hoba

Knowledge graph · 2026.08.2

Registry

Every entry in the atlas — 65 of them, across six kinds: observations, barriers, mechanisms, patterns, loops and interventions.

openapi.json registry.md registry.json
Agency zone:
ID Type Title Stage / agency zone Evidence
A-001 Observation Complete silence after submission

No automated receipt, acknowledgement, rejection, or recruiter outreach is received following application submission.

IntakeSourcing supported
A-002 Observation Generic "closer alignment" rejection template

Standard automated email stating the team decided to proceed with candidates whose profiles more closely match role requirements.

ScreeningRecruiterTechnical supported
A-003 Observation Position closed after final interview without hire

Candidate completes all interview rounds, but is informed that the requisition has been cancelled, frozen, or closed.

TeamOffer supported
A-004 Observation Materially similar role reposted shortly after rejection

Candidate observes the same or near-identical job listing reposted or refreshed on job boards within 1–8 weeks of rejection.

SourcingScreeningTechnical supported
A-005 Observation Compensation band reduced or altered mid-process

Offered or discussed compensation band is revised downward from previously agreed or advertised range.

RecruiterCompensationOffer supported
A-006 Observation Take-home assignment exceeding reasonable stated scope

Take-home assignment requires building complex production-grade features demanding 20+ hours instead of stated 2–4 hours.

Technical supported
A-007 Observation Multiple interview reschedulings or interviewer no-show

Interviews are repeatedly postponed, delayed at short notice, or interviewer fails to join scheduled call.

RecruiterTechnicalTeam supported
A-008 Observation Explicit feedback citing skill-depth shortfall

Interviewer or recruiter provides structured notes citing a specific deficit in algorithmic complexity, architecture, or tool mastery.

TechnicalTeam supported
A-009 Observation Rejection within minutes of application submission

Automated rejection email arrives within 2 to 30 minutes of form submission, outside human business hours.

Intake supported
A-010 Observation Communication mismatch or tone friction in panel

Noticeable divergence in communication style, pacing, or terminology during live panel discussions.

RecruiterTeam supported
A-011 Observation Offer rescinded or delayed due to internal freeze

Candidate is verbally offered a role or receives written offer which is subsequently delayed or retracted before start date.

OfferPost-offer supported
A-012 Observation Unsolicited recruiter outreach followed by ghosting

Recruiter initiates direct outreach expressing strong interest, but ceases communication after candidate responds with availability.

SourcingRecruiter supported
A-013 Observation Feedback stating candidate is overqualified for the grade

Candidate is rejected on the grounds that their experience, seniority, or previous scope exceeds the open position tier.

RecruiterScreeningTeam supported
A-014 Observation Conflicting feedback across different interviewers

Feedback from one round praises architectural depth while another round claims insufficient technical background.

TechnicalTeam supported
B-013 Barrier Requisition Approval & Public Posting

The gate that exists before any candidate does: headcount is authorized, the job description is written, and the requisition is published (or quietly kept open) on careers pages and job boards.

Before posting established
B-014 Barrier Outbound Sourcing & Talent Pool Contact

Recruiter-initiated outreach to passive candidates and talent-pool building, independent of any inbound application.

Sourcing established
B-001 Barrier Application Ingestion

The initial ingestion gate where candidate CV and structured application fields enter the talent acquisition database / ATS.

Intake established
B-002 Barrier Automated Filter & Parser Threshold

Algorithmic text extraction, keyword scoring, compliance screening (location/work authorization), and knockout question evaluations.

Intake established
B-003 Barrier Inbound Screening & Triage

Recruiter or sourcing coordinator manual review of parsed inbound applications vs active outbound talent pipelines.

Screening established
B-004 Barrier Recruiter Screening Call

Initial conversational interview evaluating salary expectations, timeline, communication, English fluency, and high-level role alignment.

Recruiter established
B-005 Barrier Technical Screen / Live Assessment

Synchronous technical evaluation assessing core technical competencies, problem-solving speed, and system architecture fundamentals.

