Job Dataset

This dataset provides a comprehensive collection of synthetic job postings to facilitate research and analysis in the field of job market trends, natural language processing (NLP), and machine learning. Created for educational and research purposes, this dataset offers a diverse set of job listings across various industries and job types.

Descriptions for each of the columns in the dataset:

1. Job Id: A unique identifier for each job posting.
2. Experience: The required or preferred years of experience for the job.
3. Qualifications: The educational qualifications needed for the job.
4. Salary Range: The range of salaries or compensation offered for the position.
5. Location: The city or area where the job is located.
6. Country: The country where the job is located.
7. Latitude: The latitude coordinate of the job location.
8. Longitude: The longitude coordinate of the job location.
9. Work Type: The type of employment (e.g., full-time, part-time, contract).
10. Company Size: The approximate size or scale of the hiring company.
11. Job Posting Date: The date when the job posting was made public.
12. Preference: Special preferences or requirements for applicants (e.g., Only Male or Only Female, or Both)
13. Contact Person: The name of the contact person or recruiter for the job.
14. Contact: Contact information for job inquiries.
15. Job Title: The job title or position being advertised.
16. Role: The role or category of the job (e.g., software developer, marketing manager).
17. Job Portal: The platform or website where the job was posted.
18. Job Description: A detailed description of the job responsibilities and requirements.
19. Benefits: Information about benefits offered with the job (e.g., health insurance, retirement plans).
20. Skills: The skills or qualifications required for the job.
21. Responsibilities: Specific responsibilities and duties associated with the job.
22. Company Name: The name of the hiring company.
23. Company Profile: A brief overview of the company's background and mission.

Potential Use Cases:

• Building predictive models to forecast job market trends.
• Enhancing job recommendation systems for job seekers.
• Developing NLP models for resume parsing and job matching.
• Analyzing regional job market disparities and opportunities.
• Exploring salary prediction models for various job roles.

Acknowledgements:

We would like to express our gratitude to the Python Faker library for its invaluable contribution to the dataset generation process. Additionally, we appreciate the guidance provided by ChatGPT in fine-tuning the dataset, ensuring its quality, and adhering to ethical standards.

Note:

Please note that the examples provided are fictional and for illustrative purposes. You can tailor the descriptions and examples to match the specifics of your dataset. It is not suitable for real-world applications and should only be used within the scope of research and experimentation. You can also reach me via email at: rrana157@gmail.com

Online Recruitment Market is Segmented by Type (Part-Time, Permanent), Industry Application (IT and Telecom, Finance, Sales and Marketing, and More), Platform Category (Job Boards, Applicant Tracking Systems (ATS), and More), Enterprise Size (Large Enterprises, Small and Medium Enterprises), and Geography. The Market Forecasts are Provided in Terms of Value (USD).

Discover the "Job.com USA Jobs Dataset," a detailed resource that provides an in-depth look at the job market in the United States.

This dataset is sourced from Job.com, a leading employment platform in the USA, and includes comprehensive information on job listings across various industries and regions.

Key Features:

• Extensive Job Listings: Features a wide range of job postings from different sectors and industries, offering a comprehensive overview of employment opportunities across the United States.
• Detailed Information: Each listing includes important details such as job titles, company names, job descriptions, locations, employment types (full-time, part-time, remote, contract), required qualifications, and salary data.
• Insights into Market Trends: Analyze current trends in the US job market, including in-demand skills, leading employers, popular job roles, and geographic distribution of job opportunities.
• Ideal for Research and Analysis: This dataset is perfect for researchers, HR professionals, and data analysts interested in studying labor market trends, developing recruitment strategies, or understanding the employment dynamics in the USA.

The Job.com USA Jobs Dataset offers valuable insights into the American job market, making it a crucial resource for job seekers, employers, and researchers alike. Use this dataset to stay ahead of market trends, explore employment opportunities, and gain a deeper understanding of job market dynamics in the United States.

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US Online Recruitment Market Size 2025-2029

The us online recruitment market size is forecast to increase by USD 4.39 billion at a CAGR of 7.3% between 2024 and 2029.

