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Maplecourt Workforce Data

Demo listing

Job postings, wages and hiring signals for North American employers

4.3(2)
Employers tracked
160,000
Postings a year
38M
History
Since 2016

Data from Maplecourt Workforce Data

3 published listings.

Maplecourt Workforce DataVerified provider🇨🇦

Hiring-velocity signals mapped to public tickers

Point-in-time weekly hiring signals for 4,200 listed companies with US or Canadian hiring: new, removed and active postings and function mix, mapped to tickers since 2017.

Alternative data for investors Free sample4.3(2)Demo listing
Coverage
2 countries
History
Since 2017
Refresh
Weekly
Delivery
Snowflake share +2
from $30,000 / year
Published 2026-10-20
Maplecourt Workforce DataVerified provider🇨🇦

Wage and skills benchmarks by occupation and metro (US and Canada)

Monthly advertised-salary percentiles and top requested skills for 800 occupations in 390 US and Canadian metro areas, built from posted pay ranges and calibrated to official wage data.

Labor market data Free sample4.3(2)Demo listing
Coverage
2 countries
History
Since 2019
Refresh
Monthly
Delivery
Amazon S3 +3
from $6,000 / year
Published 2026-10-21
Maplecourt Workforce DataVerified provider🇨🇦

North American job postings feed, deduplicated across sources

Daily US and Canadian job postings from 160,000 employer career sites and major boards, deduplicated, with normalized titles, occupation codes, skills, locations and salaries.

Job postings data Free sample4.3(2)Demo listing
Coverage
2 countries
History
Since 2016
Refresh
Daily
Delivery
Amazon S3 +3
from $2,500 / month
10% off via DataStoa
Published 2026-10-22

About Maplecourt Workforce Data

Maplecourt collects and deduplicates job postings from employer career sites and job boards across the US and Canada, then turns them into wage benchmarks and company-level hiring signals. HR, strategy and investment teams use it to see where demand for skills is moving.

Data sources and methods

Where the data comes from
Employer career sites and applicant-tracking-system job pages, public job boards, government job banks, and public wage statistics used for calibration.
How it is collected
Daily crawls of about 160,000 employer career sites, cross-source deduplication, normalization of titles and skills to SOC and NOC occupation codes, and salary parsing.
What sets it apart
Direct-from-employer sourcing that cuts staffing-agency and repost noise, and point-in-time history suitable for investment backtests.

Use cases

What the provider licenses its data for, and what it does not allow.

Intended uses

Talent intelligence, compensation benchmarking, competitive hiring analysis, sales triggers and investment research.

Not allowed

Identifying or contacting individual applicants; discriminatory screening; republishing full job ads as a competing job board.

DataStoa's acceptable use policy applies on top: no re-identification, discrimination, surveillance or sanctioned uses.

Compliance and security

Provider-reported. Ask for certificates or a data processing agreement before you sign.

Certifications

  • SOC 2

Privacy laws they comply with

  • Canada PIPEDA
  • CCPA / CPRA

Integrations

Other places you can receive this provider's data, useful if your team already buys through a cloud marketplace.

  • Snowflake Marketplace
  • AWS Data Exchange

Reviews

Buyers rate four things: data quality, volume and coverage, value for money and service.

4.3
4.3

from 2 reviews

Data quality
4.5
Volume and coverage
4.0
Value for money
4.0
Customer service
4.5
  • 4.0 Verified purchaseDemo listing11 Nov 2026

    Hiring signals added real information to our model

    The ticker-mapped hiring velocity series is point in time and the mapping handles subsidiaries sensibly. It improved one of our sector models modestly, which is about what we hoped. Delivery into our bucket has been on time every week.

    Data quality
    4/5
    Volume and coverage
    4/5
    Value for money
    4/5
    Customer service
    4/5

    Kevin L., Data scientist, Quant equity fund

  • 4.5 Verified purchaseDemo listing11 Nov 2026

    Deduplication is what you are paying for

    The same job reposted on several boards shows up once with all its sources attached, so our demand counts are no longer inflated. Salary fields are sparse outside states with pay transparency laws, which they document clearly.

    Data quality
    5/5
    Volume and coverage
    4/5
    Value for money
    4/5
    Customer service
    5/5

    Rachel N., Talent intelligence analyst, Staffing group