Technical established
B-006 Barrier Take-Home / Work Sample Evaluation

Asynchronous technical assignment or project artifact reviewed by engineering peers against quality benchmarks.

Technical established
B-007 Barrier Hiring Manager In-Depth Review

Detailed evaluation of candidate seniority, project ownership history, trade-off reasoning, and team-specific mission fit.

Hiring manager established
B-008 Barrier Team & Cross-Functional Panel

Multi-interviewer round assessing collaborative problem solving, code review etiquette, cross-functional communication, and cultural norms.

Team established
B-009 Barrier Compensation & Leveling Reconciliation

Internal alignment between candidate expected compensation/level and company pay bands / leveling grid.

Compensation established
B-010 Barrier Headcount & Executive Budget Approval

Formal sign-off by department leadership, finance, and talent committee to commit budget for the written offer.

Offer established
B-011 Barrier Reference & Background Verification

Third-party or internal verification of past employment records, academic degrees, and professional references.

Post-offer established
B-012 Barrier Offer Closing & Contract Execution

Final mutual execution of the formal employment agreement and start-date confirmation.

Post-offer established
M-001 Mechanism Genuine Technical Skill Shortfall

The candidate’s verified technical execution or domain depth does not meet the established baseline for the role level.

Candidate action established
M-002 Mechanism Stronger Competing Candidate in Final Cohort

Candidate cleared all passing bars, but another applicant in the same pipeline demonstrated superior domain overlap or lower onboarding overhead.

Exogenous (no agency) established
M-003 Mechanism ATS Parser Extraction Failure

Multi-column formatting, graphics, custom fonts, or unsupported document layouts cause ATS parser to corrupt or omit critical work history.

Candidate action established
M-004 Mechanism Unstated Compensation Band Discrepancy

Candidate market rate exceeds budgeted compensation for the requisition, but salary band was never published or clarified early.

Intermediary dependent supported
M-005 Mechanism Pre-Selected Internal Candidate

Requisition was publicly advertised to satisfy corporate policy or legal compliance while an internal employee was already earmarked for the role.

Exogenous (no agency) supported
M-006 Mechanism Stale or Orphaned Job Requisition

Job posting remains active on careers page and aggregator portals despite the team having ceased active hiring or closed headcount.

Exogenous (no agency) established
M-007 Mechanism Headcount Freeze or Budget Cancellation

Executive leadership or finance halts all new hires across division due to macroeconomic factors or revenue shifts mid-interview process.

Exogenous (no agency) established
M-008 Mechanism Automated Keyword / Qualification Filter

Deterministic filter rejecting applications missing exact acronyms, certifications, or specific years-of-experience thresholds.

Candidate action established
M-009 Mechanism Recruiter Volume & Quota Incentive Distortion

Recruiters optimize for pipeline velocity and superficial pattern-matching due to overwhelming applicant volume (500+ per req).

Intermediary dependent supported
M-010 Mechanism Hidden Evaluation Rubric or Undisclosed Priority

The interview team grades candidate against specific undisclosed architectural dogmas, internal frameworks, or unwritten biases.

Intermediary dependent supported
M-011 Mechanism Employment Gap Downranking Bias

Automated ranking algorithms or human screeners discount candidates with recent career breaks regardless of verified project history.

Exogenous (no agency) supported
M-012 Mechanism Interview Resource & Scheduling Saturation

Engineering interviewers are overwhelmed with sprint commitments, leading to calendar fragmentation, rush reviews, or dropped loops.

Intermediary dependent supported
M-013 Mechanism Mid-Process Role Requirement Redefinition

Team changes tech stack, seniority requirements, or project scope mid-funnel, invalidating previous interview assessments.

Exogenous (no agency) supported
M-014 Mechanism Location or Timezone Compliance Constraint

Company legal or tax entity cannot support remote employment contracts in candidate physical residency jurisdiction.

Intermediary dependent established
M-015 Mechanism Communication or Working Style Friction

Candidate demonstrated abrasive tone, defensive reactions to critique, or inability to listen during collaborative interview problem solving.

