{ "version": "2026.08.1", "schema_version": "1.0.0", "updated_at": "2026-08-26T20:00:00Z", "artifacts": [ { "id": "A-001", "type": "artifact", "title": "Complete silence after submission", "summary": "No automated receipt, acknowledgement, rejection, or recruiter outreach is received following application submission.", "stages": [ "ingestion", "sourcing" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-001" ], "probes": [ { "id": "PROBE-A-001-1", "action": "Check email spam and security quarantine folders for ATS automated acknowledgement tokens.", "expected_signal": "Confirms whether application was ingested and generated a confirmation ID.", "cost": "low" } ], "non_inferences": [ "Does not prove the application was reviewed by a human.", "Does not prove the role was cancelled or already filled." ], "content": "# Complete silence after submission\n\nNo automated receipt, acknowledgement, rejection, or recruiter outreach is received following application submission.\n\n### Diagnostic Non-Inferences\n- Does not prove the application was reviewed by a human.\n- Does not prove the role was cancelled or already filled." }, { "id": "A-002", "type": "artifact", "title": "Generic \"closer alignment\" rejection template", "summary": "Standard automated email stating the team decided to proceed with candidates whose profiles more closely match role requirements.", "stages": [ "screening", "recruiter", "technical" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-001" ], "probes": [ { "id": "PROBE-A-002-1", "action": "Compare CV keyword density with exact requirement phrases in the published job description.", "expected_signal": "Reveals potential vocabulary mismatch between candidate phrasing and ATS rubric.", "cost": "low" } ], "non_inferences": [ "Does not establish which specific skill was deemed insufficient.", "Does not establish whether a human reviewer read the full resume." ], "content": "# Generic \"closer alignment\" rejection template\n\nStandard automated email stating the team decided to proceed with candidates whose profiles more closely match role requirements.\n\n### Diagnostic Non-Inferences\n- Does not establish which specific skill was deemed insufficient.\n- Does not establish whether a human reviewer read the full resume." }, { "id": "A-003", "type": "artifact", "title": "Position closed after final interview without hire", "summary": "Candidate completes all interview rounds, but is informed that the requisition has been cancelled, frozen, or closed.", "stages": [ "team", "offer" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-004" ], "probes": [ { "id": "PROBE-A-003-1", "action": "Politely inquire with recruiter if the position was closed due to business budget restructuring or team reallocation.", "expected_signal": "Clarifies whether barrier was candidate-specific or macroeconomic/budgetary.", "cost": "low" } ], "non_inferences": [ "Does not prove candidate failed technical or behavioral evaluations.", "Does not prove the company lied about opening intention." ], "content": "# Position closed after final interview without hire\n\nCandidate completes all interview rounds, but is informed that the requisition has been cancelled, frozen, or closed.\n\n### Diagnostic Non-Inferences\n- Does not prove candidate failed technical or behavioral evaluations.\n- Does not prove the company lied about opening intention." }, { "id": "A-004", "type": "artifact", "title": "Materially similar role reposted shortly after rejection", "summary": "Candidate observes the same or near-identical job listing reposted or refreshed on job boards within 1–8 weeks of rejection.", "stages": [ "sourcing", "screening", "technical" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-004" ], "probes": [ { "id": "PROBE-A-004-1", "action": "Check job listing requisition ID or ask recruiter whether the posting is an automated ATS refresh or a distinct headcount opening.", "expected_signal": "Distinguishes between automated job board bot refreshes and genuine recurring hiring demand.", "cost": "low" } ], "non_inferences": [ "Does not establish that the role was a \"fake\" or \"ghost\" posting.", "Does not establish that the prior interview feedback was fraudulent." ], "content": "# Materially similar role reposted shortly after rejection\n\nCandidate observes the same or near-identical job listing reposted or refreshed on job boards within 1–8 weeks of rejection.\n\n### Diagnostic Non-Inferences\n- Does not establish that the role was a \"fake\" or \"ghost\" posting.\n- Does not establish that the prior interview feedback was fraudulent." }, { "id": "A-005", "type": "artifact", "title": "Compensation band reduced or altered mid-process", "summary": "Offered or discussed compensation band is revised downward from previously agreed or advertised range.", "stages": [ "recruiter", "compensation", "offer" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-005" ], "probes": [ { "id": "PROBE-A-005-1", "action": "Request clarification on whether the revised band reflects a lower leveling grade or a company-wide budget adjustment.", "expected_signal": "Separates leveling evaluation outcome from company financial constraints.", "cost": "medium" } ], "non_inferences": [ "Does not prove intentional bait-and-switch malice unless verified by company policy evidence." ], "content": "# Compensation band reduced or altered mid-process\n\nOffered or discussed compensation band is revised downward from previously agreed or advertised range.\n\n### Diagnostic Non-Inferences\n- Does not prove intentional bait-and-switch malice unless verified by company policy evidence." }, { "id": "A-006", "type": "artifact", "title": "Take-home assignment exceeding reasonable stated scope", "summary": "Take-home assignment requires building complex production-grade features demanding 20+ hours instead of stated 2–4 hours.", "stages": [ "technical" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-006" ], "probes": [ { "id": "PROBE-A-006-1", "action": "Define explicit boundaries and trade-offs in submission README stating assumptions made to fit the agreed timebox.", "expected_signal": "Tests whether evaluators value scope management and communication over unbounded free work.", "cost": "low" } ], "non_inferences": [ "Does not prove the company is harvesting free intellectual property for production use." ], "content": "# Take-home assignment exceeding reasonable stated scope\n\nTake-home assignment requires building complex production-grade features demanding 20+ hours instead of stated 2–4 hours.\n\n### Diagnostic Non-Inferences\n- Does not prove the company is harvesting free intellectual property for production use." }, { "id": "A-007", "type": "artifact", "title": "Multiple interview reschedulings or interviewer no-show", "summary": "Interviews are repeatedly postponed, delayed at short notice, or interviewer fails to join scheduled call.", "stages": [ "recruiter", "technical", "team" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-001" ], "probes": [ { "id": "PROBE-A-007-1", "action": "Offer clear flexible availability slots and confirm contact details 2 hours prior to the call.", "expected_signal": "Minimizes scheduling friction and verifies recruiter responsiveness.", "cost": "low" } ], "non_inferences": [ "Does not imply candidate rejection; frequently reflects interviewer calendar congestion or emergency incidents." ], "content": "# Multiple interview reschedulings or interviewer no-show\n\nInterviews are repeatedly postponed, delayed at short notice, or interviewer fails to join scheduled call.\n\n### Diagnostic Non-Inferences\n- Does not imply candidate rejection; frequently reflects interviewer calendar congestion or emergency incidents." }, { "id": "A-008", "type": "artifact", "title": "Explicit feedback citing skill-depth shortfall", "summary": "Interviewer or recruiter provides structured notes citing a specific deficit in algorithmic complexity, architecture, or tool mastery.", "stages": [ "technical", "team" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-006" ], "probes": [ { "id": "PROBE-A-008-1", "action": "Review interview problem solution against industry standard patterns and identify edge cases missed.", "expected_signal": "Verifies whether candidate code truly lacked required optimization or rigor.", "cost": "medium" } ], "non_inferences": [ "Does not imply general incompetence; reflects threshold for this specific role level." ], "content": "# Explicit feedback citing skill-depth shortfall\n\nInterviewer or recruiter provides structured notes citing a specific deficit in algorithmic complexity, architecture, or tool mastery.