100+ datasets found
  1. Job Market Insights Dataset

    • kaggle.com
    Updated Dec 27, 2024
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    Hanis Syamimi (2024). Job Market Insights Dataset [Dataset]. https://www.kaggle.com/datasets/niszarkiah/job-market-insights-dataset
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Dec 27, 2024
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    Hanis Syamimi
    License

    Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
    License information was derived automatically

    Description

    Introduction

    The Job Market Insights Dataset offers a comprehensive view of job postings worldwide, providing critical data on job roles, salaries, qualifications, locations, and company profiles. This dataset serves as a valuable resource for understanding global employment trends and patterns in various industries.

    Objective

    The primary objective of analyzing this dataset is to gain actionable insights into job market dynamics, including in-demand skills, salary ranges by role, preferred qualifications, and geographical job distributions. This analysis can empower job seekers, recruiters, and businesses to make informed decisions.

    Key Features

    1. Diverse Job Roles: Includes details for various professions like Network Engineers, Software Testers, UX/UI Designers, and more.
    2. Global Scope: Covers jobs from diverse locations, spanning countries and industries worldwide.
    3. Comprehensive Data Points: Provides salary ranges, qualifications, job types, company profiles, and benefits offered.
    4. Temporal Data: Captures job posting dates to understand trends over time.
    5. Skills and Responsibilities: Details required skills and responsibilities, aiding in understanding role-specific requirements.

    Benefits for Data Science

    • Predictive Modeling: Build models to predict salaries, skill demands, or the probability of job fulfillment.
    • Trend Analysis: Identify trends in job roles, qualifications, and compensation.
    • Geospatial Analysis: Map job distributions to uncover opportunities in specific regions.
    • Clustering & Segmentation: Segment jobs by industry, role, or qualifications for targeted insights.
    • Skill Gap Identification: Analyze skill requirements to identify gaps between current offerings and market demands.

    This dataset is a goldmine for extracting insights that can optimize recruitment strategies, guide career planning, and inform educational initiatives.

  2. c

    CareerBuilder US Jobs Dataset – August 2021: A Comprehensive Overview of the...

    • crawlfeeds.com
    json, csv, zip
    Updated May 22, 2025
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    Crawl Feeds (2025). CareerBuilder US Jobs Dataset – August 2021: A Comprehensive Overview of the American Job Market [Dataset]. https://crawlfeeds.com/datasets/career-builder-us-jobs-dataset-aug-2021
    Explore at:
    zip, json, csvAvailable download formats
    Dataset updated
    May 22, 2025
    Dataset authored and provided by
    Crawl Feeds
    License

    https://crawlfeeds.com/privacy_policyhttps://crawlfeeds.com/privacy_policy

    Area covered
    United States
    Description

    Explore the "CareerBuilder US Jobs Dataset – August 2021," a valuable resource for understanding the dynamics of the American job market.

    This dataset features detailed job listings from CareerBuilder, one of the largest employment websites in the United States, and provides a comprehensive snapshot of job postings as of August 2021.

    Key Features:

    • Extensive Job Listings: Includes thousands of job postings across various industries and sectors, providing a broad view of employment opportunities in the US.
    • Detailed Information: Each listing contains essential details such as job titles, company names, locations, job descriptions, employment types (full-time, part-time, contract), required qualifications, and salary ranges.
    • Insights into Trends: Analyze trends in employment, including the most in-demand skills, top hiring companies, popular job roles, and geographic distribution of job opportunities.
    • Ideal for Research: This dataset is perfect for researchers, HR professionals, and data analysts interested in understanding the current state of the job market, developing recruitment strategies, or studying labor market dynamics.

    By leveraging this dataset, you can gain valuable insights into the US job market as of August 2021, helping you stay ahead of industry trends and make informed decisions. Whether you're a job seeker, employer, or researcher, the CareerBuilder US Jobs Dataset offers a wealth of information to explore.

  3. T

    United States Employment Rate

    • tradingeconomics.com
    • pt.tradingeconomics.com
    • +13more
    csv, excel, json, xml
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    TRADING ECONOMICS, United States Employment Rate [Dataset]. https://tradingeconomics.com/united-states/employment-rate
    Explore at:
    excel, xml, json, csvAvailable download formats
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 31, 1948 - May 31, 2025
    Area covered
    United States
    Description

    Employment Rate in the United States decreased to 59.70 percent in May from 60 percent in April of 2025. This dataset provides - United States Employment Rate- actual values, historical data, forecast, chart, statistics, economic calendar and news.

  4. Job Openings and postings Data in Africa ( Techsalerator)

    • datarade.ai
    Updated Sep 6, 2024
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    Techsalerator (2024). Job Openings and postings Data in Africa ( Techsalerator) [Dataset]. https://datarade.ai/data-products/job-openings-and-postings-data-in-africa-techsalerator-techsalerator
    Explore at:
    .json, .csv, .xls, .txtAvailable download formats
    Dataset updated
    Sep 6, 2024
    Dataset provided by
    Techsalerator LLC
    Authors
    Techsalerator
    Area covered
    Africa
    Description

    Techsalerator’s Job Openings Data in Africa offers a comprehensive and insightful dataset designed to provide businesses, recruiters, labor market analysts, and job seekers with a thorough view of employment opportunities across the African continent. This dataset aggregates job postings from a wide range of sources on a daily basis, ensuring that users have access to the most current and extensive collection of job openings available throughout Africa.