Candidate action established
M-016 Mechanism Speculative Sourcing / Talent Pooling Without Opening

Recruiters proactively gather candidate pools for future anticipated headcount that is not yet authorized or funded.

Exogenous (no agency) supported
M-017 Mechanism Experience-Age Grading Mismatch

Candidate with 10+ years applied for mid/senior role, triggering fears of boredom, rapid churn, or salary dissatisfaction.

Exogenous (no agency) supported
M-018 Mechanism Domain Specificity Over-Weighting

Interviewer requires exact vertical experience (e.g. adtech, crypto, specific payment processor) over deep transferable systems fundamentals.

Intermediary dependent supported
M-019 Mechanism Take-Home Evaluation Fatigue & Asymmetry

Reviewers perform hurried 5-minute scans of complex 15-hour take-home projects, missing subtle architectural patterns and tests.

Exogenous (no agency) supported
M-020 Mechanism Automated Application Expiration Timeout

ATS configuration automatically issues bulk rejections to all pending unreviewed applications after 45 or 60 days.

Exogenous (no agency) established
M-021 Mechanism Reference Check Discrepancy or Regulatory Ineligibility

Third-party check reveals unverified employment dates, unconfirmed degrees, or direct conflict of interest.

Candidate action established
M-022 Mechanism Hiring Manager Consensus Impasse

The interview panel splits 50/50 without an executive tiebreaker, defaulting conservatively to a "no-hire" decision.

Exogenous (no agency) supported
M-023 Mechanism Portfolio / Work Artifact Misinterpretation

Screeners overlook candidate role architecture due to non-standard repository layout or unindexed open-source contributions.

Candidate action supported
M-024 Mechanism Inflated Requisition Requirements vs Actual Team Needs

Job description demands 10+ niche technologies and Staff-level qualifications for a straightforward feature engineering role.

Intermediary dependent supported
P-001 Pattern Seniority Double Bind

Candidate is simultaneously rejected as overqualified for junior/mid roles and underqualified (or insufficiently specialized) for staff/leadership roles.

supported
P-002 Pattern Closed-Then-Reposted Requisition Motif

A candidate completes multiple late-stage interviews, is rejected with a generic message, and sees the identical role reposted weeks later.

supported
P-003 Pattern Experience-Age Impossibility

Requisition requires more years of hands-on experience in a specific framework or tool than that technology has existed in the open-source ecosystem.

supported
P-004 Pattern Compensation Double Bind

Candidate is required to state salary expectation first; quoting high triggers immediate rejection, while quoting low triggers leveling downranking.

supported
L-001 Loop Employment Gap Penalty Loop

An employment gap triggers automated downranking (M-011), which pushes the profile below keyword and qualification filters (M-008); fewer interview invitations lengthen the gap, which in turn strengthens the downranking.

supported
L-002 Loop Take-Home Opportunity-Cost Saturation Loop

Candidates invest heavy hours into unbounded take-home assignments, reducing bandwidth for applications, while reviewers suffer evaluation fatigue.

supported
L-003 Loop Inflated-Requirements Search Saturation Loop

Teams write inflated requirements, filtering out strong generalists, prolonging open search, causing recruiter fatigue and mid-process role redefinitions.

hypothesis
I-001 Intervention Auto-Close Stale Job Requisitions

Implement automated ATS policy to expire public listings when headcount authorization lapses or no interview activity occurs within 60 days.

supported
I-002 Intervention Upfront Compensation Band Disclosure

Publish verified salary and equity bands directly in job descriptions or disclose them prior to scheduling technical interview rounds.

supported
I-003 Intervention Standardized Late-Stage Rejection Feedback Taxonomy

Provide candidates reaching technical or panel stages with structured, rubric-based feedback categories rather than generic templates.

supported
I-004 Intervention Remove Career Gap Feature from Automated Ranking Models

Disable employment duration gap penalties in recruitment AI algorithms and screening models.

supported
I-005 Intervention Candidate ATS Parser Conformance Test Utility

Provide candidates with an open-source parsing validation tool to verify CV machine-readability before submission.

