Technology and SaaS datasets offer rich insights into industry hiring, talent demand, compensation trends, and regional employment dynamics. These datasets are ideal for HR tech platforms, enterprise SaaS vendors, recruitment agencies, and workforce analytics providers aiming to stay ahead in a highly competitive and fast-evolving digital economy. Sourced from prominent job boards, these datasets reveal real-time demand for roles in cloud computing, cybersecurity, software development, data science, AI/ML, DevOps, and more.
Benefits and Impact:
- Granular job role analytics across SaaS and tech verticals
- Improved talent forecasting and workforce planning
- In-depth salary intelligence by role, location, and company
- Enhanced competitor hiring tracking for strategy alignment
- Supports AI models in recruitment and HR automation tools
Use cases:
- Hiring Trend Monitoring
- Compensation Benchmarking
- Workforce Planning & Demand Prediction
- Tech Talent Availability Heatmaps
- Job Description Standardization
- ATS & HR SaaS Model Training
- Talent Sourcing Platform Development
- Employer Brand Benchmarking
- CBSA/Metro Market Hiring Analytics
- Tech Stack Popularity Mapping (via descriptions)
- Business Intelligence for Talent Acquisition
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Data Description
url: Direct job listing linkjob_title: Name of the job rolecompany_name: Hiring companycity, state, country: Geographic location of jobpost_date: Date when job was listedjob_description: Full role description (skills, stack, responsibilities)job_type: Type of employment (e.g., full-time, contract, remote)salary_offered: Salary details (if available)inferred_cbsa_name: Core-based statistical area (metro analysis)job_desc_char_count: Length of the job description (for NLP models)fitness_score: Scoring for relevance and data qualityadditional_data: Parsed job features, salary components, benefits, etc.
Sample Data
| url | job_title | company_name | city | state | country | post_date | job_type | salary_offered | valid_through | uniq_id | crawl_timestamp | job_board | geo | job_post_lang | inferred_iso2_lang_code | work_mode | site_name | domain | postdate_yyyymmdd | predicted_language | inferred_iso3_lang_code | inferred_city | inferred_state | inferred_country | last_expiry_check_date | latest_expiry_check_date | dataset | inferred_work_mode | postdate_in_indexname_format | job_desc_char_count | duplicate_status | ijp_is_production_ready | inferred_cbsa_code | inferred_cbsa_name | inferred_cbsa_type | inferred_metropolitan_division_name | fitness_score | inferred_metropolitan_division_code |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
https://www.monster.com/job-openings/f9f2c476-14bf-4bce-aaef-1c817fb9ace7 | Production Line Operator | Prysmian Group | Lexington | SC | Usa | 17-05-2025 | OTHER | 21 Per hour USD | 28-06-2026 | 927bae3356c8b1a42e4208007472a08b | 2025-06-30 20:26:49 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250517 | en | eng | Lexington | South carolina | United states | 2025.06.30 | 30-06-2025 | job_board | On site | 2025.05.11 | 4532 | NA | 17900 | Columbia, SC | MSA | 10 | |||
https://www.monster.com/job-openings/949a4c0d-2211-4425-9be8-0f9dfef7864d | Document & Data Collectors | Graham Personnel Services | Asheboro | NC | Usa | 25-06-2025 | OTHER | 25-06-2026 | 1971c565afde15ebeda94a94044205e3 | 2025-06-30 20:26:49 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250625 | en | eng | Asheboro | North carolina | United states | 2025.06.30 | 30-06-2025 | job_board | On site | 2025.06.22 | 1695 | NA | 24660 | Greensboro-High Point, NC | MSA | 10 | ||||
https://www.monster.com/job-openings/7e7b8c12-22b5-44e9-acc3-706743c0c1b4 | Tax Accountant | Jobot | Raleigh | NC | Usa | 17-06-2025 | FULL_TIME|OTHER | 17-07-2025 | 40fb96dac414a063570eed532789fd08 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250617 | en | eng | Raleigh | North carolina | United states | 2025.06.30 | 30-06-2025 | job_board | On site | 2025.06.11 | 2457 | NA | 39580 | Raleigh-Cary, NC | MSA | 10 | ||||