\n\n### Diagnostic Non-Inferences\n- Does not imply general incompetence; reflects threshold for this specific role level." }, { "id": "A-009", "type": "artifact", "title": "Rejection within minutes of application submission", "summary": "Automated rejection email arrives within 2 to 30 minutes of form submission, outside human business hours.", "stages": [ "ingestion" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-001" ], "probes": [ { "id": "PROBE-A-009-1", "action": "Audit application answers to mandatory knock-out questions (work permit, country of residence, minimum years experience).", "expected_signal": "Identifies exact boolean filter rule triggered by ATS.", "cost": "low" } ], "non_inferences": [ "Does not imply candidate resume was judged as poor by human engineers." ], "content": "# Rejection within minutes of application submission\n\nAutomated rejection email arrives within 2 to 30 minutes of form submission, outside human business hours.\n\n### Diagnostic Non-Inferences\n- Does not imply candidate resume was judged as poor by human engineers." }, { "id": "A-010", "type": "artifact", "title": "Communication mismatch or tone friction in panel", "summary": "Noticeable divergence in communication style, pacing, or terminology during live panel discussions.", "stages": [ "recruiter", "team" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-006" ], "probes": [ { "id": "PROBE-A-010-1", "action": "Request explicit feedback on collaborative dynamic from recruiter.", "expected_signal": "Clarifies whether friction was perceived as attitude issue or stylistic preference.", "cost": "low" } ], "non_inferences": [ "Does not prove candidate lacks teamwork skills globally." ], "content": "# Communication mismatch or tone friction in panel\n\nNoticeable divergence in communication style, pacing, or terminology during live panel discussions.\n\n### Diagnostic Non-Inferences\n- Does not prove candidate lacks teamwork skills globally." }, { "id": "A-011", "type": "artifact", "title": "Offer rescinded or delayed due to internal freeze", "summary": "Candidate is verbally offered a role or receives written offer which is subsequently delayed or retracted before start date.", "stages": [ "offer", "post-offer" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-004" ], "probes": [ { "id": "PROBE-A-011-1", "action": "Request formal written notice regarding whether requisition is permanently cancelled or deferred to next fiscal quarter.", "expected_signal": "Provides timeline clarity for candidate decision-making.", "cost": "low" } ], "non_inferences": [ "Does not imply candidate failed reference checks unless explicitly stated." ], "content": "# Offer rescinded or delayed due to internal freeze\n\nCandidate is verbally offered a role or receives written offer which is subsequently delayed or retracted before start date.\n\n### Diagnostic Non-Inferences\n- Does not imply candidate failed reference checks unless explicitly stated." }, { "id": "A-012", "type": "artifact", "title": "Unsolicited recruiter outreach followed by ghosting", "summary": "Recruiter initiates direct outreach expressing strong interest, but ceases communication after candidate responds with availability.", "stages": [ "sourcing", "recruiter" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-001" ], "probes": [ { "id": "PROBE-A-012-1", "action": "Send one single polite follow-up after 5 business days referencing original outreach thread.", "expected_signal": "Recovers stalled conversation if recruiter was out-of-office or overwhelmed.", "cost": "low" } ], "non_inferences": [ "Does not prove candidate profile was rejected; often indicates batch automated sourcing campaigns." ], "content": "# Unsolicited recruiter outreach followed by ghosting\n\nRecruiter initiates direct outreach expressing strong interest, but ceases communication after candidate responds with availability.\n\n### Diagnostic Non-Inferences\n- Does not prove candidate profile was rejected; often indicates batch automated sourcing campaigns." }, { "id": "A-013", "type": "artifact", "title": "Feedback stating candidate is overqualified for the grade", "summary": "Candidate is rejected on the grounds that their experience, seniority, or previous scope exceeds the open position tier.", "stages": [ "recruiter", "screening", "team" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-002" ], "probes": [ { "id": "PROBE-A-013-1", "action": "Inquire whether the organization has higher-tier or staff-level requisitions open where broader scope is desired.", "expected_signal": "Channels candidate into appropriate leveling track.", "cost": "low" } ], "non_inferences": [ "Does not imply the candidate is undesirable, but signals retention/flight-risk and compensation mismatch concerns." ], "content": "# Feedback stating candidate is overqualified for the grade\n\nCandidate is rejected on the grounds that their experience, seniority, or previous scope exceeds the open position tier.\n\n### Diagnostic Non-Inferences\n- Does not imply the candidate is undesirable, but signals retention/flight-risk and compensation mismatch concerns." }, { "id": "A-014", "type": "artifact", "title": "Conflicting feedback across different interviewers", "summary": "Feedback from one round praises architectural depth while another round claims insufficient technical background.", "stages": [ "technical", "team" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-006" ], "probes": [ { "id": "PROBE-A-014-1", "action": "Request aggregated hiring rubric summary from talent partner.", "expected_signal": "Reveals whether team had misaligned internal evaluation criteria.", "cost": "low" } ], "non_inferences": [ "Does not prove bad faith; highlights lack of rubric calibration across the hiring committee." ], "content": "# Conflicting feedback across different interviewers\n\nFeedback from one round praises architectural depth while another round claims insufficient technical background.\n\n### Diagnostic Non-Inferences\n- Does not prove bad faith; highlights lack of rubric calibration across the hiring committee." } ], "barriers": [ { "id": "B-001", "type": "barrier", "title": "Application Ingestion", "stage": "ingestion", "order": 1, "precedes": [ "B-002" ], "description": "The initial ingestion gate where candidate CV and structured application fields enter the talent acquisition database / ATS.", "pass_condition": "Application record is successfully received, validated for minimum schema, and linked to the active job requisition.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-001" ], "content": "# Application Ingestion\n\nThe initial ingestion gate where candidate CV and structured application fields enter the talent acquisition database / ATS.\n\n### Pass Condition\nApplication record is successfully received, validated for minimum schema, and linked to the active job requisition." }, { "id": "B-002", "type": "barrier", "title": "Automated Filter & Parser Threshold", "stage": "ingestion", "order": 2, "precedes": [ "B-003", "B-004" ], "description": "Algorithmic text extraction, keyword scoring, compliance screening (location/work authorization), and knockout question evaluations.", "pass_condition": "CV parsing achieves sufficient extraction score and candidate passes all mandatory algorithmic gating rules.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-001" ], "content": "# Automated Filter & Parser Threshold\n\nAlgorithmic text extraction, keyword scoring, compliance screening (location/work authorization), and knockout question evaluations.