supported
I-006 Intervention Strict Take-Home Timebox & Blinded Evaluation Rubric

Enforce strict 3-hour scope limits on take-homes, compensate candidates for extended samples, and grade submissions blind.

supported
A-001 Complete silence after submission A-002 Generic "closer alignment" rejection template A-003 Position closed after final interview without hire A-004 Materially similar role reposted shortly after rejection A-005 Compensation band reduced or altered mid-process A-006 Take-home assignment exceeding reasonable stated scope A-007 Multiple interview reschedulings or interviewer no-show A-008 Explicit feedback citing skill-depth shortfall A-009 Rejection within minutes of application submission A-010 Communication mismatch or tone friction in panel A-011 Offer rescinded or delayed due to internal freeze A-012 Unsolicited recruiter outreach followed by ghosting A-013 Feedback stating candidate is overqualified for the grade A-014 Conflicting feedback across different interviewers B-013 Requisition Approval & Public Posting B-014 Outbound Sourcing & Talent Pool Contact B-001 Application Ingestion B-002 Automated Filter & Parser Threshold B-003 Inbound Screening & Triage B-004 Recruiter Screening Call B-005 Technical Screen / Live Assessment B-006 Take-Home / Work Sample Evaluation B-007 Hiring Manager In-Depth Review B-008 Team & Cross-Functional Panel B-009 Compensation & Leveling Reconciliation B-010 Headcount & Executive Budget Approval B-011 Reference & Background Verification B-012 Offer Closing & Contract Execution M-001 Genuine Technical Skill Shortfall M-002 Stronger Competing Candidate in Final Cohort M-003 ATS Parser Extraction Failure M-004 Unstated Compensation Band Discrepancy M-005 Pre-Selected Internal Candidate M-006 Stale or Orphaned Job Requisition M-007 Headcount Freeze or Budget Cancellation M-008 Automated Keyword / Qualification Filter M-009 Recruiter Volume & Quota Incentive Distortion M-010 Hidden Evaluation Rubric or Undisclosed Priority M-011 Employment Gap Downranking Bias M-012 Interview Resource & Scheduling Saturation M-013 Mid-Process Role Requirement Redefinition M-014 Location or Timezone Compliance Constraint M-015 Communication or Working Style Friction M-016 Speculative Sourcing / Talent Pooling Without Opening M-017 Experience-Age Grading Mismatch M-018 Domain Specificity Over-Weighting M-019 Take-Home Evaluation Fatigue & Asymmetry M-020 Automated Application Expiration Timeout M-021 Reference Check Discrepancy or Regulatory Ineligibility M-022 Hiring Manager Consensus Impasse M-023 Portfolio / Work Artifact Misinterpretation M-024 Inflated Requisition Requirements vs Actual Team Needs P-001 Seniority Double Bind P-002 Closed-Then-Reposted Requisition Motif P-003 Experience-Age Impossibility P-004 Compensation Double Bind L-001 Employment Gap Penalty Loop L-002 Take-Home Opportunity-Cost Saturation Loop L-003 Inflated-Requirements Search Saturation Loop I-001 Auto-Close Stale Job Requisitions I-002 Upfront Compensation Band Disclosure I-003 Standardized Late-Stage Rejection Feedback Taxonomy I-004 Remove Career Gap Feature from Automated Ranking Models I-005 Candidate ATS Parser Conformance Test Utility I-006 Strict Take-Home Timebox & Blinded Evaluation Rubric
Observation A-001 Intake

Complete silence after submission

No automated receipt, acknowledgement, rejection, or recruiter outreach is received following application submission.

Evidence: supported

Observation A-002 Screening

Generic "closer alignment" rejection template

Standard automated email stating the team decided to proceed with candidates whose profiles more closely match role requirements.

Evidence: supported

Observation A-003 Team

Position closed after final interview without hire

Candidate completes all interview rounds, but is informed that the requisition has been cancelled, frozen, or closed.

Evidence: supported

Observation A-004 Sourcing

Materially similar role reposted shortly after rejection

Candidate observes the same or near-identical job listing reposted or refreshed on job boards within 1–8 weeks of rejection.