    Key Features of the Dataset: Broad Coverage:

    The dataset aggregates job postings from numerous sources including company career pages, job boards, recruitment agencies, and professional networking sites. This extensive coverage ensures a broad spectrum of job opportunities from multiple channels. Daily Updates:

    Job posting data is updated daily, providing real-time insights into the job market. This frequent updating ensures that the dataset reflects the latest job openings and market trends. Sector-Specific Data:

    Job postings are categorized by industry sectors such as technology, healthcare, finance, education, manufacturing, and more. This categorization allows users to analyze trends and opportunities within specific industries. Regional Breakdown:

    The dataset includes detailed information on job openings across different countries and regions within Africa. This regional breakdown helps users understand job market dynamics and opportunities in various geographic locations. Role and Skill Insights:

    The dataset includes information on job roles, required skills, qualifications, and experience levels. This feature assists job seekers in finding opportunities that match their expertise and helps recruiters identify candidates with the desired skill sets. Company Information:

    Users can access details about the companies posting job openings, including company names, industries, and locations. This data provides insights into which companies are hiring and where the demand for talent is highest. Historical Data:

    The dataset may include historical job posting data, enabling users to perform trend analysis and comparative studies over time. This feature supports understanding changes and developments in the job market. African Countries Covered: Northern Africa: Algeria Egypt Libya Mauritania Morocco Sudan Tunisia Sub-Saharan Africa: West Africa: Benin Burkina Faso Cape Verde Ivory Coast (Côte d'Ivoire) Gambia Ghana Guinea Guinea-Bissau Liberia Mali Niger Nigeria Senegal Sierra Leone Togo Central Africa: Angola Cameroon Central African Republic Chad Congo, Republic of the Congo, Democratic Republic of the Equatorial Guinea Gabon São Tomé and Príncipe East Africa: Burundi Comoros Djibouti Eritrea Eswatini (Swaziland) Ethiopia Kenya Lesotho Malawi Mauritius Rwanda Seychelles Somalia Tanzania Uganda Southern Africa: Botswana Lesotho Namibia South Africa Swaziland (Eswatini) Zimbabwe Benefits of the Dataset: Enhanced Recruitment Strategies: Recruiters and HR professionals can use the dataset to identify hiring trends, understand competitive practices, and refine recruitment strategies based on real-time market insights. Labor Market Analysis: Analysts and policymakers can leverage the dataset to study employment trends, identify skill gaps, and evaluate job market opportunities across different regions and sectors. Job Seeker Support: Job seekers can access a comprehensive and updated list of job openings tailored to their skills and preferred locations, making their job search more efficient and targeted. Strategic Workforce Planning: Companies can gain valuable insights into the availability of talent across Africa, assisting with decisions related to market expansion, office locations, and talent acquisition. Techsalerator’s Job Openings Data in Africa is a critical resource for understanding the diverse and evolving job markets across the continent. By providing up-to-date and detailed information on job postings, it supports effective decision-making for businesses, job seekers, and labor market analysts.

  5. U.S. monthly job openings 2022-2024

    • statista.com
    Updated Nov 12, 2024
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    Statista (2024). U.S. monthly job openings 2022-2024 [Dataset]. https://www.statista.com/statistics/217943/monthly-job-openings-in-the-united-states/
    Explore at:
    Dataset updated
    Nov 12, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Sep 2022 - Sep 2024
    Area covered
    United States
    Description

    By the last business day of September 2024, there were about 7.44 million job openings in the United States. This is a decrease from the previous month, when there were 7.86 million job openings. The data are seasonally adjusted. Seasonal adjustment is a statistical method for removing the seasonal component of a time series that is used when analyzing non-seasonal trends.

  6. T

    United States Unemployment Rate

    • tradingeconomics.com
    • pt.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    + more versions
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    TRADING ECONOMICS, United States Unemployment Rate [Dataset]. https://tradingeconomics.com/united-states/unemployment-rate
    Explore at:
    excel, xml, csv, jsonAvailable download formats
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 31, 1948 - May 31, 2025
    Area covered
    United States
    Description

    Unemployment Rate in the United States remained unchanged at 4.20 percent in May. This dataset provides the latest reported value for - United States Unemployment Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

  7. T

    United States Job Openings

    • tradingeconomics.com
    • fr.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Jul 2, 2025
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    TRADING ECONOMICS (2025). United States Job Openings [Dataset]. https://tradingeconomics.com/united-states/job-offers
    Explore at:
    excel, xml, json, csvAvailable download formats
    Dataset updated
    Jul 2, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 31, 2000 - May 31, 2025
    Area covered
    United States
    Description

    Job Offers in the United States increased to 7769 Thousand in May from 7395 Thousand in April of 2025. This dataset provides the latest reported value for - United States Job Openings - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

  8. Job Openings and Posting Data in Europe ( Techsalerator)

    • datarade.ai
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    Techsalerator, Job Openings and Posting Data in Europe ( Techsalerator) [Dataset]. https://datarade.ai/data-products/job-openings-and-posting-data-in-europe-techsalerator-techsalerator
    Explore at:
    .json, .csv, .xls, .txtAvailable download formats
    Dataset provided by
    Techsalerator LLC
    Authors
    Techsalerator
    Area covered
    Serbia, Lithuania, Romania, Macedonia (the former Yugoslav Republic of), Montenegro, Moldova (Republic of), Croatia, Hungary, Belgium, Spain, Europe
    Description

    Techsalerator’s Job Openings Data in Europe is a robust and meticulously curated dataset designed to provide businesses, recruiters, labor market analysts, and job seekers with a comprehensive view of employment opportunities across the continent. This dataset aggregates job postings from a wide range of sources on a daily basis, ensuring that users have access to the most current and extensive collection of job openings available in Europe.

