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Datasets:
zalizedata
/
tech-job-postings-salaries-sample

Tasks:
Text Classification
Tabular Regression
Languages:
English
Size:
n<1K
Tags:
web-scraping
business
License:
Dataset card Files
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1
Dataset Viewer
The dataset viewer is not available for this dataset.
Cannot get the config names for the dataset.
Error code:   ConfigNamesError
Exception:    FileNotFoundError
Message:      Couldn't find any data file at /src/services/worker/zalizedata/tech-job-postings-salaries-sample. Couldn't find 'zalizedata/tech-job-postings-salaries-sample' on the Hugging Face Hub either: FileNotFoundError: Unable to find 'hf://datasets/zalizedata/tech-job-postings-salaries-sample@722abbc75b3cdc64880cefb26732c27516683e34/data/jobs_sample_500.csv' with any supported extension ['.csv', '.tsv', '.json', '.jsonl', '.ndjson', '.parquet', '.geoparquet', '.gpq', '.arrow', '.txt', '.conll', '.conllu', '.tar', '.xml', '.hdf5', '.h5', '.eval', '.lance', '.tsfile', '.blp', '.bmp', '.dib', '.bufr', '.cur', '.pcx', '.dcx', '.dds', '.ps', '.eps', '.fit', '.fits', '.fli', '.flc', '.ftc', '.ftu', '.gbr', '.gif', '.grib', '.png', '.apng', '.jp2', '.j2k', '.jpc', '.jpf', '.jpx', '.j2c', '.icns', '.ico', '.im', '.iim', '.tif', '.tiff', '.jfif', '.jpe', '.jpg', '.jpeg', '.mpg', '.mpeg', '.msp', '.pcd', '.pxr', '.pbm', '.pgm', '.ppm', '.pnm', '.psd', '.bw', '.rgb', '.rgba', '.sgi', '.ras', '.tga', '.icb', '.vda', '.vst', '.webp', '.wmf', '.emf', '.xbm', '.xpm', '.BLP', '.BMP', '.DIB', '.BUFR', '.CUR', '.PCX', '.DCX', '.DDS', '.PS', '.EPS', '.FIT', '.FITS', '.FLI', '.FLC', '.FTC', '.FTU', '.GBR', '.GIF', '.GRIB', '.PNG', '.APNG', '.JP2', '.J2K', '.JPC', '.JPF', '.JPX', '.J2C', '.ICNS', '.ICO', '.IM', '.IIM', '.TIF', '.TIFF', '.JFIF', '.JPE', '.JPG', '.JPEG', '.MPG', '.MPEG', '.MSP', '.PCD', '.PXR', '.PBM', '.PGM', '.PPM', '.PNM', '.PSD', '.BW', '.RGB', '.RGBA', '.SGI', '.RAS', '.TGA', '.ICB', '.VDA', '.VST', '.WEBP', '.WMF', '.EMF', '.XBM', '.XPM', '.aiff', '.au', '.avr', '.caf', '.flac', '.htk', '.svx', '.mat4', '.mat5', '.mpc2k', '.ogg', '.paf', '.pvf', '.raw', '.rf64', '.sd2', '.sds', '.ircam', '.voc', '.w64', '.wav', '.nist', '.wavex', '.wve', '.xi', '.mp3', '.opus', '.3gp', '.3g2', '.avi', '.asf', '.flv', '.mp4', '.mov', '.m4v', '.mkv', '.webm', '.f4v', '.wmv', '.wma', '.ogm', '.mxf', '.nut', '.AIFF', '.AU', '.AVR', '.CAF', '.FLAC', '.HTK', '.SVX', '.MAT4', '.MAT5', '.MPC2K', '.OGG', '.PAF', '.PVF', '.RAW', '.RF64', '.SD2', '.SDS', '.IRCAM', '.VOC', '.W64', '.WAV', '.NIST', '.WAVEX', '.WVE', '.XI', '.MP3', '.OPUS', '.3GP', '.3G2', '.AVI', '.ASF', '.FLV', '.MP4', '.MOV', '.M4V', '.MKV', '.WEBM', '.F4V', '.WMV', '.WMA', '.OGM', '.MXF', '.NUT', '.glb', '.ply', '.stl', '.GLB', '.PLY', '.STL', '.pdf', '.PDF', '.nii', '.NII', '.zip', '.idx', '.manifest', '.txn']
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 67, in compute_config_names_response
                  config_names = get_dataset_config_names(
                      path=dataset,