The Online Recruitment Market in the US is experiencing significant shifts, driven by innovations in the hiring process. Companies are increasingly adopting artificial intelligence (AI) technologies to streamline their recruitment efforts, with AI-powered searches becoming a norm. This trend is transforming the way organizations attract and select talent, enabling faster and more accurate matching of candidates to job openings. However, this dynamic market also presents challenges. The rise in competition has led to a decline in profitability for many players. With numerous recruitment solutions available, differentiating offerings and maintaining a competitive edge becomes crucial. Companies must continually innovate and adapt to meet the evolving needs of clients and candidates. Additionally, ensuring data security and privacy in the digital recruitment process is a growing concern, requiring robust security measures and compliance with regulations. To thrive in this market, organizations must effectively balance innovation, competition, and security to capitalize on opportunities and navigate challenges.

What will be the size of the US Online Recruitment Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
Request Free SampleIn the dynamic US recruitment market, employers increasingly leverage various strategies to attract and retain top talent. Recruitment advertising through multiple channels, including social media marketing and pay-per-click (PPC) advertising, plays a significant role in reaching a wider candidate pool. Employer reviews, a critical component of brand reputation, influence potential applicants' decisions. Email marketing and referral bonuses are effective tools for engaging current employees and expanding the talent pool. Performance reviews, leadership development, and behavioral interviewing are essential elements of a robust talent acquisition strategy. Social media marketing and talent marketplaces foster diversity recruitment and employee advocacy. Organizational culture, job satisfaction, and employee well-being are crucial factors in retaining top talent. HR dashboards, benefits administration, and workforce analytics provide valuable insights into workforce trends. Inclusive hiring, bias mitigation, and training and development are essential for fostering a diverse and inclusive work environment. Career development opportunities, competency-based interviewing, and structured interviewing contribute to total rewards and skills-based hiring. Employers prioritize these trends to stay competitive in the evolving US recruitment landscape.

How is this market segmented?

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. ApplicationHospitalityManufacturingHealthcareBFSIOthersEnd-userEmployersNon-employersPlatform TypeJob PortalsSocial Media RecruitingAI-Based MatchingTechnologyTechnologyHealthcareFinanceEducationService ModeJob PostingCandidate ScreeningEmployer BrandingJob TypeFull-TimePart-TimeFreelanceInternshipsGeographyNorth AmericaUS

By Application Insights

The hospitality segment is estimated to witness significant growth during the forecast period.

The online recruitment market in the US is witnessing significant growth, particularly in the hospitality sector, which currently holds the largest share. Macroeconomic factors and industry developments have fueled this demand, leading companies to automate routine tasks and focus on customer engagement. Consequently, the skillset requirements have evolved, necessitating the hiring of a larger workforce. Moreover, the increase in Meetings, Incentives, Conferences, and Exhibitions (MICE) activities has further boosted the need for employees with soft and operational skills. Video interviewing and social media recruitment have emerged as popular trends, enabling employers to assess candidates more efficiently and engage with a larger talent pool. Talent mobility, executive search, and workforce planning have gained prominence, as companies strive to retain top performers and plan for succession. Psychometric testing, permanent placements, and learning and development have become essential components of the recruitment process, ensuring a good fit and continuous skill development. Compensation benchmarking, mobile recruitment, and hr analytics have become crucial for employers to remain competitive in the market. Cloud-based solutions and hr technology have streamlined processes, while data security and legal regulations

According to Cognitive Market Research, the global Recruitment & Staffing market size is USD 519848.5 million in 2024. It will expand at a compound annual growth rate (CAGR) of 9.90% from 2024 to 2031.

North America held the major market share for more than 40% of the global revenue with a market size of USD 207939.40 million in 2024 and will grow at a compound annual growth rate (CAGR) of 8.1% from 2024 to 2031.
Europe accounted for a market share of over 30% of the global revenue with a market size of USD 155954.55 million.
Asia Pacific held a market share of around 23% of the global revenue with a market size of USD 119565.16 million in 2024 and will grow at a compound annual growth rate (CAGR) of 11.9% from 2024 to 2031.
Latin America had a market share for more than 5% of the global revenue with a market size of USD 25992.43 million in 2024 and will grow at a compound annual growth rate (CAGR) of 9.3% from 2024 to 2031.
Middle East and Africa had a market share of around 2% of the global revenue and was estimated at a market size of USD 10396.97 million in 2024 and will grow at a compound annual growth rate (CAGR) of 9.6% from 2024 to 2031.
Recruiting held the domiant position in the Recruitment & Staffing market

