The Job Application Integrity Project studies the path between job discovery and employer receipt. Our goal is to replace assumptions with evidence: where a job appeared, what happened when a person clicked Apply, who collected information, and whether the application reached the employer or an authorized representative.
The Application Path Audit
We trace a real job from its authoritative employer source through search engines, job boards and other intermediaries to the final application destination.
What we investigate
Employer, title, location, job ID, authoritative URL and current status.
Where the same opportunity appears across search engines, job boards, aggregators and other sites.
Every visible application link and redirect between discovery and submission.
Which organization appears to collect the candidate’s resume or personal information.
Whether available evidence shows that the employer or authorized representative actually receives the application.
Whether the source that generated the applicant can be identified without interrupting employer delivery.
Application Path Audit methodology
Establish the authoritative job
Identify the employer-controlled posting or another source the employer confirms as authoritative. Record title, location, job identifier, date and application destination.
Map the distribution footprint
Search major search engines, Google for Jobs where observable, job boards, aggregators and other relevant services for matching copies of the opportunity.
Preserve the evidence
Record URLs, visible posting dates, screenshots when necessary, employer identity, compensation where relevant, and the state of the posting at the time of the audit.
Trace the Apply path
Follow each public Apply action and record redirects, domains, source parameters, account requirements and the final destination before personal information is submitted.
Identify the apparent recipient
Determine whether the application is collected by the employer, an ATS, an authorized recruiting representative, the distributor itself, or an unclear recipient.
Verify delivery when authorized
Controlled test applications may be used only when appropriate and with authorization from the employer or responsible party. We do not flood employers with test submissions merely to create evidence.
Separate facts from unresolved questions
We distinguish what the evidence demonstrates from what remains unknown. Lack of verification is not automatically evidence of misconduct.
Offer a correction path
Before publishing material findings about an identifiable organization, the Project intends to provide a reasonable opportunity to correct factual errors or explain the application process.
How findings are classified
These classifications describe what an audit established. They are not letter grades and are not legal conclusions.
Verified Employer Delivery
Evidence confirms the application reaches the employer or its authorized representative.
Verified Authorized Intermediary
The application passes through a third party whose role and delivery relationship are established.
Application Destination Disclosed
The recipient and path are clearly disclosed, but actual employer receipt has not been independently tested.
Employer Receipt Unverified
The visible path does not provide enough evidence to determine whether the employer receives the application.
Employer Authorization Not Established
The Project has not established whether the employer authorized the third-party listing or collection path.
Application Path Broken
The observed path fails, leads to an unavailable destination, or does not permit the represented application to be completed.
Listing No Longer Current
Available evidence indicates the opportunity is closed, withdrawn or otherwise no longer accepting applicants.
Material Information Inconsistent
Important elements such as employer, location, job status or destination conflict with the authoritative job record.
Evidence hierarchy
| Evidence | How we use it |
|---|---|
| Employer-controlled records | Authoritative career pages, ATS records, source tracking and employer confirmation carry the greatest weight when establishing job identity and receipt. |
| Observed application path | Public URLs, redirects, forms, disclosures and confirmation screens document what a job seeker actually encounters. |
| Controlled test evidence | When authorized, test applications can establish whether a submission enters the employer’s recruiting system and whether attribution survives. |
| Third-party representations | Job-board descriptions, labels and policies are recorded as representations by that service and are not treated as independent proof of delivery. |
| Search results and caches | Useful for discovery and timing, but they can be incomplete or stale and are not treated as authoritative by themselves. |
Research safeguards
Minimize personal data
Research should not require Social Security numbers, financial information, passwords, medical information or other highly sensitive data.
No guilt by uncertainty
If we cannot verify an application path, we report it as unverified rather than assuming the worst.
Preserve the chain
Findings should be supported by dated URLs, screenshots or records sufficient for a reasonable third party to understand the result.
The same standard applies to supporters
Financial or technical support should not exempt any employer, recruiting firm, job platform or sponsor from the methodology.
Publication policy
Research reports should identify the audit period and methodology version used. Material factual claims should be supported by preserved evidence. Where findings concern an identifiable organization, responses or corrections that materially affect the finding should be reflected in the published record.
We expect the methodology to evolve. Meaningful revisions will be versioned so readers can distinguish changes in standards, procedures and classifications over time.
Our goal is evidence, not accusations.