\n\n### Pass Condition\nCV parsing achieves sufficient extraction score and candidate passes all mandatory algorithmic gating rules." }, { "id": "B-003", "type": "barrier", "title": "Sourcing & Inbound Triage", "stage": "sourcing", "order": 3, "precedes": [ "B-004" ], "description": "Recruiter or sourcing coordinator manual review of parsed inbound applications vs active outbound talent pipelines.", "pass_condition": "Recruiter assigns application to the active short-list for initial conversational outreach.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-001" ], "content": "# Sourcing & Inbound Triage\n\nRecruiter or sourcing coordinator manual review of parsed inbound applications vs active outbound talent pipelines.\n\n### Pass Condition\nRecruiter assigns application to the active short-list for initial conversational outreach." }, { "id": "B-004", "type": "barrier", "title": "Recruiter Screening Call", "stage": "recruiter", "order": 4, "precedes": [ "B-005" ], "description": "Initial conversational interview evaluating salary expectations, timeline, communication, English fluency, and high-level role alignment.", "pass_condition": "Recruiter and candidate align on core parameters and candidate is submitted to hiring team.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-001", "EVD-005" ], "content": "# Recruiter Screening Call\n\nInitial conversational interview evaluating salary expectations, timeline, communication, English fluency, and high-level role alignment.\n\n### Pass Condition\nRecruiter and candidate align on core parameters and candidate is submitted to hiring team." }, { "id": "B-005", "type": "barrier", "title": "Technical Screen / Live Assessment", "stage": "technical", "order": 5, "precedes": [ "B-006", "B-007" ], "description": "Synchronous technical evaluation assessing core technical competencies, problem-solving speed, and system architecture fundamentals.", "pass_condition": "Candidate achieves passing score on technical evaluation rubric from the assessing engineer.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-006" ], "content": "# Technical Screen / Live Assessment\n\nSynchronous technical evaluation assessing core technical competencies, problem-solving speed, and system architecture fundamentals.\n\n### Pass Condition\nCandidate achieves passing score on technical evaluation rubric from the assessing engineer." }, { "id": "B-006", "type": "barrier", "title": "Take-Home / Work Sample Evaluation", "stage": "technical", "order": 6, "precedes": [ "B-007" ], "description": "Asynchronous technical assignment or project artifact reviewed by engineering peers against quality benchmarks.", "pass_condition": "Code artifact satisfies architectural, functional, test coverage, and documentation requirements.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-006" ], "content": "# Take-Home / Work Sample Evaluation\n\nAsynchronous technical assignment or project artifact reviewed by engineering peers against quality benchmarks.\n\n### Pass Condition\nCode artifact satisfies architectural, functional, test coverage, and documentation requirements." }, { "id": "B-007", "type": "barrier", "title": "Hiring Manager In-Depth Review", "stage": "screening", "order": 7, "precedes": [ "B-008" ], "description": "Detailed evaluation of candidate seniority, project ownership history, trade-off reasoning, and team-specific mission fit.", "pass_condition": "Hiring manager confirms candidate has required depth and approves progression to final panel.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-002" ], "content": "# Hiring Manager In-Depth Review\n\nDetailed evaluation of candidate seniority, project ownership history, trade-off reasoning, and team-specific mission fit.\n\n### Pass Condition\nHiring manager confirms candidate has required depth and approves progression to final panel." }, { "id": "B-008", "type": "barrier", "title": "Team & Cross-Functional Panel", "stage": "team", "order": 8, "precedes": [ "B-009" ], "description": "Multi-interviewer round assessing collaborative problem solving, code review etiquette, cross-functional communication, and cultural norms.", "pass_condition": "Consensus score among team panelists meets or exceeds hire recommendation threshold.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-006" ], "content": "# Team & Cross-Functional Panel\n\nMulti-interviewer round assessing collaborative problem solving, code review etiquette, cross-functional communication, and cultural norms.\n\n### Pass Condition\nConsensus score among team panelists meets or exceeds hire recommendation threshold." }, { "id": "B-009", "type": "barrier", "title": "Compensation & Leveling Reconciliation", "stage": "compensation", "order": 9, "precedes": [ "B-010" ], "description": "Internal alignment between candidate expected compensation/level and company pay bands / leveling grid.", "pass_condition": "Candidate expectations fit within approved salary band and equity guidelines for the target grade.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-002", "EVD-005" ], "content": "# Compensation & Leveling Reconciliation\n\nInternal alignment between candidate expected compensation/level and company pay bands / leveling grid.\n\n### Pass Condition\nCandidate expectations fit within approved salary band and equity guidelines for the target grade." }, { "id": "B-010", "type": "barrier", "title": "Headcount & Executive Budget Approval", "stage": "offer", "order": 10, "precedes": [ "B-011" ], "description": "Formal sign-off by department leadership, finance, and talent committee to commit budget for the written offer.", "pass_condition": "Active headcount requisition is formally certified and unblocked by financial leadership.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-004" ], "content": "# Headcount & Executive Budget Approval\n\nFormal sign-off by department leadership, finance, and talent committee to commit budget for the written offer.\n\n### Pass Condition\nActive headcount requisition is formally certified and unblocked by financial leadership." }, { "id": "B-011", "type": "barrier", "title": "Reference & Background Verification", "stage": "post-offer", "order": 11, "precedes": [ "B-012" ], "description": "Third-party or internal verification of past employment records, academic degrees, and professional references.", "pass_condition": "All mandatory background checks clear with no unresolved factual discrepancies.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-001" ], "content": "# Reference & Background Verification\n\nThird-party or internal verification of past employment records, academic degrees, and professional references.\n\n### Pass Condition\nAll mandatory background checks clear with no unresolved factual discrepancies." }, { "id": "B-012", "type": "barrier", "title": "Offer Closing & Contract Execution", "stage": "post-offer", "order": 12, "precedes": [], "description": "Final mutual execution of the formal employment agreement and start-date confirmation.", "pass_condition": "Both parties sign offer contract and onboarding workflow is triggered.", "status": "active", "evidence_level": "established", "evidence_ids": [ "EVD-004" ], "content": "# Offer Closing & Contract Execution\n\nFinal mutual execution of the formal employment agreement and start-date confirmation.\n\n### Pass Condition\nBoth parties sign offer contract and onboarding workflow is triggered." } ], "mechanisms": [ { "id": "M-001", "type": "mechanism", "title": "Genuine Technical Skill Shortfall", "summary": "The candidate’s verified technical execution or domain depth does not meet the established baseline for the role level.", "operates_at": [ "B-005", "B-006", "B-007" ], "emissions": [ { "artifact": "A-008", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-006" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "medium", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "candidate", "nature": "rule", "visibility": "inferable", "removability": "candidate" }, "amplifies": [], "masks": [], "status": "active", "evidence_level": "established", "honest_baseline": true, "evidence_ids": [ "EVD-006" ], "non_inferences": [ "Rejection does not mean the candidate has no engineering ability, only that the requirement bar was unmet for this specific benchmark." ], "content": "# Genuine Technical Skill Shortfall\n\nThe candidate’s verified technical execution or domain depth does not meet the established baseline for the role level.