Market Dynamics of Recruitment & Staffing Market

Key Drivers for Recruitment & Staffing Market

Huge job opportunities in the BFSI and IT sectors drive staffing and recruitment market growth

IT hiring and recruitment sector is rapidly expanding. According to research from the online hiring site Monster, the banking, financial services, and insurance (BFSI) industry in India will see a 27% increase in job posts year over year in February 2023. According to Monster data, finance-related employment will account for around 8% of all jobs posted on the site by 2023. Furthermore, India is seeing a significant increase in job prospects as a result of digitization, payment innovations, and expanded financial inclusion, as well as the forthcoming 5G deployment. According to the Monster Employment Index, hiring in the BFSI industry increased by 25% in August 2022, after experiencing a 21% increase in July 2022.

Rising young populations

The presence of young workers in the job market and the desire of recruitment agencies for budget-friendly approaches are significantly impacting the expansion of the Recruitment & Staffing Market. Recruitment helps connect skilled and capable young individuals with organizations that are seeking employees, ensuring companies find the right candidates for their needs. Similarly, the focus on expenses has led companies to choose recruitment solutions that are both efficient and cost-effective. These elements contribute to the expansion of the Recruitment & Staffing Market by meeting the demand for cost-effective and effective recruitment services, enabling businesses to acquire the appropriate talent.

Restraint Factor for the Recruitment & Staffing Market

Rising Costs and Margin Pressure

The Recruitment & Staffing Market is restrained by increasing cost and margin pressure. As the operational cost increases in the industry (for eg technology investment, talent acquisition cost etc.), it leads to margin pressure for the recruitment agencies, as every business tries to maintain the profit margin, which directly impact the competitive pricing for the services offered. The rising operational cost may also affect the smaller agencies to invest in cutting edge technologies, training programs etc., which directly impact their competitiveness in the market. Hence the increasing cost in the industry will definitely be a challenge and how efficiently businesses manage this cost pressure will define their sustained growth and profitability.

Impact of Covid-19 on the Recruitment & Staffing Market

The Covid-19 pandemic changed the Recruitment & Staffing market dynamically with its impact across the entire global market. As a result of the COVID-19 pandemic that led to some shutdowns, economic instability and business disruption, many organizations were compelled to freeze or even downsize their employee intake, hence reducing the demand for recruitment services. Nevertheless, as the economis slowly turns into improvement there is observed the shift in the focus on remote work and virtual hiring what accelerates the employment of digital recruitment solutions and platforms. Temporary and contract st...

The Report Covers Global Recruitment Software Companies and the Market is Segmented by (On-Premises and Cloud), End-user Verticals (Retail, IT & Telecom, BFSI, Manufacturing, Healthcare), and by Geography (North America, Europe, Asia Pacific, Latin America, and the Middle East and Africa). The market sizes and forecasts are provided in terms of value (in USD million) for all the above segments.

North America Recruitment Market size was USD XX million in 2024 and will expand at a compound annual growth rate (CAGR) of 11.2 % from 2024 to 2031.

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.

The global online recruitment market size was valued at USD 36.95 Billion in 2024. The industry is expected to grow at a CAGR of 9.80% during the forecast period of 2025-2034 to reach a value of USD 94.11 Billion by 2034. AI-driven automation has emerged as a powerful combined force in the market, as platforms increasingly deploy both predictive matching engines and generative AI tools to streamline hiring.

Rather than relying on manual, keyword-based workflows, systems now use machine learning to anticipate candidate fit and generative models to compose job descriptions, outreach messages, and personalized coaching. This, in turn, is boosting the online recruitment market revenue. For instance, in April 2024, Indeed launched its Smart Sourcing suite, leveraging AI to recommend ideal candidates, summarize profiles, draft recruiter messages, and schedule interviews.