    Key Features of the Dataset: Comprehensive Coverage:

    The dataset captures job postings from numerous sources, including company career pages, job boards, recruitment agencies, and professional networking sites. This broad coverage ensures that the dataset includes job opportunities across various platforms and channels. Daily Aggregation:

    Data is updated daily, providing users with real-time insights into the job market. This frequent updating ensures that the information is current and reflects the latest trends and changes in job availability. Sector-Specific Insights:

    Job postings are categorized by industry sectors such as technology, healthcare, finance, education, manufacturing, and more. This categorization helps users analyze job market trends specific to different sectors and industries. Regional Breakdown:

    The dataset includes detailed information on job openings across different regions and cities in Europe. This regional breakdown allows users to understand job market dynamics and opportunities in various geographic locations. Role and Skill Analysis:

    Data includes information on job roles, required skills, qualifications, and experience levels. This helps job seekers identify opportunities that match their expertise and assists recruiters in finding candidates with the right skill sets. Company Insights:

    Users can access data on the companies posting job openings, including company names, industries, and locations. This information is useful for understanding which companies are hiring and where the demand for talent is concentrated. Historical Data:

    The dataset may include historical job posting data, enabling trend analysis and comparative studies over time. This feature allows users to track changes in job market demand and employment trends. EU Countries Covered: Austria Belgium Bulgaria Croatia Cyprus Czech Republic Denmark Estonia Finland France Germany Greece Hungary Ireland Italy Latvia Lithuania Luxembourg Malta Netherlands Poland Portugal Romania Slovakia Slovenia Spain Sweden Benefits of the Dataset: Enhanced Recruitment Strategies: Recruiters and HR professionals can use the dataset to identify trends in job postings, understand competitive hiring practices, and optimize their recruitment strategies based on current market conditions. Labor Market Analysis: Analysts and policymakers can leverage the data to study labor market trends, identify skill gaps, and evaluate employment opportunities across different regions and sectors. Job Seeker Support: Job seekers can access a comprehensive list of job openings, tailored to their skills and preferred locations, facilitating a more efficient and targeted job search process. Strategic Workforce Planning: Companies can gain insights into the availability of talent in various regions, helping them make informed decisions about expanding operations or setting up new offices. Techsalerator’s Job Openings Data in Europe provides a crucial resource for understanding the dynamic European job market. By offering detailed, up-to-date information on job postings across multiple sectors and regions, it supports effective decision-making for businesses, job seekers, and market analysts alike.

  9. Number of employees worldwide 1991-2025

    • statista.com
    • ai-chatbox.pro
    Updated May 30, 2025
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    Statista (2025). Number of employees worldwide 1991-2025 [Dataset]. https://www.statista.com/statistics/1258612/global-employment-figures/
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    Dataset updated
    May 30, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    World
    Description

    In 2025, there were estimated to be approximately 3.6 billion people employed worldwide, compared to 2.23 billion people in 1991 - an increase of around 1.4 billion people. There was a noticeable fall in global employment between 2019 and 2020, when the number of employed people fell from due to the sudden economic shock caused by the COVID-19 pandemic. Formal vs. Informal employment globally Worldwide, there is a large gap between the informally and formally employed. Most informally employed workers reside in the Global South, especially Africa and Southeast Asia. Moreover, men are slightly more likely to be informally employed than women. The majority of informal work, nearly 90 percent, is within the agricultural sector, with domestic work and construction following behind. Women’s employment As the number of employees has risen globally, so has the number of employed women. Overall, care roles such as nursing and midwifery have the highest shares of female employees globally. Moreover, while the gender pay gap has shrunk over time, it still exists. As of 2024, the uncontrolled gender pay gap was 0.83, meaning women made, on average, 83 cents per every dollar earned by men.

  10. F

    Job Openings: Total Nonfarm

    • fred.stlouisfed.org
    json
    Updated Jul 1, 2025
    + more versions
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    (2025). Job Openings: Total Nonfarm [Dataset]. https://fred.stlouisfed.org/series/JTSJOL
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Jul 1, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Job Openings: Total Nonfarm (JTSJOL) from Dec 2000 to May 2025 about job openings, vacancy, nonfarm, and USA.