\n\n### Structural Context\n- **Actor:** `candidate`\n- **Nature:** `rule`\n- **Removability:** `candidate`\n\n### Non-Inferences\n- Rejection does not mean the candidate has no engineering ability, only that the requirement bar was unmet for this specific benchmark." }, { "id": "M-002", "type": "mechanism", "title": "Stronger Competing Candidate in Final Cohort", "summary": "Candidate cleared all passing bars, but another applicant in the same pipeline demonstrated superior domain overlap or lower onboarding overhead.", "operates_at": [ "B-007", "B-008", "B-010" ], "emissions": [ { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-003", "fidelity": "distortion", "likelihood": "low", "evidence": [ "EVD-004" ] } ], "facets": { "actor": "candidate", "nature": "rule", "visibility": "opaque", "removability": "none" }, "amplifies": [], "masks": [ "M-001" ], "status": "active", "evidence_level": "established", "honest_baseline": true, "evidence_ids": [ "EVD-001", "EVD-006" ], "non_inferences": [ "Does not mean candidate had negative feedback; relative cohort ranking is outside candidate control." ], "content": "# Stronger Competing Candidate in Final Cohort\n\nCandidate cleared all passing bars, but another applicant in the same pipeline demonstrated superior domain overlap or lower onboarding overhead.\n\n### Structural Context\n- **Actor:** `candidate`\n- **Nature:** `rule`\n- **Removability:** `none`\n\n### Non-Inferences\n- Does not mean candidate had negative feedback; relative cohort ranking is outside candidate control." }, { "id": "M-003", "type": "mechanism", "title": "ATS Parser Extraction Failure", "summary": "Multi-column formatting, graphics, custom fonts, or unsupported document layouts cause ATS parser to corrupt or omit critical work history.", "operates_at": [ "B-001", "B-002" ], "emissions": [ { "artifact": "A-001", "fidelity": "void", "likelihood": "medium", "evidence": [ "EVD-001" ] }, { "artifact": "A-009", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "system", "nature": "noise", "visibility": "inferable", "removability": "candidate" }, "amplifies": [ "M-008" ], "masks": [], "status": "active", "evidence_level": "established", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Does not imply human recruiter evaluated and disliked candidate experience." ], "content": "# ATS Parser Extraction Failure\n\nMulti-column formatting, graphics, custom fonts, or unsupported document layouts cause ATS parser to corrupt or omit critical work history.\n\n### Structural Context\n- **Actor:** `system`\n- **Nature:** `noise`\n- **Removability:** `candidate`\n\n### Non-Inferences\n- Does not imply human recruiter evaluated and disliked candidate experience." }, { "id": "M-004", "type": "mechanism", "title": "Unstated Compensation Band Discrepancy", "summary": "Candidate market rate exceeds budgeted compensation for the requisition, but salary band was never published or clarified early.", "operates_at": [ "B-004", "B-009" ], "emissions": [ { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-005" ] }, { "artifact": "A-005", "fidelity": "direct", "likelihood": "medium", "evidence": [ "EVD-005" ] }, { "artifact": "A-013", "fidelity": "euphemism", "likelihood": "medium", "evidence": [ "EVD-002" ] } ], "facets": { "actor": "policy", "nature": "rule", "visibility": "opaque", "removability": "intermediary" }, "amplifies": [ "M-013" ], "masks": [ "M-001" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-005" ], "non_inferences": [ "Rejection does not mean candidate is overpriced for the market, only mismatched with this specific employer budget." ], "content": "# Unstated Compensation Band Discrepancy\n\nCandidate market rate exceeds budgeted compensation for the requisition, but salary band was never published or clarified early.\n\n### Structural Context\n- **Actor:** `policy`\n- **Nature:** `rule`\n- **Removability:** `intermediary`\n\n### Non-Inferences\n- Rejection does not mean candidate is overpriced for the market, only mismatched with this specific employer budget." }, { "id": "M-005", "type": "mechanism", "title": "Pre-Selected Internal Candidate", "summary": "Requisition was publicly advertised to satisfy corporate policy or legal compliance while an internal employee was already earmarked for the role.", "operates_at": [ "B-001", "B-003", "B-007" ], "emissions": [ { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-004" ] }, { "artifact": "A-003", "fidelity": "euphemism", "likelihood": "medium", "evidence": [ "EVD-004" ] } ], "facets": { "actor": "policy", "nature": "incentive", "visibility": "opaque", "removability": "none" }, "amplifies": [], "masks": [ "M-002" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-004" ], "non_inferences": [ "Cannot be asserted as fact without internal hiring log confirmation." ], "content": "# Pre-Selected Internal Candidate\n\nRequisition was publicly advertised to satisfy corporate policy or legal compliance while an internal employee was already earmarked for the role.\n\n### Structural Context\n- **Actor:** `policy`\n- **Nature:** `incentive`\n- **Removability:** `none`\n\n### Non-Inferences\n- Cannot be asserted as fact without internal hiring log confirmation." }, { "id": "M-006", "type": "mechanism", "title": "Stale or Orphaned Job Requisition", "summary": "Job posting remains active on careers page and aggregator portals despite the team having ceased active hiring or closed headcount.", "operates_at": [ "B-001", "B-002", "B-003" ], "emissions": [ { "artifact": "A-001", "fidelity": "void", "likelihood": "high", "evidence": [ "EVD-004" ] }, { "artifact": "A-004", "fidelity": "noise", "likelihood": "medium", "evidence": [ "EVD-004" ] } ], "facets": { "actor": "system", "nature": "void", "visibility": "opaque", "removability": "none" }, "amplifies": [ "M-020" ], "masks": [], "status": "active", "evidence_level": "established", "honest_baseline": false, "evidence_ids": [ "EVD-004" ], "non_inferences": [ "Application silence does not reflect candidate suitability." ], "content": "# Stale or Orphaned Job Requisition\n\nJob posting remains active on careers page and aggregator portals despite the team having ceased active hiring or closed headcount.\n\n### Structural Context\n- **Actor:** `system`\n- **Nature:** `void`\n- **Removability:** `none`\n\n### Non-Inferences\n- Application silence does not reflect candidate suitability." }, { "id": "M-007", "type": "mechanism", "title": "Headcount Freeze or Budget Cancellation", "summary": "Executive leadership or finance halts all new hires across division due to macroeconomic factors or revenue shifts mid-interview process.", "operates_at": [ "B-008", "B-010", "B-012" ], "emissions": [ { "artifact": "A-003", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-004" ] }, { "artifact": "A-011", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-004" ] } ], "facets": { "actor": "policy", "nature": "rule", "visibility": "inferable", "removability": "none" }, "amplifies": [ "M-006" ], "masks": [ "M-001", "M-002" ], "status": "active", "evidence_level": "established", "honest_baseline": false, "evidence_ids": [ "EVD-004" ], "non_inferences": [ "Candidate performance in interview was not the causal trigger for process termination." ], "content": "# Headcount Freeze or Budget Cancellation\n\nExecutive leadership or finance halts all new hires across division due to macroeconomic factors or revenue shifts mid-interview process.\n\n### Structural Context\n- **Actor:** `policy`\n- **Nature:** `rule`\n- **Removability:** `none`\n\n### Non-Inferences\n- Candidate performance in interview was not the causal trigger for process termination." }, { "id": "M-008", "type": "mechanism", "title": "Automated Keyword / Qualification Filter", "summary": "Deterministic filter rejecting applications missing exact acronyms, certifications, or specific years-of-experience thresholds.", "operates_at": [ "B-002" ], "emissions": [ { "artifact": "A-009", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "system", "nature": "rule", "visibility": "inferable", "removability": "candidate" }, "amplifies": [ "M-011" ], "masks": [], "status": "active", "evidence_level": "established", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Passing keyword filters does not guarantee interview invitation." ], "content": "# Automated Keyword / Qualification Filter\n\nDeterministic filter rejecting applications missing exact acronyms, certifications, or specific years-of-experience thresholds.