Around the same time, in June 2024, LinkedIn announced a global rollout of its AI-enhanced Recruiter product and job-search features, enabling users to communicate in natural language, optimize resumes and cover letters, and receive tailored role matches. These dual innovations not only boost engagement and matching precision but also reduce administrative burden, making AI-powered hiring tools increasingly indispensable for both employers and jobseekers, thereby contributing to the online recruitment market development.

Number of job vacancies and payroll employees, and job vacancy rate by two-digit North American Industry Classification System (NAICS) code, last 5 months.

The Online Recruitment Sites industry has boomed since the 2000s as job searches have moved online and the internet has become an indispensable part of daily life. The internet has become the primary medium for communicating and accessing information, the main driving force behind this industry's rise. Job seekers and employers have increasingly turned to online recruitment sites to look for new openings and find new talent pools.The largest online recruitment sites have grown through organic innovation and by acquiring competitors targeting niche industries. Historically, incumbents held a competitive advantage in developing brand names, making it difficult for new sites to gain market share. Nonetheless, low barriers to entry have upended the industry as once-dominant platforms like Monster and CareerBuilder have lost relevance, and LinkedIn has become the overwhelming market-leader by leveraging technological innovation. Online job portals have become the primary tool for matching candidates to employers, with the pandemic only furthering the online shift as businesses embrace digital talent sourcing. In this environment, industry revenue is forecast to grow at a CAGR of 6.2% to $18.8 billion through 2025, including 6.4% in 2025 alone. Profitability has widened too, despite heavy ongoing investments in technology, with platforms relying on premium services to bring in recurring revenue streams.Driven by the rapid development of artificial intelligence and machine learning to automate resume screening, candidate sourcing and chat-based engagement, online recruitment sites will provide a broader range of services that go well beyond standard job posting services and resume collection. Predictive analytics will be central to the transformation of talent acquisition by replacing manual screening, helping recruiters compete more effectively with in-house hiring departments. Online recruitment sites will continue to evolve into professional networking platforms, becoming comprehensive career ecosystems. With a steady labor market poised to see growth in key sectors like healthcare and technology, revenue across online recruitment sites is forecast to grow at a CAGR of 5.6% to $24.8 billion through 2030.

The global recruitment software market size was valued at USD 2.20 Billion in 2024. The industry is expected to grow at a CAGR of 6.30% during the forecast period of 2025-2034 to reach a value of USD 4.05 Billion by 2034.

The recruitment software market growth is driven by global skills gaps, hybrid work models, and AI-backed hiring mandates. Enterprises, in increasing numbers, are trading traditional hiring models for intelligent platforms that streamline sourcing, interviewing, and onboarding. A standout example is the European Commission’s Digital Europe Programme, which allocates over EUR 580 million to AI adoption, directly impacting HR technology growth. Similarly, the United Kingdom’s Future of Work Review has underscored automation in recruitment as a critical reform area.

In India, the Digital Employment Exchange of Telangana (DEET) showcases how state-led digital hiring platforms can be scaled using recruitment software solutions, boosting the recruitment software market dynamics. Moreover, the US Department of Labor's Apprenticeship Building America (ABA) programme encourages tech firms to adopt digital hiring solutions to match apprentices with companies in real time.

Such initiatives are fuelling demand for tools that go beyond applicant tracking. These can include candidate engagement, bias mitigation, and predictive analytics. Vendors are increasingly offering modular platforms with integrations across job boards, video interview tools, and workforce analytics dashboards, influencing the recruitment software market development.

The global job search site market is projected to reach a valuation of million by 2033, exhibiting a CAGR of XX% during the forecast period of 2025-2033. The market growth is attributed to the increasing adoption of cloud-based and web-based job search platforms, rising demand for skilled professionals, and the growing popularity of remote work. The market is segmented based on type (cloud-based, web-based) and application (large enterprises, SMEs, individuals). Cloud-based job search platforms are gaining traction due to their scalability, flexibility, and cost-effectiveness. Large enterprises are the primary users of these platforms, as they offer features such as candidate management, automated screening, and data analytics. Individuals are also increasingly using job search platforms to find suitable job opportunities, leading to the growth of the SME and individual segments. Key players in the market include LinkedIn, Indeed, ZipRecruiter, Hired, Monster, and Glassdoor. Regional analysis reveals that North America and Europe dominate the market due to the presence of a large number of job seekers and employers. Asia Pacific is expected to witness significant growth in the coming years, driven by the rising adoption of online recruitment and job search platforms in developing countries like India and China.