  11. Job Openings and Posting Data in Latin America/Latam( Techsalerator)

    • datarade.ai
    Updated Sep 5, 2024
    + more versions
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    Techsalerator (2024). Job Openings and Posting Data in Latin America/Latam( Techsalerator) [Dataset]. https://datarade.ai/data-products/job-openings-and-posting-data-in-latin-america-latam-techsal-techsalerator
    Explore at:
    .json, .csv, .xls, .txtAvailable download formats
    Dataset updated
    Sep 5, 2024
    Dataset provided by
    Techsalerator LLC
    Authors
    Techsalerator
    Area covered
    Americas, Latin America, French Guiana, Montserrat, Haiti, Suriname, Trinidad and Tobago, Guadeloupe, Venezuela (Bolivarian Republic of), Saint Vincent and the Grenadines, Bonaire, Virgin Islands (British)
    Description

    Techsalerator’s Job Openings Data in Latin America provides a thorough and insightful dataset designed to deliver businesses, recruiters, labor market analysts, and job seekers with a comprehensive view of employment opportunities across the Latin American region. This dataset aggregates job postings from a diverse array of sources on a daily basis, ensuring that users have access to the most current and extensive collection of job openings available throughout Latin America.

    Key Features of the Dataset: Extensive Coverage:

    The dataset aggregates job postings from a variety of sources, including company career sites, job boards, recruitment agencies, and professional networking platforms. This comprehensive coverage ensures that users receive a broad spectrum of job opportunities from multiple channels. Daily Updates:

    Data is updated daily, providing real-time insights into job market conditions. This frequent updating ensures that the dataset reflects the latest job openings and market trends. Sector-Specific Data:

    Job postings are categorized by industry sectors such as technology, healthcare, finance, education, manufacturing, and more. This segmentation allows users to analyze trends and opportunities within specific industries. Regional Breakdown:

    Detailed information is provided on job openings across different countries and key regions within Latin America. This regional breakdown helps users understand job market dynamics and opportunities in various geographic areas. Role and Skill Analysis:

    The dataset includes information on job roles, required skills, qualifications, and experience levels. This feature assists job seekers in identifying opportunities that match their expertise and helps recruiters find candidates with the desired skill sets. Company Insights:

    Users can access information about the companies posting job openings, including company names, industries, and locations. This data provides insights into which companies are hiring and where demand for talent is highest. Historical Data:

    The dataset may include historical job posting data, enabling users to perform trend analysis and comparative studies over time. This feature supports understanding changes and developments in the job market. Latin American Countries Covered: South America: Argentina Bolivia Brazil Chile Colombia Ecuador Guyana Paraguay Peru Suriname Uruguay Venezuela Central America: Belize Costa Rica El Salvador Guatemala Honduras Nicaragua Panama Caribbean: Cuba Dominican Republic Haiti (Note: Primarily French-speaking, but included due to geographic and cultural ties) Jamaica Trinidad and Tobago Benefits of the Dataset: Strategic Recruitment: Recruiters and HR professionals can use the data to identify hiring trends, understand competitive practices, and optimize their recruitment strategies based on real-time market insights. Labor Market Analysis: Analysts and policymakers can leverage the dataset to study employment trends, identify skill gaps, and evaluate job market opportunities across different regions and sectors. Job Seeker Support: Job seekers can access a comprehensive and updated list of job openings tailored to their skills and preferred locations, enhancing the efficiency and effectiveness of their job search. Workforce Planning: Companies can gain valuable insights into the availability of talent across Latin America, assisting with decisions related to market entry, expansion, and talent acquisition. Techsalerator’s Job Openings Data in Latin America is an essential tool for understanding the diverse and evolving job markets across the region. By providing up-to-date and detailed information on job postings, it supports effective decision-making for businesses, job seekers, and labor market analysts.

  12. Total employment figures and unemployment rate in the United States...

    • statista.com
    • ai-chatbox.pro
    Updated Jul 4, 2024
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    Statista (2024). Total employment figures and unemployment rate in the United States 1980-2025 [Dataset]. https://www.statista.com/statistics/269959/employment-in-the-united-states/
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    Dataset updated
    Jul 4, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    In 2023, it was estimated that over 161 million Americans were in some form of employment, while 3.64 percent of the total workforce was unemployed. This was the lowest unemployment rate since the 1950s, although these figures are expected to rise in 2023 and beyond. 1980s-2010s Since the 1980s, the total United States labor force has generally risen as the population has grown, however, the annual average unemployment rate has fluctuated significantly, usually increasing in times of crisis, before falling more slowly during periods of recovery and economic stability. For example, unemployment peaked at 9.7 percent during the early 1980s recession, which was largely caused by the ripple effects of the Iranian Revolution on global oil prices and inflation. Other notable spikes came during the early 1990s; again, largely due to inflation caused by another oil shock, and during the early 2000s recession. The Great Recession then saw the U.S. unemployment rate soar to 9.6 percent, following the collapse of the U.S. housing market and its impact on the banking sector, and it was not until 2016 that unemployment returned to pre-recession levels. 2020s 2019 had marked a decade-long low in unemployment, before the economic impact of the Covid-19 pandemic saw the sharpest year-on-year increase in unemployment since the Great Depression, and the total number of workers fell by almost 10 million people. Despite the continuation of the pandemic in the years that followed, alongside the associated supply-chain issues and onset of the inflation crisis, unemployment reached just 3.67 percent in 2022 - current projections are for this figure to rise in 2023 and the years that follow, although these forecasts are subject to change if recent years are anything to go by.

