How Sharing Works

    What happens to your data after you submit it. End-to-end view of the anonymous sharing flow — from validation and anonymization to publication in the open EU dataset.

    Anonymization

    All submissions are immediately stripped of personally identifiable information and aggregated to protect contributor privacy.

    Validation

    Data is cross-referenced with regional economic data and industry benchmarks to ensure accuracy and filter outliers.

    Analysis

    Advanced statistical models calculate median salaries, pay gaps, and confidence scores for every data point.

    Data Collection Process

    1

    Anonymous Submission

    Contributors submit salary data through our secure form. No email, name, or company-specific identifiers are collected. IP addresses are immediately hashed and discarded.

    Privacy First: We never ask for personal information that could identify you or your employer.

    2

    Data Validation

    Each submission is cross-referenced with regional economic data from Eurostat, national statistics offices, and industry reports. Our algorithm flags outliers and inconsistencies for manual review.

    • Salary range validation against regional median income
    • Industry-specific benchmarks comparison
    • Experience level consistency checks
    • Currency conversion accuracy verification
    3

    Confidence Scoring

    Every data point receives a confidence score (0-100%) based on sample size, data recency, and validation checks. Low-confidence data is clearly marked in search results.

    90-100%

    High Confidence

    70-89%

    Medium Confidence

    Below 70%

    Low Confidence

    4

    Aggregation & Publishing

    Validated data is aggregated into statistical summaries. Individual submissions are never published—only median values, percentiles, and pay gap metrics are shown.

    Minimum threshold: We only publish salary data when we have at least 10 submissions for a given job title, industry, and country combination.

    How We Calculate Pay Gaps

    The Formula

    Gender Pay Gap (%) =

    (Median Male Salary - Median Female Salary) ÷ Median Male Salary × 100

    Adjusted for role, seniority, industry, and location

    Example Calculation

    Median Male Salary: €65,000

    Median Female Salary: €58,500

    Calculation: (65,000 - 58,500) ÷ 65,000 × 100

    = 10% Pay Gap

    Adjustment Factors

    • Job title and seniority level
    • Years of experience
    • Industry sector
    • Geographic location (country/region)
    • Company size category

    Important Limitations

    Our pay gap calculations are only as accurate as the data we receive. Factors we cannot fully control:

    • Self-reported data may contain errors or biases
    • Sample sizes vary by country, industry, and job title
    • We cannot verify exact job responsibilities or performance metrics
    • Part-time vs. full-time distinctions may affect averages

    We always display confidence scores and sample sizes alongside pay gap metrics to provide context.

    Key Definitions

    Base Salary

    Fixed annual compensation before bonuses, stock options, or benefits. Excludes variable pay components.

    Total Compensation

    Base salary + annual bonuses + equity/stock grants + benefits (estimated cash value).

    Median Salary

    The middle value when all salaries are sorted from lowest to highest. More robust than average against outliers.

    Confidence Score

    Statistical reliability rating (0-100%) based on sample size, data recency, and validation checks.

    Adjusted Pay Gap

    Pay difference after controlling for role, experience, industry, and location. Isolates gender-based disparity.

    Unadjusted Pay Gap

    Raw pay difference between genders without controlling for other variables. Reflects systemic inequalities.

    Frequently Asked Questions

    Privacy & Legal Information

    Your privacy is our top priority. We operate under strict GDPR compliance and never collect personally identifiable information. All data is anonymized, encrypted, and stored securely in EU-based servers.

    Help Us Build Transparency

    Every submission strengthens our database and brings us closer to pay equity. Share your salary anonymously and join the movement.

    Contribute Your Data Now