Note: Vacancy rate calculations include market-rate and mixed-income multifamily apartment properties with 5 or more rental units in Seattle, excluding special types like student, senior, corporate or military housing.

The Recruiting Market Report Segments the Industry Into by Service Type (Permanent Staffing, Temporary & Contract Staffing, and More), by Recruitment Channel (Offline / Agency-Led, Online Platforms & Job Boards, and More), by Geography (North America, South America, and More), and More Segments. The Market Forecasts are Provided in Terms of Value (USD).

Job Board Software Market size was valued at USD 504.52 Million in 2024 and is projected to reach USD 875.98 Million by 2031, growing at a CAGR of 7.14% from 2024 to 2031.Job Board Software Market DriversIncrease in Online Recruitment: The shift towards online recruitment processes has significantly increased the demand for job board software. Employers and job seekers prefer online platforms for their ease of use, reach, and efficiency.Rise of the Gig Economy: The growing gig economy and the increasing number of freelance and contract workers drive the need for specialized job board software. These platforms help match freelancers with suitable gigs and projects.Technological Advancements: Innovations in artificial intelligence (AI), machine learning (ML), and data analytics enhance job board software capabilities. Features like AI-driven matching, automated resume screening, and predictive analytics improve the recruitment process.Mobile Accessibility: The proliferation of smartphones and mobile internet usage has led to increased demand for mobile-friendly job board software. Users expect seamless access to job listings and application processes via mobile devices.

Recruitment Software Market was valued at USD 2.44 billion in 2025, set to grow at a 5.27% CAGR, reaching USD 3.32 billion by 2032.

In 2024, Market Research Intellect valued the Vacancy And Occupancy Sensors Market Report at USD 1.5 billion, with expectations to reach USD 3.2 billion by 2033 at a CAGR of 9.5%.Understand drivers of market demand, strategic innovations, and the role of top competitors.

Revenue in the Temporary Employment Placement Agencies industry is anticipated to grow at a compound annual rate of 4.1% over the five years through 2025 to €270.9 billion. The COVID-19 outbreak meant key employers of temporary workers in the hospitality and tourist sector shut their doors and companies froze hiring due to economic uncertainty, dealing a sizeable blow to revenue at the beginning of the five-year period. As the economy reopened in 2021, companies quickly resumed hiring, leading to record vacancies, especially within the service sector, driving up revenue for recruitment agencies. The widespread adoption of remote and flexible work arrangements has altered demand patterns, with clients seeking specialised talent for hybrid or short-term digital projects. Labour shortages in healthcare, logistics and IT industries have further fuelled demand for temporary staffing solutions. At the same time, agencies have faced heightened competition from online staffing platforms and digital marketplaces, driving investment in technology and automation to enhance candidate matching and streamline operations. Despite this, recruitment agencies have seen their profit fall over the past five years due to economic uncertainty, inflation and rising business expenses increasing operating costs. An increasingly tight labour market encourages employers to rely on temporary employment placement agencies to compete. Several European countries rank highly regarding temporary workers and have a large short-term job market. For example, in 2023, the Netherlands and Portugal had more than 15% of employed people under temporary contracts, according to Eurostat. Revenue is expected to swell by 4% in 2025 as a tight labour market across Europe encourages employers to rely on temporary-employment placement agencies. Revenue is slated to climb at a compound annual rate of 8.7% over the five years through 2030 to €410.3 billion. While the labour market is likely to remain tight in many countries due to skill mismatches, employers will keep turning to placement agencies for their databases to track and identify the right candidates. Companies will lean on temporary hires as the economic outlook remains unclear. However, threats to demand loom. The automation of more routine jobs will be a threat to some long-standing temporary jobs. Across Europe, countries that traditionally rely on a strong network of short-term workers are implementing policies that may disrupt or expand services – Spain already introduced reforms in late 2021 to increase permanent positions and remove temporary contracts. Temporary employment placement agencies will increasingly deploy AI procedures to increase efficiency, including AI chatbots and CV screening; companies that don’t follow suit risk being left behind in the age of AI evolution.