  13. Job Openings and Posting Data in Oceania( Techsalerator)

    • datarade.ai
    Updated Jul 25, 2024
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    Techsalerator (2024). Job Openings and Posting Data in Oceania( Techsalerator) [Dataset]. https://datarade.ai/data-products/job-openings-and-posting-data-in-oceania-techsalerator-techsalerator
    Explore at:
    .json, .csv, .xls, .txtAvailable download formats
    Dataset updated
    Jul 25, 2024
    Dataset provided by
    Techsalerator LLC
    Authors
    Techsalerator
    Area covered
    Fiji, Northern Mariana Islands, Marshall Islands, New Zealand, Tokelau, Pitcairn, Wallis and Futuna, Vanuatu, Micronesia (Federated States of), Papua New Guinea
    Description

    Techsalerator’s Job Openings Data in Oceania provides a detailed and comprehensive dataset designed to offer businesses, recruiters, labor market analysts, and job seekers a clear view of employment opportunities across the Oceania region. This dataset aggregates job postings from a diverse range of sources on a daily basis, ensuring users have access to the most current and extensive collection of job openings available in Oceania.

    Key Features of the Dataset: Broad Coverage:

    The dataset consolidates job postings from a variety of sources including company career pages, job boards, recruitment agencies, and professional networking platforms. This extensive coverage ensures that users receive a wide array of job opportunities from multiple channels. Daily Updates:

    Job posting data is updated daily, providing users with real-time insights into the job market. This frequent updating ensures that the information is current and reflects the latest job openings and market conditions. Sector-Specific Data:

    Job postings are categorized by industry sectors such as technology, healthcare, finance, education, hospitality, and more. This segmentation allows users to analyze trends and opportunities within specific sectors. Regional Breakdown:

    The dataset includes detailed information on job openings across various countries and territories within Oceania. This regional breakdown helps users understand job market dynamics and opportunities in different geographic locations. Role and Skill Insights:

    The dataset provides information on job roles, required skills, qualifications, and experience levels. This feature helps job seekers find opportunities that match their expertise and aids recruiters in identifying candidates with the desired skill sets. Company Information:

    Users can access details about the companies posting job openings, including company names, industries, and locations. This data is useful for understanding which companies are hiring and where the demand for talent is high. Historical Data:

    The dataset may include historical job posting data, enabling users to analyze trends and changes in the job market over time. This feature supports trend analysis and longitudinal studies. Oceania Countries and Territories Covered: Countries: Australia Fiji Kiribati Marshall Islands Micronesia (Federated States of) Nauru New Zealand Palau Papua New Guinea Samoa Solomon Islands Tonga Tuvalu Vanuatu Territories: American Samoa (U.S. territory) French Polynesia (French overseas collectivity) Guam (U.S. territory) New Caledonia (French special collectivity) Northern Mariana Islands (U.S. territory) Wallis and Futuna (French overseas collectivity) Benefits of the Dataset: Effective Recruitment: Recruiters and HR professionals can use the dataset to identify hiring trends, understand competitive hiring practices, and refine recruitment strategies based on real-time market insights. Labor Market Analysis: Analysts and policymakers can leverage the dataset to study employment trends, identify skill gaps, and evaluate job market opportunities across different regions and sectors. Job Seeker Support: Job seekers can access a comprehensive and updated list of job openings tailored to their skills and preferred locations, improving the efficiency and effectiveness of their job search. Workforce Planning: Companies can gain valuable insights into the availability of talent in various countries and territories, assisting with strategic decisions related to market expansion and talent acquisition. Techsalerator’s Job Openings Data in Oceania is a crucial resource for understanding the diverse job markets across the region. By providing up-to-date and detailed information on job postings, it supports informed decision-making for businesses, job seekers, and labor market analysts.

  14. t

    Data from: Participation Rates

    • townfolio.co
    Updated Oct 8, 2019
    + more versions
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    (2019). Participation Rates [Dataset]. https://townfolio.co/sk/swift-current/labour-force
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    Dataset updated
    Oct 8, 2019
    Description

    The participation rates chart shows the percentage of people who are either employed or are actively looking for work. A growing participation rate signals more people coming into the labour force whether younger people looking for first jobs, people of working age switching careers or jobs, or people re-entering the job market after job disruptions. Migration can significantly affect this economic metric.

  15. Job Openings and Posting Data in Asia ( Techsalerator)

    • datarade.ai
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    Techsalerator, Job Openings and Posting Data in Asia ( Techsalerator) [Dataset]. https://datarade.ai/data-products/job-openings-and-posting-data-in-asia-techsalerator-techsalerator
    Explore at:
    .json, .csv, .xls, .txtAvailable download formats
    Dataset provided by
    Techsalerator LLC
    Authors
    Techsalerator
    Area covered
    Brunei Darussalam, Indonesia, Japan, Kazakhstan, Vietnam, Cambodia, Timor-Leste, Maldives, China, Bangladesh
    Description

    Techsalerator’s Job Openings Data in Asia offers an extensive and meticulously compiled dataset designed to provide businesses, recruiters, labor market analysts, and job seekers with a thorough view of employment opportunities across the Asian continent. This dataset aggregates job postings from a wide array of sources on a daily basis, ensuring users have access to the most current and comprehensive collection of job openings available throughout Asia.

