Evidence Before Conclusions

Research & Data

JAIP studies what actually happens between job discovery and employer receipt. Our research is designed to document application paths, preserve evidence, distinguish facts from assumptions, and make the source behind important public claims easy to inspect.

Our research standard

We do not begin with the conclusion that third-party distribution is good or bad. We document who is behind the job, whether the opportunity appears authentic and current, whether a publisher is authorized, where Apply goes, who receives applicant information, and what can actually be verified.

The JAIP research foundation

Primary Evidence

Government sources

FTC, FBI/IC3 and other government sources are prioritized for fraud patterns, reported losses, identity theft, consumer protection and enforcement guidance.

Marketplace Rules

Platform policies

Google, LinkedIn, Indeed and other platform policies are used to document the rules those platforms themselves publish regarding authorization, authenticity, job status, application routing and fraudulent content.

Industry Context

Attributed research

Industry studies may help explain candidate experience, application volume and trust. JAIP identifies the source, population and year rather than presenting vendor research as government fact.

JAIP Research

Application Path Audits

JAIP's own work focuses on reproducible observations: authoritative job source, copies, authorization, redirects, final destination, apparent data recipient, job currency and source attribution.

Authorization Matters. Enforcement Matters Too.

Major employment and search platforms recognize that an employer's authorization matters when jobs are distributed by third parties.

LinkedIn's published Jobs Terms restrict certain copying, duplication, scraping or reproduction of employer job postings without the hiring company's prior knowledge and authorization. Indeed's published partner requirements likewise address employer authorization and application handling. Google's JobPosting policies prohibit postings made on behalf of an organization or company without authorization and prohibit impersonation, misleading affiliation, fake jobs and expired job postings.

Platform policy is not the same as applicant verification.

A platform may require authorization and may investigate violations. That is important. But the existence of a rule does not necessarily tell a job seeker whether the specific employer, job, publisher and application destination in front of them have actually been verified.

1. Requirement

Authorization Requirement

A contractual, policy or legal requirement that a publisher obtain the employer's permission.

2. Enforcement

Authorization Enforcement

The process through which a platform investigates and addresses violations of that requirement.

3. Verification

Authorization Verification

Evidence connecting a specific employer, job and authorized participant before an applicant submits personal information.

JAIP Founder Observation

Founder Paul Cornell has worked directly with LinkedIn and Indeed regarding unauthorized or improper job representation and reports that both organizations were responsive and helpful in resolving employer concerns. JAIP treats this as firsthand operational experience, not as an independent research finding.

JAIP supports platforms that enforce employer authorization, provide meaningful employer reporting and escalation processes, and take action when jobs or employer brands are misused.

The objective is not to restrict legitimate job distribution. The objective is to make legitimate distribution visible and trustworthy.

Responsive Platform Practices

JAIP Facts

These are reusable, source-attributed facts JAIP may use in educational materials, interviews and research. Statistics are tied to the time period and population reported by the source.

3×

Reported job-scam volume increased sharply

The FTC said reports of job and employment agency scams tripled from 2020 to 2024.

Source: FTC, 2025 fraud data release →

$501M

Reported job-scam losses in 2024

The FTC said reported losses to job and employment agency scams rose from $90 million in 2020 to $501 million in 2024.

Source: FTC, March 2025 →

$3.5B

Imposter scams remain a major consumer threat

The FTC reported $3.5 billion in losses to imposter scams in 2025, including nearly $1 billion reported lost to business impersonators.

Source: FTC, June 2026 →

PII + Money

Fake jobs can target both identity and finances

The FBI has warned that criminals use fake jobs and spoofed employer websites to obtain personally identifiable information or money from applicants.

Source: FBI IC3, January 2020 →

Brand Risk

Employer impersonation can harm companies too

The FBI has warned that fraudulent job postings can impersonate legitimate businesses, threaten company reputation and defraud job seekers.

Source: FBI IC3, February 2022 →

No Authorization

Google bars unauthorized employer representation

Google's job-posting policy says it does not allow job postings made on behalf of an organization or company without authorization.

Source: Google Search Central job-posting policy →

No Data Harvesting

Google prohibits fake jobs used primarily to collect applicant information

Google's policy identifies fake or non-existent jobs whose primary purpose is collecting applicant information as prohibited misrepresentation.

Source: Google Search Central job-posting policy →

Current Jobs

Expired postings should be removed

Google requires jobs that are no longer open for applications to be expired or removed from the job-search experience.

Source: Google Search Central →

Direct Apply

Application paths should avoid unnecessary intermediate steps

Google defines a direct-apply experience as a short, straightforward application process without unnecessary intermediate steps, including direct contact with the actual hiring company or its representative.

Source: Google Search Central →

Fraud Policy

Indeed treats deceptive job postings as a trust-and-safety issue

Indeed says fraudulent job postings include scams and activity intended to steal personal, financial or sensitive information, and says it removes postings determined to be fraudulent.

Source: Indeed Fraudulent Job Policy →

Reportable

LinkedIn provides a specific job-scam reporting path

LinkedIn lets users report jobs as spam or scams and identifies requests for SSNs, bank details, passwords or payment as examples of suspicious conduct.

Source: LinkedIn Help →

102%

Application volume has increased dramatically in one major ATS dataset

Greenhouse reported that average applications per job increased 102% from Q3 2022 to Q4 2024. This is Greenhouse platform data, not a government statistic.

Source: Greenhouse, 2025 Workforce & Hiring reporting →

The Online Job Application Path Study

JAIP's first major research model is designed to follow real jobs from the employer's authoritative source through the online employment marketplace.

Establish the authoritative job

Record employer, title, location, job ID, authoritative URL, date and intended application destination.

Map where the job appears

Identify relevant search engines, job boards, aggregators, recruiters and other publishers displaying the opportunity.

Document identity and authorization

Record how the employer and publisher are represented and whether authorization can be established or remains unknown.

Trace every Apply path

Record public redirects, domains, registration steps and the final application destination before personal information is submitted.

Identify applicant-data custody

Document which party appears to collect or retain applicant information and what is disclosed to the applicant.

Check job status and attribution

Determine whether the opportunity remains open and whether source attribution survives without interfering with applicant delivery.

Separate evidence from uncertainty

JAIP distinguishes documented facts, attributed claims, reasonable inferences and unresolved questions. Lack of verification is not automatically proof of misconduct.

Research & Source Library

These are core sources supporting JAIP's current public education and research framework. Links go to the originating organization.

Source discipline. JAIP identifies the source and context for statistics and does not imply that a platform policy proves compliance, that an industry survey represents the entire labor market, or that historical data automatically describes current conditions.

Corrections and reproducibility

Material factual claims in JAIP research should be supported by preserved evidence. Research reports should identify the audit period and methodology version used. Where an identifiable organization provides information that materially changes a finding, the published record should reflect the correction or response.

Governance & Independence Verified Application Path Standard