                      token=hf_token,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                      path,
                  ...<4 lines>...
                      **download_kwargs,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/load.py", line 1213, in dataset_module_factory
                  raise FileNotFoundError(
                  ...<2 lines>...
                  ) from None
              FileNotFoundError: Couldn't find any data file at /src/services/worker/zalizedata/tech-job-postings-salaries-sample. Couldn't find 'zalizedata/tech-job-postings-salaries-sample' on the Hugging Face Hub either: FileNotFoundError: Unable to find 'hf://datasets/zalizedata/tech-job-postings-salaries-sample@722abbc75b3cdc64880cefb26732c27516683e34/data/jobs_sample_500.csv' with any supported extension ['.csv', '.tsv', '.json', '.jsonl', '.ndjson', '.parquet', '.geoparquet', '.gpq', '.arrow', '.txt', '.conll', '.conllu', '.tar', '.xml', '.hdf5', '.h5', '.eval', '.lance', '.tsfile', '.blp', '.bmp', '.dib', '.bufr', '.cur', '.pcx', '.dcx', '.dds', '.ps', '.eps', '.fit', '.fits', '.fli', '.flc', '.ftc', '.ftu', '.gbr', '.gif', '.grib', '.png', '.apng', '.jp2', '.j2k', '.jpc', '.jpf', '.jpx', '.j2c', '.icns', '.ico', '.im', '.iim', '.tif', '.tiff', '.jfif', '.jpe', '.jpg', '.jpeg', '.mpg', '.mpeg', '.msp', '.pcd', '.pxr', '.pbm', '.pgm', '.ppm', '.pnm', '.psd', '.bw', '.rgb', '.rgba', '.sgi', '.ras', '.tga', '.icb', '.vda', '.vst', '.webp', '.wmf', '.emf', '.xbm', '.xpm', '.BLP', '.BMP', '.DIB', '.BUFR', '.CUR', '.PCX', '.DCX', '.DDS', '.PS', '.EPS', '.FIT', '.FITS', '.FLI', '.FLC', '.FTC', '.FTU', '.GBR', '.GIF', '.GRIB', '.PNG', '.APNG', '.JP2', '.J2K', '.JPC', '.JPF', '.JPX', '.J2C', '.ICNS', '.ICO', '.IM', '.IIM', '.TIF', '.TIFF', '.JFIF', '.JPE', '.JPG', '.JPEG', '.MPG', '.MPEG', '.MSP', '.PCD', '.PXR', '.PBM', '.PGM', '.PPM', '.PNM', '.PSD', '.BW', '.RGB', '.RGBA', '.SGI', '.RAS', '.TGA', '.ICB', '.VDA', '.VST', '.WEBP', '.WMF', '.EMF', '.XBM', '.XPM', '.aiff', '.au', '.avr', '.caf', '.flac', '.htk', '.svx', '.mat4', '.mat5', '.mpc2k', '.ogg', '.paf', '.pvf', '.raw', '.rf64', '.sd2', '.sds', '.ircam', '.voc', '.w64', '.wav', '.nist', '.wavex', '.wve', '.xi', '.mp3', '.opus', '.3gp', '.3g2', '.avi', '.asf', '.flv', '.mp4', '.mov', '.m4v', '.mkv', '.webm', '.f4v', '.wmv', '.wma', '.ogm', '.mxf', '.nut', '.AIFF', '.AU', '.AVR', '.CAF', '.FLAC', '.HTK', '.SVX', '.MAT4', '.MAT5', '.MPC2K', '.OGG', '.PAF', '.PVF', '.RAW', '.RF64', '.SD2', '.SDS', '.IRCAM', '.VOC', '.W64', '.WAV', '.NIST', '.WAVEX', '.WVE', '.XI', '.MP3', '.OPUS', '.3GP', '.3G2', '.AVI', '.ASF', '.FLV', '.MP4', '.MOV', '.M4V', '.MKV', '.WEBM', '.F4V', '.WMV', '.WMA', '.OGM', '.MXF', '.NUT', '.glb', '.ply', '.stl', '.GLB', '.PLY', '.STL', '.pdf', '.PDF', '.nii', '.NII', '.zip', '.idx', '.manifest', '.txn']

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Tech Job Postings with Parsed Salaries — Free Sample (500 rows)

A free 500-row sample of a live job-postings dataset collected directly from public ATS endpoints (Greenhouse, Lever, Ashby, Workable, SmartRecruiters).