    Key Features of the Dataset: Extensive Coverage:

    The dataset consolidates job postings from diverse sources, including company career websites, job boards, recruitment agencies, and professional networking platforms. This broad coverage ensures that the dataset includes a wide range of job opportunities across multiple channels. Daily Updates:

    Job posting data is aggregated and updated daily, providing users with real-time insights into the job market. This frequent updating ensures that the information reflects the latest job openings and market trends. Sector-Specific Data:

    The dataset categorizes job postings by industry sectors such as technology, finance, healthcare, education, manufacturing, and more. This categorization allows users to analyze job market trends and opportunities within specific industries. Regional Breakdown:

    Detailed information is provided on job openings across various countries, regions, and cities in Asia. This regional breakdown helps users understand job market dynamics and opportunities in different geographic locations. Role and Skill Insights:

    The dataset includes information on job roles, required skills, qualifications, and experience levels. This helps job seekers find opportunities that match their expertise and assists recruiters in identifying candidates with the desired skill sets. Company Information:

    Users can access details about the companies posting job openings, including company names, industries, and locations. This information is valuable for understanding which companies are hiring and where the demand for talent is concentrated. Historical Data:

    The dataset may include historical job posting data, enabling users to analyze trends and changes in the job market over time. This feature supports longitudinal studies and comparative analysis. Asian Countries Covered: Afghanistan Armenia Azerbaijan Bahrain Bangladesh Bhutan Brunei Cambodia China Cyprus Georgia India Indonesia Iran Iraq Israel Japan Jordan Kazakhstan Kuwait Kyrgyzstan Laos Lebanon Malaysia Maldives Mongolia Myanmar (Burma) Nepal North Korea Oman Pakistan Palestine Philippines Qatar Saudi Arabia Singapore South Korea Sri Lanka Syria Taiwan Tajikistan Thailand Timor-Leste (East Timor) Turkey Turkmenistan United Arab Emirates Uzbekistan Vietnam Yemen Benefits of the Dataset: Enhanced Recruitment Strategies: Recruiters and HR professionals can use the data to identify emerging hiring trends, understand competitive hiring practices, and refine their recruitment strategies based on real-time market conditions. Labor Market Analysis: Analysts and policymakers can leverage the dataset to study employment trends, identify skill shortages, and evaluate job market opportunities across different regions and sectors. Job Seeker Support: Job seekers can access a comprehensive list of job openings tailored to their skills and preferred locations, making their job search process more efficient and targeted. Strategic Workforce Planning: Companies can gain insights into the availability of talent in various Asian countries, assisting in decisions related to market expansion, office locations, and talent acquisition. Techsalerator’s Job Openings Data in Asia is a critical resource for gaining a detailed understanding of the diverse and dynamic job markets across the continent. By providing up-to-date and extensive information on job postings, it supports informed decision-making for businesses, job seekers, and market analysts.

  16. T

    United States Labor Force Participation Rate

    • tradingeconomics.com
    • pt.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Jun 6, 2025
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    TRADING ECONOMICS (2025). United States Labor Force Participation Rate [Dataset]. https://tradingeconomics.com/united-states/labor-force-participation-rate
    Explore at:
    json, xml, excel, csvAvailable download formats
    Dataset updated
    Jun 6, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 31, 1948 - May 31, 2025
    Area covered
    United States
    Description

    Labor Force Participation Rate in the United States decreased to 62.40 percent in May from 62.60 percent in April of 2025. This dataset provides the latest reported value for - United States Labor Force Participation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

  17. Spain Job Offers Scraped Data

    • kaggle.com
    Updated Feb 11, 2023
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    The Devastator (2023). Spain Job Offers Scraped Data [Dataset]. https://www.kaggle.com/datasets/thedevastator/spain-job-offers-scraped-data
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Feb 11, 2023
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    The Devastator
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Area covered
    Spain
    Description

    Spain Job Offers Scraped Data

    Uncovering Qualifications and Requirements

    By [source]

    About this dataset

    This dataset contains valuable web scraping information about job offers located in Spain, and gives details such as the offer name, company, location, and time of offer to potential employers. Having this knowledge is incredibly beneficial for any job seeker looking to target potential employers in Spain, understand the qualifications and requirements needed to be considered for a role and know approximately how long an offer is likely to stay on Linkedin. This dataset can also be extremely useful for recruiters who need a detailed overview of all job offers currently active in the Spanish market in order to filter out relevant vacancies. Lastly, professionals who have an eye on the Spanish job market can especially benefit from this dataset as it provides useful insights that can help optimise their search even more. This dataset consequently makes it easy for users interested in uncovering opportunities within Spain’s labour landscape with access detailed information about current job opportunities at their fingertips

    More Datasets

    For more datasets, click here.

    Featured Notebooks

    • 🚨 Your notebook can be here! 🚨!

    How to use the dataset

    This guide will help those looking to use this dataset to discover the job market in Spain. The data provided in the dataset can be a great starting point for people who want to optimize their job search and uncover potential opportunities available.

