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PromptCloud Job Listings Data

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Tags and Keywords

Australia

Jobs

Career

Seek

Labour

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PromptCloud Job Listings Data Dataset on Opendatabay data marketplace

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Free

About

This collection focuses on labour market activity, featuring over 20,000 job listings gathered from the Australian Seek platform. The data was compiled between April and December 2018. It is designed to assist analysts in understanding Australian employment dynamics, identifying popular job categories, and mapping the geographical distribution of roles posted during that period.

Columns

  • pageurl: The unique web link for the individual job advertisement.
  • crawl_timestamp: The date and time when the job listing was collected.
  • job_title: The advertised title of the position (e.g., Project Manager).
  • category: The sector classification assigned to the job listing by Seek (e.g., Information & Communication Technology, Trades & Services).
  • company_name: The name of the company that posted the job listing.
  • city: The specific municipality or urban area where the job is located; Sydney and Melbourne are the most frequent locations.
  • post_date: The original date the job advertisement was published on Seek.
  • job_description: A detailed text description of the role, responsibilities, and requirements. Note that approximately 76% of records have missing descriptions.
  • job_type: Defines the employment arrangement, such as Full Time or Contract/Temp.
  • job_board: Identifies the source platform for the listing (consistently 'seek').
  • geo: The primary geographical indicator, predominantly AU (Australia).
  • state: The regional or state location of the job.
  • salary_offered: Information detailing the compensation package, though this data is missing for about 71% of the entries.

Distribution

The data sample contains slightly more than 20,000 individual job listing records, structured across 13 distinct columns. The data is suitable for distribution in file formats such as CSV, with the sample file size being approximately 13.75 MB.

Usage

This data is ideal for:
  • Determining the prevalence of various job titles across Australia.
  • Analysing which employment categories possess the highest number of openings.
  • Studying the types of employment available, such as full-time versus temporary contracts.
  • Assessing how job opportunities are distributed across Australian states.
  • Training machine learning models, particularly for resume matching, using the job description field.

Coverage

The primary geographical focus is Australia (AU), though approximately 16% of records originate from New Zealand (NZ). The cities of Sydney and Melbourne feature prominently in the location data. The temporal scope spans from April 2018 to December 2018. Updates to this dataset are expected to occur annually.

License

CC BY-SA 4.0

Who Can Use It

  • Labour Market Economists: To perform detailed analysis of salary structures and job market seasonality.
  • Recruitment Agencies: To gain insight into regional demand and popular sectors in Australia.
  • Data Scientists and Machine Learning Engineers: To develop and refine natural language processing models related to job advertisements and classification.
  • Academic Researchers: For studying modern hiring practices and geographical employment disparities.

Dataset Name Suggestions

  • Australian Seek Job Market Insights 2018
  • AU/NZ Job Listing Activity Sample
  • PromptCloud Job Listings Data
  • Australia Career Opportunities 2018

Attributes

Original Data Source:PromptCloud Job Listings Data

Listing Stats

VIEWS

4

DOWNLOADS

0

LISTED

16/11/2025

REGION

GLOBAL

Universal Data Quality Score Logo UDQSQUALITY

5 / 5

VERSION

1.0

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Free

Download Dataset in CSV Format