\n\n### Structural Context\n- **Actor:** `system`\n- **Nature:** `rule`\n- **Removability:** `candidate`\n\n### Non-Inferences\n- Passing keyword filters does not guarantee interview invitation." }, { "id": "M-009", "type": "mechanism", "title": "Recruiter Volume & Quota Incentive Distortion", "summary": "Recruiters optimize for pipeline velocity and superficial pattern-matching due to overwhelming applicant volume (500+ per req).", "operates_at": [ "B-003", "B-004" ], "emissions": [ { "artifact": "A-001", "fidelity": "void", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-012", "fidelity": "noise", "likelihood": "medium", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "recruiter", "nature": "incentive", "visibility": "inferable", "removability": "intermediary" }, "amplifies": [ "M-012" ], "masks": [ "M-008" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Does not mean recruiter is individually negligent; reflects structural capacity mismatch." ], "content": "# Recruiter Volume & Quota Incentive Distortion\n\nRecruiters optimize for pipeline velocity and superficial pattern-matching due to overwhelming applicant volume (500+ per req).\n\n### Structural Context\n- **Actor:** `recruiter`\n- **Nature:** `incentive`\n- **Removability:** `intermediary`\n\n### Non-Inferences\n- Does not mean recruiter is individually negligent; reflects structural capacity mismatch." }, { "id": "M-010", "type": "mechanism", "title": "Hidden Evaluation Rubric or Undisclosed Priority", "summary": "The interview team grades candidate against specific undisclosed architectural dogmas, internal frameworks, or unwritten biases.", "operates_at": [ "B-005", "B-007", "B-008" ], "emissions": [ { "artifact": "A-008", "fidelity": "distortion", "likelihood": "medium", "evidence": [ "EVD-006" ] }, { "artifact": "A-014", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-006" ] } ], "facets": { "actor": "hiring-manager", "nature": "bias", "visibility": "opaque", "removability": "intermediary" }, "amplifies": [ "M-022" ], "masks": [ "M-001" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-006" ], "non_inferences": [ "Failure to guess unstated preferences is not equivalent to lack of core competence." ], "content": "# Hidden Evaluation Rubric or Undisclosed Priority\n\nThe interview team grades candidate against specific undisclosed architectural dogmas, internal frameworks, or unwritten biases.\n\n### Structural Context\n- **Actor:** `hiring-manager`\n- **Nature:** `bias`\n- **Removability:** `intermediary`\n\n### Non-Inferences\n- Failure to guess unstated preferences is not equivalent to lack of core competence." }, { "id": "M-011", "type": "mechanism", "title": "Employment Gap Downranking Bias", "summary": "Automated ranking algorithms or human screeners discount candidates with recent career breaks regardless of verified project history.", "operates_at": [ "B-002", "B-003" ], "emissions": [ { "artifact": "A-001", "fidelity": "void", "likelihood": "high", "evidence": [ "EVD-003" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-003" ] } ], "facets": { "actor": "system", "nature": "bias", "visibility": "inferable", "removability": "none" }, "amplifies": [ "M-008" ], "masks": [], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-003" ], "non_inferences": [ "Employment gap does not correlate with underlying technical decline." ], "content": "# Employment Gap Downranking Bias\n\nAutomated ranking algorithms or human screeners discount candidates with recent career breaks regardless of verified project history.\n\n### Structural Context\n- **Actor:** `system`\n- **Nature:** `bias`\n- **Removability:** `none`\n\n### Non-Inferences\n- Employment gap does not correlate with underlying technical decline." }, { "id": "M-012", "type": "mechanism", "title": "Interview Resource & Scheduling Saturation", "summary": "Engineering interviewers are overwhelmed with sprint commitments, leading to calendar fragmentation, rush reviews, or dropped loops.", "operates_at": [ "B-005", "B-007", "B-008" ], "emissions": [ { "artifact": "A-007", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-001", "fidelity": "noise", "likelihood": "medium", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "hiring-manager", "nature": "noise", "visibility": "inferable", "removability": "intermediary" }, "amplifies": [ "M-019" ], "masks": [], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Rescheduling is an operational issue and does not indicate negative evaluation." ], "content": "# Interview Resource & Scheduling Saturation\n\nEngineering interviewers are overwhelmed with sprint commitments, leading to calendar fragmentation, rush reviews, or dropped loops.\n\n### Structural Context\n- **Actor:** `hiring-manager`\n- **Nature:** `noise`\n- **Removability:** `intermediary`\n\n### Non-Inferences\n- Rescheduling is an operational issue and does not indicate negative evaluation." }, { "id": "M-013", "type": "mechanism", "title": "Mid-Process Role Requirement Redefinition", "summary": "Team changes tech stack, seniority requirements, or project scope mid-funnel, invalidating previous interview assessments.", "operates_at": [ "B-007", "B-008", "B-009" ], "emissions": [ { "artifact": "A-003", "fidelity": "distortion", "likelihood": "medium", "evidence": [ "EVD-004" ] }, { "artifact": "A-004", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-004" ] } ], "facets": { "actor": "hiring-manager", "nature": "noise", "visibility": "inferable", "removability": "none" }, "amplifies": [ "M-004" ], "masks": [ "M-001" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-004" ], "non_inferences": [ "Candidate rejection was driven by shifting team mandate, not prior interview answers." ], "content": "# Mid-Process Role Requirement Redefinition\n\nTeam changes tech stack, seniority requirements, or project scope mid-funnel, invalidating previous interview assessments.\n\n### Structural Context\n- **Actor:** `hiring-manager`\n- **Nature:** `noise`\n- **Removability:** `none`\n\n### Non-Inferences\n- Candidate rejection was driven by shifting team mandate, not prior interview answers." }, { "id": "M-014", "type": "mechanism", "title": "Location or Timezone Compliance Constraint", "summary": "Company legal or tax entity cannot support remote employment contracts in candidate physical residency jurisdiction.", "operates_at": [ "B-002", "B-004" ], "emissions": [ { "artifact": "A-009", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "medium", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "policy", "nature": "rule", "visibility": "observable", "removability": "intermediary" }, "amplifies": [], "masks": [], "status": "active", "evidence_level": "established", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Legal geography barrier is completely independent of candidate technical competence." ], "content": "# Location or Timezone Compliance Constraint\n\nCompany legal or tax entity cannot support remote employment contracts in candidate physical residency jurisdiction.\n\n### Structural Context\n- **Actor:** `policy`\n- **Nature:** `rule`\n- **Removability:** `intermediary`\n\n### Non-Inferences\n- Legal geography barrier is completely independent of candidate technical competence." }, { "id": "M-015", "type": "mechanism", "title": "Communication or Working Style Friction", "summary": "Candidate demonstrated abrasive tone, defensive reactions to critique, or inability to listen during collaborative interview problem solving.", "operates_at": [ "B-004", "B-008" ], "emissions": [ { "artifact": "A-010", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-006" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "candidate", "nature": "bias", "visibility": "observable", "removability": "candidate" }, "amplifies": [], "masks": [], "status": "active", "evidence_level": "established", "honest_baseline": true, "evidence_ids": [ "EVD-006" ], "non_inferences": [ "Style friction during high-stress interview is not a permanent personality defect." ], "content": "# Communication or Working Style Friction\n\nCandidate demonstrated abrasive tone, defensive reactions to critique, or inability to listen during collaborative interview problem solving.