    • Understand What Is Being Measured:The dataset contains details such as a job offer name, company, and location along with other factors such as time of offer and type of schedule asked. It is important to understand what each column represents before using the data set.
    • Number of Job Offers Available:This dataset provides an insight on how many job offers are available throughout Spain by showing which areas have a high number of jobs listed and what types of jobs are needed in certain areas or businesses. This information could be used for expanding your career or for searching for specific jobs within different regions in Spain that match your skillset or desired salary range .
    • Required Qualifications & Skill Set:The type of schedule being asked by businesses is also mentioned, allowing users to understand if certain employers require multiple shifts, weekend work or hours outside the normal 9 - 5 depending on positions needed within companies located throughout the country . Additionally, understanding what skills sets are required not only quality you prioritize when learning new technologies or gaining qualifications but can give you an idea about what other soft skills may be required by businesses like team work , communication etc..
    • Location Opportunities:This web scraping list allows users to gain access into potential companies located throughout Spain such as Madrid , Barcelona , Valencia etc.. By understanding where business demand exists across different regions one could look at taking up new roles with higher remuneration , specialize more closely in recruitments/searches tailored specifically towards various regions around Spain .

    By following this guide, you should now have a robust understanding about how best utilize this dataset obtained from UOC along with an increased knowledge on identifying job opportunities available through webscraping for those seeking work experience/positions across multiple regions within the country

    Research Ideas

    • Analyzing the job market in Spain - Companies offering jobs can be compared and contrasted using this dataset, such as locations of where they are looking to hire, types of schedules they offer, length of job postings, etc. This information can let users to target potential employers instead of wasting time randomly applying for jobs online.
    • Optimizing a Job Search- Web scraping allows users to quickly gather job postings from all sources on a daily basis and view relevant qualifications and requirements needed for each post in order to better optimize their job search process.
    • Leveraging data insights – Insights collected by analyzing this web scraping dataset can be used for strategic advantage when creating LinkedIn or recruitment campaigns targeting Spanish markets based on the available applicants’ preferences – such as hours per week or area/position within particular companies typically offered in the datas set available from UOC

    Acknowledgements

    If you use this dataset in your research, please credit the original authors. Data Source

    L...

  18. d

    Autoscraping | North America Job Postings | 1M+ Listings | Real-Time Updates...

    • datarade.ai
    .csv, .xls, .sql
    Updated Nov 16, 2024
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    AutoScraping (2024). Autoscraping | North America Job Postings | 1M+ Listings | Real-Time Updates [Dataset]. https://datarade.ai/data-products/autoscraping-s-north-american-job-listing-data-from-multiple-autoscraping
    Explore at:
    .csv, .xls, .sqlAvailable download formats
    Dataset updated
    Nov 16, 2024
    Dataset authored and provided by
    AutoScraping
    Area covered
    United States
    Description

    Our job postings data product offers comprehensive coverage of job postings sourced from leading job boards like Taleo, Monster, Indeed, and others, ensuring extensive insights across various industries, particularly in the USA. This real-time data capture enables you to access crucial attributes such as job titles, descriptions, positions, and categories, delivering a complete view of the current job market.

    What makes our data truly unique is its breadth and depth, encompassing millions of job postings across multiple industries and locations, giving you the most relevant, up-to-date insights. Unlike other datasets that are limited to specific sectors or regions, ours covers the entire USA and beyond, providing a holistic perspective of the job market.

    What Sets Our Data Apart?

    -Real-Time Updates: Our data is updated in real-time, ensuring you always have the most current job market insights at your fingertips. -Comprehensive Coverage: We aggregate data from a wide range of job boards and company career pages, such as LinkedIn, Indeed, Monster, ZipRecruiter, Glassdoor, and more. Our collection spans millions of job postings and covers the USA extensively. -High Data Quality: Each job posting is meticulously curated with essential details like job title, description, position, and category. AI & LLM models are trained with human-labeled annotations to ensure the highest accuracy, enhancing your ability to derive actionable insights.

    Data Sourcing and Accuracy

    Our data is sourced through advanced web scraping techniques and APIs, ensuring real-time accuracy and integrity. We implement rigorous data deduplication processes and continuous validation, cross-referencing multiple sources to guarantee the uniqueness and reliability of the data. Human-labeled annotations further refine the data quality, making it easy to analyze and derive insights.

    Primary Use-Cases and Industry Applications:

    Our job postings data is ideal for a wide range of use cases, including:

    -Market Research: Conduct in-depth research on job market trends, industry demands, and labor market shifts. Talent Acquisition: Recruiters and HR professionals can identify talent pools, optimize recruitment strategies, and understand competitor hiring patterns. -Competitive Analysis: Businesses can analyze competitor hiring trends and gain a competitive edge. -Lead Generation & ABM: Utilize job postings data to identify potential leads and understand hiring needs for account-based marketing strategies. -Business Intelligence (BI): Analyze employment data, competitor insights, and job market trends to inform strategic business decisions. Integration with Broader Offering

    With a robust volume of over 1 million job postings, our dataset offers unparalleled scale and quality, making it a valuable asset for businesses and researchers looking to gain a competitive edge in the job market. Whether you are looking to understand market dynamics, optimize recruitment efforts, or conduct in-depth market research, our data product provides the actionable insights you need to succeed.

