you need a cost-effective option?

    Industry: Do job postings in your industry frequently include salary information?

    Location: Does the provider offer strong data in your target hiring regions?

    Complexity Needs: Do you need deep analytics or just a quick salary lookup tool?

    FAQs