\n\n### Structural Context\n- **Actor:** `candidate`\n- **Nature:** `bias`\n- **Removability:** `candidate`\n\n### Non-Inferences\n- Style friction during high-stress interview is not a permanent personality defect." }, { "id": "M-016", "type": "mechanism", "title": "Speculative Sourcing / Talent Pooling Without Opening", "summary": "Recruiters proactively gather candidate pools for future anticipated headcount that is not yet authorized or funded.", "operates_at": [ "B-003", "B-004" ], "emissions": [ { "artifact": "A-012", "fidelity": "distortion", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-001", "fidelity": "void", "likelihood": "medium", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "recruiter", "nature": "incentive", "visibility": "opaque", "removability": "none" }, "amplifies": [ "M-009" ], "masks": [], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Ghosting after outbound message indicates absence of immediate opening, not profile rejection." ], "content": "# Speculative Sourcing / Talent Pooling Without Opening\n\nRecruiters proactively gather candidate pools for future anticipated headcount that is not yet authorized or funded.\n\n### Structural Context\n- **Actor:** `recruiter`\n- **Nature:** `incentive`\n- **Removability:** `none`\n\n### Non-Inferences\n- Ghosting after outbound message indicates absence of immediate opening, not profile rejection." }, { "id": "M-017", "type": "mechanism", "title": "Experience-Age Grading Mismatch", "summary": "Candidate with 10+ years applied for mid/senior role, triggering fears of boredom, rapid churn, or salary dissatisfaction.", "operates_at": [ "B-003", "B-004", "B-007" ], "emissions": [ { "artifact": "A-013", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-002" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "recruiter", "nature": "bias", "visibility": "inferable", "removability": "none" }, "amplifies": [ "M-004" ], "masks": [ "M-001" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-002" ], "non_inferences": [ "Being rejected as \"overqualified\" is an organizational tier mismatch, not a candidate deficiency." ], "content": "# Experience-Age Grading Mismatch\n\nCandidate with 10+ years applied for mid/senior role, triggering fears of boredom, rapid churn, or salary dissatisfaction.\n\n### Structural Context\n- **Actor:** `recruiter`\n- **Nature:** `bias`\n- **Removability:** `none`\n\n### Non-Inferences\n- Being rejected as \"overqualified\" is an organizational tier mismatch, not a candidate deficiency." }, { "id": "M-018", "type": "mechanism", "title": "Domain Specificity Over-Weighting", "summary": "Interviewer requires exact vertical experience (e.g. adtech, crypto, specific payment processor) over deep transferable systems fundamentals.", "operates_at": [ "B-004", "B-007" ], "emissions": [ { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-008", "fidelity": "direct", "likelihood": "medium", "evidence": [ "EVD-006" ] } ], "facets": { "actor": "hiring-manager", "nature": "bias", "visibility": "inferable", "removability": "intermediary" }, "amplifies": [ "M-010" ], "masks": [ "M-001" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-006" ], "non_inferences": [ "Transferable general engineering skills are not disproven by lack of specific proprietary protocol knowledge." ], "content": "# Domain Specificity Over-Weighting\n\nInterviewer requires exact vertical experience (e.g. adtech, crypto, specific payment processor) over deep transferable systems fundamentals.\n\n### Structural Context\n- **Actor:** `hiring-manager`\n- **Nature:** `bias`\n- **Removability:** `intermediary`\n\n### Non-Inferences\n- Transferable general engineering skills are not disproven by lack of specific proprietary protocol knowledge." }, { "id": "M-019", "type": "mechanism", "title": "Take-Home Evaluation Fatigue & Asymmetry", "summary": "Reviewers perform hurried 5-minute scans of complex 15-hour take-home projects, missing subtle architectural patterns and tests.", "operates_at": [ "B-006" ], "emissions": [ { "artifact": "A-006", "fidelity": "noise", "likelihood": "medium", "evidence": [ "EVD-006" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "hiring-manager", "nature": "noise", "visibility": "opaque", "removability": "none" }, "amplifies": [ "M-012" ], "masks": [ "M-001" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-006" ], "non_inferences": [ "Take-home rejection under evaluation fatigue does not measure true software engineering craftsmanship." ], "content": "# Take-Home Evaluation Fatigue & Asymmetry\n\nReviewers perform hurried 5-minute scans of complex 15-hour take-home projects, missing subtle architectural patterns and tests.\n\n### Structural Context\n- **Actor:** `hiring-manager`\n- **Nature:** `noise`\n- **Removability:** `none`\n\n### Non-Inferences\n- Take-home rejection under evaluation fatigue does not measure true software engineering craftsmanship." }, { "id": "M-020", "type": "mechanism", "title": "Automated Application Expiration Timeout", "summary": "ATS configuration automatically issues bulk rejections to all pending unreviewed applications after 45 or 60 days.", "operates_at": [ "B-001", "B-003" ], "emissions": [ { "artifact": "A-002", "fidelity": "void", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-001", "fidelity": "void", "likelihood": "medium", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "system", "nature": "rule", "visibility": "opaque", "removability": "none" }, "amplifies": [], "masks": [ "M-006" ], "status": "active", "evidence_level": "established", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Bulk timeout rejection contains zero qualitative assessment of candidate profile." ], "content": "# Automated Application Expiration Timeout\n\nATS configuration automatically issues bulk rejections to all pending unreviewed applications after 45 or 60 days.\n\n### Structural Context\n- **Actor:** `system`\n- **Nature:** `rule`\n- **Removability:** `none`\n\n### Non-Inferences\n- Bulk timeout rejection contains zero qualitative assessment of candidate profile." }, { "id": "M-021", "type": "mechanism", "title": "Reference Check Discrepancy or Regulatory Ineligibility", "summary": "Third-party check reveals unverified employment dates, unconfirmed degrees, or direct conflict of interest.", "operates_at": [ "B-011" ], "emissions": [ { "artifact": "A-011", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "medium", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "candidate", "nature": "rule", "visibility": "observable", "removability": "candidate" }, "amplifies": [], "masks": [], "status": "active", "evidence_level": "established", "honest_baseline": true, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Administrative mismatch in dates is distinct from fraudulent resume misrepresentation." ], "content": "# Reference Check Discrepancy or Regulatory Ineligibility\n\nThird-party check reveals unverified employment dates, unconfirmed degrees, or direct conflict of interest.\n\n### Structural Context\n- **Actor:** `candidate`\n- **Nature:** `rule`\n- **Removability:** `candidate`\n\n### Non-Inferences\n- Administrative mismatch in dates is distinct from fraudulent resume misrepresentation." }, { "id": "M-022", "type": "mechanism", "title": "Hiring Manager Consensus Impasse", "summary": "The interview panel splits 50/50 without an executive tiebreaker, defaulting conservatively to a \"no-hire\" decision.", "operates_at": [ "B-008" ], "emissions": [ { "artifact": "A-014", "fidelity": "direct", "likelihood": "high", "evidence": [ "EVD-006" ] }, { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] } ], "facets": { "actor": "hiring-manager", "nature": "bias", "visibility": "opaque", "removability": "none" }, "amplifies": [], "masks": [ "M-002" ], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-006" ], "non_inferences": [ "Split panel reflects lack of calibrated internal standards rather than candidate failure." ], "content": "# Hiring Manager Consensus Impasse\n\nThe interview panel splits 50/50 without an executive tiebreaker, defaulting conservatively to a \"no-hire\" decision.