JO
JunkedOut
Evidence-first hiring transparency

Turn hiring experiences into reliable evidence.

JunkedOut collects real-world hiring journeys—timelines, steps, and outcomes—to expose systemic unfairness without exposing personal data.

Built for factual reporting — not drama.
EU-first scopeEvidence-based reportingGDPR-aware promptsAnonymous by defaultMinimal personal dataMethod over opinions
What we collect
Process facts, not personal identities.
MVP
  • Company, role, country, and timeline
  • Steps taken (ATS, interviews, tests)
  • Outcome + optional evidence reference
Privacy rule
No names, phone numbers, email addresses, or home addresses in the story text.
(Email is optional and stored only if the user requests follow-up.)
Warm spots = highlights only. Core UI stays neutral.

Signals we want to measure

The point is not “naming and shaming.” The point is detecting patterns that remain invisible in individual cases.

Auto-reject velocity
ATS signal

How fast rejections happen after applying (minutes vs days).

Interview funnel drop-offs
Process friction

Where candidates drop: screening, tests, final rounds.

Consistency vs policy
Integrity check

Whether “equal opportunity” wording matches observed outcomes.

EU Context We Build Upon

Selected official EU materials that shape our design and policy alignment.

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EU
EU GUIDANCE
European Commission • 2023
Discrimination

Age Discrimination in Employment

The EU identifies age discrimination as a persistent structural barrier in access to employment, career progression, and labour-market re-entry. Despite formal equal-opportunity commitments, older workers continue to face exclusion, highlighting the need for transparency and evidence-based enforcement.

EU
EU GUIDANCE
European Commission • 2020
Equality

Gender Equality Strategy 2020–2025

The EU Gender Equality Strategy frames discrimination in employment as a systemic issue requiring accountability and measurable outcomes. It emphasizes intersectional risks where gender bias overlaps with age, caregiving responsibilities, or other factors during recruitment and advancement.

EU
EU GUIDANCE
European Commission • 2021
Labour Market

Better Regulation: Evidence-Based Policymaking

The Better Regulation framework requires EU policies to be informed by reliable data, stakeholder feedback, and real-world evidence. It promotes continuous evaluation to assess whether policies achieve their intended impact beyond formal compliance.

EU
EU GUIDANCE
European Commission • 2022
Discrimination

EU Anti-Discrimination Policy Framework

EU anti-discrimination policy establishes obligations to prevent unequal treatment in employment while recognizing enforcement gaps between declared commitments and real practices. It encourages innovative mechanisms to improve detection and accountability.

EU
EU GUIDANCE
European Commission • 2017
Employment

European Pillar of Social Rights – Equal Opportunities

Principle 3 of the European Pillar of Social Rights guarantees equal opportunities in access to employment and protection against discrimination. It serves as a strategic compass for EU labour and social policy initiatives.

External links lead to official EU publications. Summaries are provided by JunkedOut for context.

Recent submissions

Preview only. We’ll wire this to the database next (read-only, privacy-safe).

Add yours →
EU • Tech • Senior role
Rejected in 3 minutes after ATS screening
Applied via company portal. Automated rejection arrived before a human interview could plausibly occur.
EU • Finance • Management
Four interviews, then “position closed”
Completed multiple rounds including stakeholder panel. Hiring stopped with no feedback despite request.
EU • Engineering • Mid/Senior
Skills match, yet generic rejection pattern
Role reposted repeatedly. Rejection templates identical across months.

Why JunkedOut exists

Hiring is full of strong claims—fairness, equal opportunity, transparent processes—yet candidates often observe the opposite. JunkedOut is designed to convert scattered experiences into structured, comparable evidence while minimizing personal data.

Our posture
  • • We document processes, not identities.
  • • We prioritize verifiable facts and patterns.
  • • We keep the bar high: fewer claims, stronger evidence.
Help us start clean

The MVP focuses on collecting structured submissions safely. We will add read-only public views after we confirm privacy rules.

Tip: If you’re unsure whether your text includes personal data, keep it generic and focus on the process steps + dates.