Evidence: supported

Observation A-005 Recruiter

Compensation band reduced or altered mid-process

Offered or discussed compensation band is revised downward from previously agreed or advertised range.

Evidence: supported

Observation A-006 Technical

Take-home assignment exceeding reasonable stated scope

Take-home assignment requires building complex production-grade features demanding 20+ hours instead of stated 2–4 hours.

Evidence: supported

Observation A-007 Recruiter

Multiple interview reschedulings or interviewer no-show

Interviews are repeatedly postponed, delayed at short notice, or interviewer fails to join scheduled call.

Evidence: supported

Observation A-008 Technical

Explicit feedback citing skill-depth shortfall

Interviewer or recruiter provides structured notes citing a specific deficit in algorithmic complexity, architecture, or tool mastery.

Evidence: supported

Observation A-009 Intake

Rejection within minutes of application submission

Automated rejection email arrives within 2 to 30 minutes of form submission, outside human business hours.

Evidence: supported

Observation A-010 Recruiter

Communication mismatch or tone friction in panel

Noticeable divergence in communication style, pacing, or terminology during live panel discussions.

Evidence: supported

Observation A-011 Offer

Offer rescinded or delayed due to internal freeze

Candidate is verbally offered a role or receives written offer which is subsequently delayed or retracted before start date.

Evidence: supported

Observation A-012 Sourcing

Unsolicited recruiter outreach followed by ghosting

Recruiter initiates direct outreach expressing strong interest, but ceases communication after candidate responds with availability.

Evidence: supported

Observation A-013 Recruiter

Feedback stating candidate is overqualified for the grade

Candidate is rejected on the grounds that their experience, seniority, or previous scope exceeds the open position tier.

Evidence: supported

Observation A-014 Technical

Conflicting feedback across different interviewers

Feedback from one round praises architectural depth while another round claims insufficient technical background.

Evidence: supported

Barrier B-013 Before posting

Requisition Approval & Public Posting

The gate that exists before any candidate does: headcount is authorized, the job description is written, and the requisition is published (or quietly kept open) on careers pages and job boards.

Evidence: established

Barrier B-014 Sourcing

Outbound Sourcing & Talent Pool Contact

Recruiter-initiated outreach to passive candidates and talent-pool building, independent of any inbound application.

Evidence: established

Barrier B-001 Intake

Application Ingestion

The initial ingestion gate where candidate CV and structured application fields enter the talent acquisition database / ATS.

Evidence: established

Barrier B-002 Intake

Automated Filter & Parser Threshold

Algorithmic text extraction, keyword scoring, compliance screening (location/work authorization), and knockout question evaluations.

Evidence: established

Barrier B-003 Screening

Inbound Screening & Triage

Recruiter or sourcing coordinator manual review of parsed inbound applications vs active outbound talent pipelines.

Evidence: established

Barrier B-004 Recruiter

Recruiter Screening Call

Initial conversational interview evaluating salary expectations, timeline, communication, English fluency, and high-level role alignment.

Evidence: established

Barrier B-005 Technical

Technical Screen / Live Assessment

Synchronous technical evaluation assessing core technical competencies, problem-solving speed, and system architecture fundamentals.

Evidence: established

Barrier B-006 Technical

Take-Home / Work Sample Evaluation

Asynchronous technical assignment or project artifact reviewed by engineering peers against quality benchmarks.

Evidence: established

Barrier B-007 Hiring manager

Hiring Manager In-Depth Review

Detailed evaluation of candidate seniority, project ownership history, trade-off reasoning, and team-specific mission fit.

Evidence: established

Barrier B-008 Team

Team & Cross-Functional Panel

Multi-interviewer round assessing collaborative problem solving, code review etiquette, cross-functional communication, and cultural norms.

Evidence: established

Barrier B-009 Compensation

Compensation & Leveling Reconciliation

Internal alignment between candidate expected compensation/level and company pay bands / leveling grid.

Evidence: established

Barrier B-010 Offer

Headcount & Executive Budget Approval

Formal sign-off by department leadership, finance, and talent committee to commit budget for the written offer.