\n\n### Structural Context\n- **Actor:** `hiring-manager`\n- **Nature:** `bias`\n- **Removability:** `none`\n\n### Non-Inferences\n- Split panel reflects lack of calibrated internal standards rather than candidate failure." }, { "id": "M-023", "type": "mechanism", "title": "Portfolio / Work Artifact Misinterpretation", "summary": "Screeners overlook candidate role architecture due to non-standard repository layout or unindexed open-source contributions.", "operates_at": [ "B-003", "B-005" ], "emissions": [ { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-008", "fidelity": "distortion", "likelihood": "medium", "evidence": [ "EVD-006" ] } ], "facets": { "actor": "candidate", "nature": "noise", "visibility": "inferable", "removability": "candidate" }, "amplifies": [ "M-001" ], "masks": [], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Misinterpreted architecture can be corrected through structured documentation." ], "content": "# Portfolio / Work Artifact Misinterpretation\n\nScreeners overlook candidate role architecture due to non-standard repository layout or unindexed open-source contributions.\n\n### Structural Context\n- **Actor:** `candidate`\n- **Nature:** `noise`\n- **Removability:** `candidate`\n\n### Non-Inferences\n- Misinterpreted architecture can be corrected through structured documentation." }, { "id": "M-024", "type": "mechanism", "title": "Inflated Requisition Requirements vs Actual Team Needs", "summary": "Job description demands 10+ niche technologies and Staff-level qualifications for a straightforward feature engineering role.", "operates_at": [ "B-002", "B-004" ], "emissions": [ { "artifact": "A-002", "fidelity": "euphemism", "likelihood": "high", "evidence": [ "EVD-001" ] }, { "artifact": "A-004", "fidelity": "noise", "likelihood": "medium", "evidence": [ "EVD-004" ] } ], "facets": { "actor": "hiring-manager", "nature": "incentive", "visibility": "inferable", "removability": "intermediary" }, "amplifies": [ "M-008", "M-004" ], "masks": [], "status": "active", "evidence_level": "supported", "honest_baseline": false, "evidence_ids": [ "EVD-001" ], "non_inferences": [ "Failing to meet an inflated \"wishlist\" does not mean candidate cannot excel at the team’s actual core tasks." ], "content": "# Inflated Requisition Requirements vs Actual Team Needs\n\nJob description demands 10+ niche technologies and Staff-level qualifications for a straightforward feature engineering role.\n\n### Structural Context\n- **Actor:** `hiring-manager`\n- **Nature:** `incentive`\n- **Removability:** `intermediary`\n\n### Non-Inferences\n- Failing to meet an inflated \"wishlist\" does not mean candidate cannot excel at the team’s actual core tasks." } ], "patterns": [ { "id": "P-001", "type": "pattern", "title": "Seniority Double Bind", "summary": "Candidate is simultaneously rejected as overqualified for junior/mid roles and underqualified (or insufficiently specialized) for staff/leadership roles.", "required_artifacts": [ "A-002", "A-013" ], "compatible_mechanisms": [ "M-001", "M-004", "M-017" ], "trigger_rule": "Candidate observes rejection for overqualification at level N and skill-depth shortfall at level N+1 within the same market cycle.", "establishes": [ "Candidate falls into an evaluation boundary gap where compensation/experience expectations mismatch standard job tiers." ], "non_inferences": [ "Does not establish that the candidate lacks market value.", "Does not establish malice or coordinated collusion between employers." ], "interventions": [ "I-002", "I-003" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-002" ], "content": "# Seniority Double Bind\n\nCandidate is simultaneously rejected as overqualified for junior/mid roles and underqualified (or insufficiently specialized) for staff/leadership roles.\n\n### Trigger Rule\nCandidate observes rejection for overqualification at level N and skill-depth shortfall at level N+1 within the same market cycle.\n\n### What this Establishes\n- Candidate falls into an evaluation boundary gap where compensation/experience expectations mismatch standard job tiers.\n\n### What this Does NOT Establish\n- Does not establish that the candidate lacks market value.\n- Does not establish malice or coordinated collusion between employers." }, { "id": "P-002", "type": "pattern", "title": "Closed-Then-Reposted Requisition Motif", "summary": "A candidate completes multiple late-stage interviews, is rejected with a generic message, and sees the identical role reposted weeks later.", "required_artifacts": [ "A-003", "A-004" ], "compatible_mechanisms": [ "M-002", "M-006", "M-010", "M-013" ], "trigger_rule": "Candidate observes role closure/rejection followed by public reopening of materially similar role listing within 60 days.", "establishes": [ "The requisition requirements or target profile were not satisfied by the interviewed pool, or search criteria changed mid-process." ], "non_inferences": [ "Does not establish that the original job listing was fake or a ghost job.", "Does not establish that candidate was intentionally misled." ], "interventions": [ "I-001", "I-003" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-004" ], "content": "# Closed-Then-Reposted Requisition Motif\n\nA candidate completes multiple late-stage interviews, is rejected with a generic message, and sees the identical role reposted weeks later.\n\n### Trigger Rule\nCandidate observes role closure/rejection followed by public reopening of materially similar role listing within 60 days.\n\n### What this Establishes\n- The requisition requirements or target profile were not satisfied by the interviewed pool, or search criteria changed mid-process.\n\n### What this Does NOT Establish\n- Does not establish that the original job listing was fake or a ghost job.\n- Does not establish that candidate was intentionally misled." }, { "id": "P-003", "type": "pattern", "title": "Experience-Age Impossibility", "summary": "Requisition requires more years of hands-on experience in a specific framework or tool than that technology has existed in the open-source ecosystem.", "required_artifacts": [ "A-002", "A-009" ], "compatible_mechanisms": [ "M-008", "M-024" ], "trigger_rule": "Job description or automated screen requires X years of experience where X > technology_age.", "establishes": [ "Job description was authored without technical review, using copy-paste templates with automated gating rules." ], "non_inferences": [ "Does not imply technical team is incompetent, only that HR screening pipeline lacks technical validation." ], "interventions": [ "I-005" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-001" ], "content": "# Experience-Age Impossibility\n\nRequisition requires more years of hands-on experience in a specific framework or tool than that technology has existed in the open-source ecosystem.\n\n### Trigger Rule\nJob description or automated screen requires X years of experience where X > technology_age.\n\n### What this Establishes\n- Job description was authored without technical review, using copy-paste templates with automated gating rules.\n\n### What this Does NOT Establish\n- Does not imply technical team is incompetent, only that HR screening pipeline lacks technical validation." }, { "id": "P-004", "type": "pattern", "title": "Compensation Double Bind", "summary": "Candidate is required to state salary expectation first; quoting high triggers immediate rejection, while quoting low triggers leveling downranking.", "required_artifacts": [ "A-002", "A-005" ], "compatible_mechanisms": [ "M-004", "M-017" ], "trigger_rule": "Asymmetric salary inquiry where employer refuses band disclosure prior to candidate submitting binding number.", "establishes": [ "Information asymmetry is utilized as an uncalibrated gatekeeper before technical merit is evaluated." ], "non_inferences": [ "Does not mean employer has unlimited budget or malice." ], "interventions": [ "I-002" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-005" ], "content": "# Compensation Double Bind\n\nCandidate is required to state salary expectation first; quoting high triggers immediate rejection, while quoting low triggers leveling downranking.