  19. Labor Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 18, 2023
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    Dataintelo (2023). Labor Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/labor-market
    Explore at:
    csv, pdf, pptxAvailable download formats
    Dataset updated
    Sep 18, 2023
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    The global market size of Labor is $XX million in 2018 with XX CAGR from 2014 to 2018, and it is expected to reach $XX million by the end of 2024 with a CAGR of XX% from 2019 to 2024.
    Global Labor Market Report 2019 - Market Size, Share, Price, Trend and Forecast is a professional and in-depth study on the current state of the global Labor industry. The key insights of the report:
    1.The report provides key statistics on the market status of the Labor manufacturers and is a valuable source of guidance and direction for companies and individuals interested in the industry.
    2.The report provides a basic overview of the industry including its definition, applications and manufacturing technology.
    3.The report presents the company profile, product specifications, capacity, production value, and 2013-2018 market shares for key vendors.
    4.The total market is further divided by company, by country, and by application/type for the competitive landscape analysis.
    5.The report estimates 2019-2024 market development trends of Labor industry.
    6.Analysis of upstream raw materials, downstream demand, and current market dynamics is also carried out
    7.The report makes some important proposals for a new project of Labor Industry before evaluating its feasibility.
    There are 4 key segments covered in this report: competitor segment, product type segment, end use/application segment and geography segment.
    For competitor segment, the report includes global key players of Labor as well as some small players.
    The information for each competitor includes:
    * Company Profile
    * Main Business Information
    * SWOT Analysis
    * Sales, Revenue, Price and Gross Margin
    * Market Share

    For product type segment, this report listed main product type of Labor market
    * Product Type I
    * Product Type II
    * Product Type III

    For end use/application segment, this report focuses on the status and outlook for key applications. End users sre also listed.
    * Application I
    * Application II
    * Application III

    For geography segment, regional supply, application-wise and type-wise demand, major players, price is presented from 2013 to 2023. This report covers following regions:
    * North America
    * South America
    * Asia & Pacific
    * Europe
    * MEA (Middle East and Africa)
    The key countries in each region are taken into consideration as well, such as United States, China, Japan, India, Korea, ASEAN, Germany, France, UK, Italy, Spain, CIS, and Brazil etc.

    Reasons to Purchase this Report:
    * Analyzing the outlook of the market with the recent trends and SWOT analysis
    * Market dynamics scenario, along with growth opportunities of the market in the years to come
    * Market segmentation analysis including qualitative and quantitative research incorporating the impact of economic and non-economic aspects
    * Regional and country level analysis integrating the demand and supply forces that are influencing the growth of the market.
    * Market value (USD Million) and volume (Units Million) data for each segment and sub-segment
    * Competitive landscape involving the market share of major players, along with the new projects and strategies adopted by players in the past five years
    * Comprehensive company profiles covering the product offerings, key financial information, recent developments, SWOT analysis, and strategies employed by the major market players
    * 1-year analyst support, along with the data support in excel format.
    We also can offer customized report to fulfill special requirements of our clients. Regional and Countries report can be provided as well.

  20. Necessity to review hiring policies to reflect current job market Singapore...

    • statista.com
    Updated May 29, 2024
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    Statista (2024). Necessity to review hiring policies to reflect current job market Singapore 2019 [Dataset]. https://www.statista.com/statistics/1082382/singapore-review-of-hiring-policies-for-current-job-market/
    Explore at:
    Dataset updated
    May 29, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Oct 2019
    Area covered
    Singapore
    Description

    In 2019, 60 percent of respondents somewhat agreed that their companies have to review current hiring policies to reflect today's changing job market conditions. 22 percent somewhat and strongly disagree that a review of hiring policies are necessary to keep up with changing job market conditions.

Share
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Click to copy link
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Hanis Syamimi (2024). Job Market Insights Dataset [Dataset]. https://www.kaggle.com/datasets/niszarkiah/job-market-insights-dataset
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Job Market Insights Dataset

Cracking the Job Market Code: Insights with Data

Explore at:
40 scholarly articles cite this dataset (View in Google Scholar)
CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
Dataset updated
Dec 27, 2024
Dataset provided by
Kagglehttp://kaggle.com/
Authors
Hanis Syamimi
License

Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
License information was derived automatically

Description

Introduction

The Job Market Insights Dataset offers a comprehensive view of job postings worldwide, providing critical data on job roles, salaries, qualifications, locations, and company profiles. This dataset serves as a valuable resource for understanding global employment trends and patterns in various industries.

Objective

The primary objective of analyzing this dataset is to gain actionable insights into job market dynamics, including in-demand skills, salary ranges by role, preferred qualifications, and geographical job distributions. This analysis can empower job seekers, recruiters, and businesses to make informed decisions.

Key Features

  1. Diverse Job Roles: Includes details for various professions like Network Engineers, Software Testers, UX/UI Designers, and more.
  2. Global Scope: Covers jobs from diverse locations, spanning countries and industries worldwide.
  3. Comprehensive Data Points: Provides salary ranges, qualifications, job types, company profiles, and benefits offered.
  4. Temporal Data: Captures job posting dates to understand trends over time.
  5. Skills and Responsibilities: Details required skills and responsibilities, aiding in understanding role-specific requirements.

Benefits for Data Science

  • Predictive Modeling: Build models to predict salaries, skill demands, or the probability of job fulfillment.
  • Trend Analysis: Identify trends in job roles, qualifications, and compensation.
  • Geospatial Analysis: Map job distributions to uncover opportunities in specific regions.
  • Clustering & Segmentation: Segment jobs by industry, role, or qualifications for targeted insights.
  • Skill Gap Identification: Analyze skill requirements to identify gaps between current offerings and market demands.

This dataset is a goldmine for extracting insights that can optimize recruitment strategies, guide career planning, and inform educational initiatives.

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