The full dataset (2026-08 run) contains 394,300 active postings from 6,500+ company boards, with salary text parsed into structured fields and a normalized skills taxonomy, refreshed monthly.

➡️ Full dataset & slices: https://data.zalize.com/datasets/tech-job-postings-salary-dataset

Files

File Description
data/jobs_sample_500.csv 500 deduplicated live job postings (stratified random sample)

Data Dictionary (23 columns)

# Field Type Description
1 company_name string Company display name
2 company_domain string|null Company website domain (e.g. stripe.com), derived from job/company URLs and corporate emails in the posting
3 company_industry string|null Industry label from the ATS company profile (currently SmartRecruiters only)
4 ats string Source ATS: greenhouse / lever / ashby / workable / smartrecruiters
5 ats_token string Company board slug on the ATS (e.g. openai)
6 job_id string Job ID within the ATS (unique together with ats)
7 title string Job title
8 department string|null Department / team
9 location_raw string|null Raw location string; multiple locations joined by ;
10 country string|null Parsed country (English standard name)
11 city string|null Parsed city
12 is_remote bool Remote flag (from location string or structured ATS field)
13 employment_type string|null full_time / part_time / contract / internship / temporary / other
14 salary_min float|null Salary lower bound (use with currency & period)
15 salary_max float|null Salary upper bound (≥ salary_min)
16 salary_currency string|null ISO 4217 currency code (USD, EUR, GBP, …)
17 salary_period string|null year / month / week / day / hour
18 salary_from_text bool false = from structured ATS fields; true = regex-parsed from posting text
19 skills list<string> Normalized skill tags (~110-tag taxonomy, e.g. python, kubernetes); |-joined in CSV
20 posted_at string|null Posting date (ISO 8601)
21 scraped_at string Collection timestamp (ISO 8601 UTC)
22 url string Original public job URL (provenance, per row)
23 description_text string|null Full job-ad text (HTML stripped)

Use cases

  • Salary benchmarking & pay-transparency research
  • Hiring-velocity / labor-market signals
  • Skills-demand analysis
  • Training & evaluating salary-prediction or job-classification models

Provenance & compliance

  • Collected only from public, login-free ATS endpoints; adaptive rate limiting, no anti-bot circumvention.
  • Company-level and job-level facts only — no personal data (no recruiter names/emails).
  • Every row carries url + scraped_at for full provenance; DMCA takedown channel available.

Known limitations (disclosed honestly)

  • Salary coverage is strongest in US pay-transparency states and UK/EU.
  • Company set skews toward tech companies using the five covered ATS platforms.

License

This sample: CC BY-NC 4.0 (non-commercial evaluation). The full dataset is available under a tiered commercial license (internal analytics / AI training) at data.zalize.com.

Full dataset catalog: https://data.zalize.com — inquiries: data@zalize.com

Citation

In-text: Data: DataForge (data.zalize.com), tech-job-postings-salaries-sample, retrieved . Underlying sources: see datasheet.

@misc{dataforge_tech_job_postings_salaries_sample,
  author       = {{DataForge}},
  title        = {tech-job-postings-salaries-sample},
  year         = {2026},
  publisher    = {DataForge (Zalize)},
  howpublished = {\url{https://data.zalize.com/datasets/tech-job-postings-salaries-sample}},
  note         = {Collected from publicly accessible sources; see datasheet for upstream attribution}
}

Attribution required: "DataForge (data.zalize.com)" with a link back to https://data.zalize.com. Cite upstream providers per the datasheet. Full guidelines: https://data.zalize.com/citation.

DataForge — The open web, forged into datasets. A Zalize product. Catalog: https://data.zalize.com · Open data: https://data.zalize.com/open-data · Kaggle · GitHub · Apify · Contact: data@zalize.com

Usage 

from datasets import load_dataset

ds = load_dataset("zalizedata/tech-job-postings-salaries-sample", split="train")
print(ds[0])

Related datasets

More DataForge open datasets in Jobs & Labor Market:

Full catalog (25 datasets): https://data.zalize.com/open-data · all HF repos: https://huggingface.co/zalizedata
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