Evidence: established

Barrier B-011 Post-offer

Reference & Background Verification

Third-party or internal verification of past employment records, academic degrees, and professional references.

Evidence: established

Barrier B-012 Post-offer

Offer Closing & Contract Execution

Final mutual execution of the formal employment agreement and start-date confirmation.

Evidence: established

Mechanism M-001 Candidate action

Genuine Technical Skill Shortfall

The candidate’s verified technical execution or domain depth does not meet the established baseline for the role level.

Evidence: established

Mechanism M-002 Exogenous (no agency)

Stronger Competing Candidate in Final Cohort

Candidate cleared all passing bars, but another applicant in the same pipeline demonstrated superior domain overlap or lower onboarding overhead.

Evidence: established

Mechanism M-003 Candidate action

ATS Parser Extraction Failure

Multi-column formatting, graphics, custom fonts, or unsupported document layouts cause ATS parser to corrupt or omit critical work history.

Evidence: established

Mechanism M-004 Intermediary dependent

Unstated Compensation Band Discrepancy

Candidate market rate exceeds budgeted compensation for the requisition, but salary band was never published or clarified early.

Evidence: supported

Mechanism M-005 Exogenous (no agency)

Pre-Selected Internal Candidate

Requisition was publicly advertised to satisfy corporate policy or legal compliance while an internal employee was already earmarked for the role.

Evidence: supported

Mechanism M-006 Exogenous (no agency)

Stale or Orphaned Job Requisition

Job posting remains active on careers page and aggregator portals despite the team having ceased active hiring or closed headcount.

Evidence: established

Mechanism M-007 Exogenous (no agency)

Headcount Freeze or Budget Cancellation

Executive leadership or finance halts all new hires across division due to macroeconomic factors or revenue shifts mid-interview process.

Evidence: established

Mechanism M-008 Candidate action

Automated Keyword / Qualification Filter

Deterministic filter rejecting applications missing exact acronyms, certifications, or specific years-of-experience thresholds.

Evidence: established

Mechanism M-009 Intermediary dependent

Recruiter Volume & Quota Incentive Distortion

Recruiters optimize for pipeline velocity and superficial pattern-matching due to overwhelming applicant volume (500+ per req).

Evidence: supported

Mechanism M-010 Intermediary dependent

Hidden Evaluation Rubric or Undisclosed Priority

The interview team grades candidate against specific undisclosed architectural dogmas, internal frameworks, or unwritten biases.

Evidence: supported

Mechanism M-011 Exogenous (no agency)

Employment Gap Downranking Bias

Automated ranking algorithms or human screeners discount candidates with recent career breaks regardless of verified project history.

Evidence: supported

Mechanism M-012 Intermediary dependent

Interview Resource & Scheduling Saturation

Engineering interviewers are overwhelmed with sprint commitments, leading to calendar fragmentation, rush reviews, or dropped loops.

Evidence: supported

Mechanism M-013 Exogenous (no agency)

Mid-Process Role Requirement Redefinition

Team changes tech stack, seniority requirements, or project scope mid-funnel, invalidating previous interview assessments.

Evidence: supported

Mechanism M-014 Intermediary dependent

Location or Timezone Compliance Constraint

Company legal or tax entity cannot support remote employment contracts in candidate physical residency jurisdiction.

Evidence: established

Mechanism M-015 Candidate action

Communication or Working Style Friction

Candidate demonstrated abrasive tone, defensive reactions to critique, or inability to listen during collaborative interview problem solving.

Evidence: established

Mechanism M-016 Exogenous (no agency)

Speculative Sourcing / Talent Pooling Without Opening

Recruiters proactively gather candidate pools for future anticipated headcount that is not yet authorized or funded.

Evidence: supported

Mechanism M-017 Exogenous (no agency)

Experience-Age Grading Mismatch

Candidate with 10+ years applied for mid/senior role, triggering fears of boredom, rapid churn, or salary dissatisfaction.