https://www.monster.com/job-openings/5edc54e8-3966-4c19-ba93-2cb28cbedd1b | Tax Accountant | Jobot | St, Louis | MO | Usa | 28-06-2025 | FULL_TIME|OTHER | 28-07-2025 | cef3d56f9fe92065c92e7ed851053121 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250628 | en | eng | Saint louis | Missouri | United states | 2025.06.30 | 30-06-2025 | job_board | Hybrid | 2025.06.22 | 4301 | NA | 41180 | St. Louis, MO-IL | MSA | 10 | ||||
https://www.monster.com/job-openings/451cc0bd-7884-4ebd-829b-daf4359fe7a1 | Senior Tax Accountant | Jobot | Paoli | PA | Usa | 13-06-2025 | FULL_TIME|OTHER | 13-07-2025 | 64751c3265b972673b834b1422c5b8f7 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250613 | en | eng | Paoli | Pennsylvania | United states | 2025.06.30 | 30-06-2025 | job_board | Hybrid | 2025.06.11 | 1593 | NA | 37980 | Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | MSA | Philadelphia, PA | 10 | 37964 | ||
https://www.monster.com/job-openings/a34845b0-c29e-401c-8132-2739d21becb8 | Senior Tax Accountant | Jobot | Phoenix | AZ | Usa | 17-06-2025 | FULL_TIME|OTHER | 17-07-2025 | 4b1550e98a6e9dd1b1c0d1e67e8530e0 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250617 | en | eng | Phoenix | Arizona | United states | 2025.06.30 | 30-06-2025 | job_board | On site | 2025.06.11 | 2276 | NA | 38060 | Phoenix-Mesa-Scottsdale, AZ | MSA | 10 | ||||
https://www.monster.com/job-openings/965ab9e1-fe53-445e-8fdc-92b1ce51081f | Senior Tax Accountant | Jobot | Cincinnati | OH | Usa | 25-06-2025 | FULL_TIME|OTHER | 25-07-2025 | f92320285f7c12323cae491e0417af0f | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250625 | en | eng | Cincinnati | Ohio | United states | 2025.06.30 | 30-06-2025 | job_board | On site | 2025.06.22 | 3925 | NA | 17140 | Cincinnati-Middletown, OH-KY-IN | MSA | 10 | ||||
https://www.monster.com/job-openings/c2fc2d57-a5bf-4ac9-8513-d6204c683892 | Sr. Tax Accountant | Jobot | Saint Paul | MN | Usa | 16-06-2025 | FULL_TIME|OTHER | 16-07-2025 | 9c1808211195f06d469978a974190bc2 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250616 | en | eng | Saint paul | Minnesota | United states | 2025.06.30 | 30-06-2025 | job_board | On site | 2025.06.11 | 2776 | NA | 33460 | Minneapolis-St. Paul-Bloomington, MN-WI | MSA | 10 | ||||
https://www.monster.com/job-openings/580bc0a7-a641-48bb-bc8b-23011c1d0635 | Tax Accountant (HYBRID) | Jobot | Albuquerque | NM | Usa | 19-06-2025 | CONTRACTOR|FULL_TIME|TEMPORARY | 19-07-2025 | e00d0d81905be31c61d4d79fecd7b741 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250619 | en | eng | Albuquerque | New mexico | United states | 2025.06.30 | 30-06-2025 | job_board | Hybrid | 2025.06.11 | 3008 | NA | 10740 | Albuquerque, NM | MSA | 10 | ||||
https://www.monster.com/job-openings/13b8598b-a198-45ab-bbd7-33186e2eb606 | Senior tax accountant | Jobot | Oklahoma City | OK | Usa | 27-06-2025 | FULL_TIME|OTHER | 27-07-2025 | 6ecf66451070d60cfc633f1187773e06 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250627 | en | eng | Oklahoma city | Oklahoma | United states | 2025.06.30 | 30-06-2025 | job_board | On site | 2025.06.22 | 4160 | NA | 36420 | Oklahoma City, OK | MSA | 10 | ||||
https://www.monster.com/job-openings/06ea2b0e-e63b-40cf-a391-df4e48e359ab | Staff Tax Accountant | Jobot | Tampa | FL | Usa | 20-06-2025 | FULL_TIME|OTHER | 20-07-2025 | b0cba83a4c3ebe072bf09d9ba2b7f4b0 | 2025-06-30 20:18:21 +0000 | monster | usa | en-us | en | UNKNOWN | monster_usa_com_job_board_common_setup_pc_jobspikr | monster_com | 20250620 | en | eng | Tampa | Florida | United states | 2025.06.30 | 30-06-2025 | job_board | Hybrid | 2025.06.11 | 2463 | NA | 45300 | Tampa-St. Petersburg-Clearwater, FL | MSA | 10 |
Access & Use Information
Usage:
- Aggregated from top global job boards (e.g., Monster)
- Ideal for product development, market intelligence, and trend monitoring
- Cleaned and structured for AI/ML, analytics, and dashboards
Published: July, 2025
Updated: Weekly or monthly, based on data source availability.
Available Formats: CSV, JSON, XML, XLSX, API
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