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Recruitment Identity And Access Abuse On Recruitment Platforms
Recruitment Fake Candidate And Employer Account Opening Fraud
Recruitment Automated Bots And Scraping Attacks
Recruitment Job Posting And Communication Scams
Recruitment Payments Credits And Marketplace Abuse
Recruitment Identity And Access Abuse On Recruitment Platforms
New Login From Unseen Device Fingerprint Shortly After Password Reset
Recruiter accounts show a spike in novel device fingerprints after resets. Evidence graph highlights outlier days exceeding baseline.
Account-takeover solution: Trigger step up and block risky logins tied to new devices and regions. https://www.crossclassify.com/solutions/account-takeover/
Multiple Failed Logins Followed By Success From Distant Geolocation
Success after many fails from a new region. Evidence funnel flags abnormal geo switch.
Bot-attack solution: Detect and throttle credential stuffing waves before they convert. https://www.crossclassify.com/solutions/bot-attack/
Sudden Changes To Contact Info Followed By Mass Applications
Profile edits do not trigger mass apply behavior. Evidence table shows normal cadence.
Logins From Tor Vpn Or Data Center Ip Ranges
Low share from anonymizers. Evidence graph within threshold.
Shared Device Fingerprint Across Different Candidate Profiles
Minimal account–device overlap. Bipartite evidence shows low clustering.
Reused Withdrawal Or Payout Methods Across Recruiter Entities
One payout per entity. Evidence table shows unique mapping.
| recruiter_account | payout_target |
|---|---|
| R001 | PT-1001 |
| R002 | PT-1002 |
| R003 | PT-1003 |
| R004 | PT-1004 |
| R005 | PT-1005 |
| R006 | PT-1006 |
| R007 | PT-1007 |
| R008 | PT-1008 |
Recruitment Fake Candidate And Employer Account Opening Fraud
Mass Sign Ups From Few Ips Or Subnets Within 24h
One or two IPs dominate sign-ups. Evidence graph shows spikes.
account-opening solution: Score registrations and slow or stop bursts from concentrated IP sources. https://www.crossclassify.com/solutions/account-opening/
Inconsistent Work History Vs Public Signals Tenure Gaps Title Inflation
Repeated inconsistencies. Evidence table shows mismatch flags.
Behavioral-biometrics solution: Use interaction signals and guided prompts to expose fabricated histories. https://www.crossclassify.com/solutions/behavioral-biometrics/
Non Deliverable Or Verification Failures On Corporate Email Domains
Low, steady failure rate. Evidence line within control band.
Reused Company Registration Numbers Across Multiple Accounts
1:1 mapping. Evidence shows unique keys.
High Ratio Of Disposable Emails And Virtual Phone Numbers
Elevated disposable indicators. Evidence table shows many hits.
account-opening solution: Score risky emails and numbers and require stronger verification. https://www.crossclassify.com/solutions/account-opening/
Device Cookie Churn With Near Identical Hardware Prints
Stable device hashes across sessions. Evidence line flat.
Recruitment Automated Bots And Scraping Attacks
Applications Per Minute Forming Sharp Bursts At Fixed Intervals
Periodic bursts indicate automation. Evidence shows step-like spikes.
Bot-attack solution: Score traffic and throttle scripted application bursts. https://www.crossclassify.com/solutions/bot-attack/
Zero Cursor Events And Uniform Keystroke Latency
Tight low-latency cluster. Evidence histogram shows bot cluster.
Behavioral-biometrics solution: Challenge users when interaction patterns look machine like. https://www.crossclassify.com/solutions/behavioral-biometrics/
Unusual Volume Of Resume Exports Per Recruiter Per Day
Export counts within role norms. Evidence bars are balanced.
Sequential Page Hits At Machine Speed Across Candidate Lists
Human-rate browsing. Evidence line near baseline.
High Login Fail Rate From Concentrated Ip Ranges
Hotspots on a few CIDRs. Evidence heat shows clusters.
Bot-attack solution: Identify hostile CIDRs and slow or block them at the edge. https://www.crossclassify.com/solutions/bot-attack/
Username Hit Rate Spikes Vs Historical Baseline
Stable hit-rate. Evidence line within band.
Recruitment Job Posting And Communication Scams
User Reports Of Upfront Fee Or Crypto Pay Posts
Few reports, no category concentration. Evidence bars small.
Links Redirecting To Credential Harvest Sites
Malicious redirects detected. Evidence table flags red.
Bot-attack solution: Inspect outbound links and auto block posts tied to malicious redirects. https://www.crossclassify.com/solutions/bot-attack/
Requests For Payments Before Interview
No payment-ask patterns. Evidence table shows low scores.
Off Platform Messaging With New Throwaway Accounts
Many first-contact pivots. Evidence network shows clusters.
account-opening solution: Add friction for young accounts that try to move chats off platform. https://www.crossclassify.com/solutions/account-opening/
Display Name Spoofing Of Known Brands
No brand collision spikes. Evidence panel flat.
Sudden Dm Volume From New Recruiters To Many Candidates
New senders message slowly. Evidence bars show ramp-up.
Recruitment Payments Credits And Marketplace Abuse
Elevated Chargeback Rate For Premium Features
Rate breaches threshold. Evidence line spikes over limit.
Device-fingerprint solution: Bind purchases to trusted devices and block repeat abuse patterns. https://www.crossclassify.com/solutions/device-fingerprint/
Mismatch Card Country Vs Account Geo Or Device
Low mismatch frequency. Evidence table shows few flags.
Used Then Refund Pattern For Resume Unlock Packs
Refunds proportional to defects. Evidence lines track closely.
Excessive Disputes From A Few Recruiters
Few accounts dominate disputes. Evidence bar chart shows outliers.
Account tiering, manual review triggers, behavior scoring: https://www.crossclassify.com/solutions/behavioral-biometrics/
Multiple Redemptions From Shared Devices
One device → one promo. Evidence network simple.
Sign Up Only Engagement Followed By Promo Redemption
Healthy engagement before promo use. Evidence lines show retention.