Evidence: supported

Mechanism M-018 Intermediary dependent

Domain Specificity Over-Weighting

Interviewer requires exact vertical experience (e.g. adtech, crypto, specific payment processor) over deep transferable systems fundamentals.

Evidence: supported

Mechanism M-019 Exogenous (no agency)

Take-Home Evaluation Fatigue & Asymmetry

Reviewers perform hurried 5-minute scans of complex 15-hour take-home projects, missing subtle architectural patterns and tests.

Evidence: supported

Mechanism M-020 Exogenous (no agency)

Automated Application Expiration Timeout

ATS configuration automatically issues bulk rejections to all pending unreviewed applications after 45 or 60 days.

Evidence: established

Mechanism M-021 Candidate action

Reference Check Discrepancy or Regulatory Ineligibility

Third-party check reveals unverified employment dates, unconfirmed degrees, or direct conflict of interest.

Evidence: established

Mechanism M-022 Exogenous (no agency)

Hiring Manager Consensus Impasse

The interview panel splits 50/50 without an executive tiebreaker, defaulting conservatively to a "no-hire" decision.

Evidence: supported

Mechanism M-023 Candidate action

Portfolio / Work Artifact Misinterpretation

Screeners overlook candidate role architecture due to non-standard repository layout or unindexed open-source contributions.

Evidence: supported

Mechanism M-024 Intermediary dependent

Inflated Requisition Requirements vs Actual Team Needs

Job description demands 10+ niche technologies and Staff-level qualifications for a straightforward feature engineering role.

Evidence: supported

Pattern P-001

Seniority Double Bind

Candidate is simultaneously rejected as overqualified for junior/mid roles and underqualified (or insufficiently specialized) for staff/leadership roles.

Evidence: supported

Pattern P-002

Closed-Then-Reposted Requisition Motif

A candidate completes multiple late-stage interviews, is rejected with a generic message, and sees the identical role reposted weeks later.

Evidence: supported

Pattern P-003

Experience-Age Impossibility

Requisition requires more years of hands-on experience in a specific framework or tool than that technology has existed in the open-source ecosystem.

Evidence: supported

Pattern P-004

Compensation Double Bind

Candidate is required to state salary expectation first; quoting high triggers immediate rejection, while quoting low triggers leveling downranking.

Evidence: supported

Loop L-001

Employment Gap Penalty Loop

An employment gap triggers automated downranking (M-011), which pushes the profile below keyword and qualification filters (M-008); fewer interview invitations lengthen the gap, which in turn strengthens the downranking.

Evidence: supported

Loop L-002

Take-Home Opportunity-Cost Saturation Loop

Candidates invest heavy hours into unbounded take-home assignments, reducing bandwidth for applications, while reviewers suffer evaluation fatigue.

Evidence: supported

Loop L-003

Inflated-Requirements Search Saturation Loop

Teams write inflated requirements, filtering out strong generalists, prolonging open search, causing recruiter fatigue and mid-process role redefinitions.

Evidence: hypothesis

Intervention I-001

Auto-Close Stale Job Requisitions

Implement automated ATS policy to expire public listings when headcount authorization lapses or no interview activity occurs within 60 days.

Evidence: supported

Intervention I-002

Upfront Compensation Band Disclosure

Publish verified salary and equity bands directly in job descriptions or disclose them prior to scheduling technical interview rounds.

Evidence: supported

Intervention I-003

Standardized Late-Stage Rejection Feedback Taxonomy

Provide candidates reaching technical or panel stages with structured, rubric-based feedback categories rather than generic templates.

Evidence: supported

Intervention I-004

Remove Career Gap Feature from Automated Ranking Models

Disable employment duration gap penalties in recruitment AI algorithms and screening models.

Evidence: supported

Intervention I-005

Candidate ATS Parser Conformance Test Utility

Provide candidates with an open-source parsing validation tool to verify CV machine-readability before submission.

Evidence: supported

Intervention I-006

Strict Take-Home Timebox & Blinded Evaluation Rubric

Enforce strict 3-hour scope limits on take-homes, compensate candidates for extended samples, and grade submissions blind.

Evidence: supported