\n\n### Trigger Rule\nAsymmetric salary inquiry where employer refuses band disclosure prior to candidate submitting binding number.\n\n### What this Establishes\n- Information asymmetry is utilized as an uncalibrated gatekeeper before technical merit is evaluated.\n\n### What this Does NOT Establish\n- Does not mean employer has unlimited budget or malice." } ], "loops": [ { "id": "L-001", "type": "loop", "title": "Employment Gap Penalty Loop", "summary": "An initial gap in employment triggers automated ATS downranking, resulting in fewer interview invitations, which extends the employment gap.", "mechanisms": [ "M-011", "M-008", "M-009" ], "edges": [ { "from": "M-011", "to": "M-008", "relation": "amplifies" }, { "from": "M-008", "to": "M-009", "relation": "amplifies" }, { "from": "M-009", "to": "M-011", "relation": "amplifies" } ], "entry_points": [ "M-011" ], "interventions": [ "I-004" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-003" ], "content": "# Employment Gap Penalty Loop\n\nAn initial gap in employment triggers automated ATS downranking, resulting in fewer interview invitations, which extends the employment gap.\n\n### Cycle Dynamics\nThis causal loop reinforces mechanisms across iterations:\n- `M-011` amplifies `M-008`\n- `M-008` amplifies `M-009`\n- `M-009` amplifies `M-011`" }, { "id": "L-002", "type": "loop", "title": "Take-Home Opportunity-Cost Saturation Loop", "summary": "Candidates invest heavy hours into unbounded take-home assignments, reducing bandwidth for applications, while reviewers suffer evaluation fatigue.", "mechanisms": [ "M-012", "M-019" ], "edges": [ { "from": "M-012", "to": "M-019", "relation": "amplifies" }, { "from": "M-019", "to": "M-012", "relation": "amplifies" } ], "entry_points": [ "M-012" ], "interventions": [ "I-006" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-006" ], "content": "# Take-Home Opportunity-Cost Saturation Loop\n\nCandidates invest heavy hours into unbounded take-home assignments, reducing bandwidth for applications, while reviewers suffer evaluation fatigue.\n\n### Cycle Dynamics\nThis causal loop reinforces mechanisms across iterations:\n- `M-012` amplifies `M-019`\n- `M-019` amplifies `M-012`" }, { "id": "L-003", "type": "loop", "title": "Inflated-Requirements Search Saturation Loop", "summary": "Teams write inflated requirements, filtering out strong generalists, prolonging open search, causing recruiter fatigue and mid-process role redefinitions.", "mechanisms": [ "M-024", "M-008", "M-013" ], "edges": [ { "from": "M-024", "to": "M-008", "relation": "amplifies" }, { "from": "M-008", "to": "M-013", "relation": "amplifies" }, { "from": "M-013", "to": "M-024", "relation": "amplifies" } ], "entry_points": [ "M-024" ], "interventions": [ "I-001", "I-003" ], "status": "active", "evidence_level": "supported", "evidence_ids": [ "EVD-001", "EVD-004" ], "content": "# Inflated-Requirements Search Saturation Loop\n\nTeams write inflated requirements, filtering out strong generalists, prolonging open search, causing recruiter fatigue and mid-process role redefinitions.\n\n### Cycle Dynamics\nThis causal loop reinforces mechanisms across iterations:\n- `M-024` amplifies `M-008`\n- `M-008` amplifies `M-013`\n- `M-013` amplifies `M-024`" } ], "interventions": [ { "id": "I-001", "type": "intervention", "title": "Auto-Close Stale Job Requisitions", "summary": "Implement automated ATS policy to expire public listings when headcount authorization lapses or no interview activity occurs within 60 days.", "targets": [ "M-006", "B-001" ], "actor": "employer-policy", "scope": "organizational", "cost": "low", "status": "active", "evidence_level": "supported", "expected_effects": [ "Reduce stale public listings and candidate application waste", "Reduce ambiguous post-application silence" ], "measurements": [ "stale_requisition_rate", "closure_latency_days" ], "evidence_ids": [ "EVD-004" ], "content": "# Auto-Close Stale Job Requisitions\n\nImplement automated ATS policy to expire public listings when headcount authorization lapses or no interview activity occurs within 60 days.\n\n### Expected Effects\n- Reduce stale public listings and candidate application waste\n- Reduce ambiguous post-application silence\n\n### Measurements\n- `stale_requisition_rate`\n- `closure_latency_days`" }, { "id": "I-002", "type": "intervention", "title": "Upfront Compensation Band Disclosure", "summary": "Publish verified salary and equity bands directly in job descriptions or disclose them prior to scheduling technical interview rounds.", "targets": [ "M-004", "B-004", "B-009" ], "actor": "employer-policy", "scope": "industry", "cost": "low", "status": "active", "evidence_level": "supported", "expected_effects": [ "Eliminate late-stage compensation mismatch dropouts", "Reduce time wasted on mismatched leveling conversations" ], "measurements": [ "late_stage_compensation_drop_rate", "candidate_pipeline_satisfaction" ], "evidence_ids": [ "EVD-005" ], "content": "# Upfront Compensation Band Disclosure\n\nPublish verified salary and equity bands directly in job descriptions or disclose them prior to scheduling technical interview rounds.\n\n### Expected Effects\n- Eliminate late-stage compensation mismatch dropouts\n- Reduce time wasted on mismatched leveling conversations\n\n### Measurements\n- `late_stage_compensation_drop_rate`\n- `candidate_pipeline_satisfaction`" }, { "id": "I-003", "type": "intervention", "title": "Standardized Late-Stage Rejection Feedback Taxonomy", "summary": "Provide candidates reaching technical or panel stages with structured, rubric-based feedback categories rather than generic templates.", "targets": [ "M-001", "M-010", "B-007", "B-008" ], "actor": "recruiter-process", "scope": "organizational", "cost": "medium", "status": "active", "evidence_level": "supported", "expected_effects": [ "Provide actionable feedback signals to candidates", "Enforce consistent interviewer calibration across rounds" ], "measurements": [ "informative_feedback_ratio", "interviewer_calibration_variance" ], "evidence_ids": [ "EVD-006" ], "content": "# Standardized Late-Stage Rejection Feedback Taxonomy\n\nProvide candidates reaching technical or panel stages with structured, rubric-based feedback categories rather than generic templates.\n\n### Expected Effects\n- Provide actionable feedback signals to candidates\n- Enforce consistent interviewer calibration across rounds\n\n### Measurements\n- `informative_feedback_ratio`\n- `interviewer_calibration_variance`" }, { "id": "I-004", "type": "intervention", "title": "Remove Career Gap Feature from Automated Ranking Models", "summary": "Disable employment duration gap penalties in recruitment AI algorithms and screening models.", "targets": [ "M-011", "L-001" ], "actor": "ats-vendor", "scope": "ecosystem", "cost": "low", "status": "active", "evidence_level": "supported", "expected_effects": [ "Break algorithmic unemployment penalty loop", "Broaden candidate pool to include skilled returning talent" ], "measurements": [ "gap_candidate_screen_rate", "long_term_placement_success" ], "evidence_ids": [ "EVD-003" ], "content": "# Remove Career Gap Feature from Automated Ranking Models\n\nDisable employment duration gap penalties in recruitment AI algorithms and screening models.\n\n### Expected Effects\n- Break algorithmic unemployment penalty loop\n- Broaden candidate pool to include skilled returning talent\n\n### Measurements\n- `gap_candidate_screen_rate`\n- `long_term_placement_success`" }, { "id": "I-005", "type": "intervention", "title": "Candidate ATS Parser Conformance Test Utility", "summary": "Provide candidates with an open-source parsing validation tool to verify CV machine-readability before submission.", "targets": [ "M-003", "B-002" ], "actor": "candidate-action", "scope": "individual", "cost": "low", "status": "active", "evidence_level": "supported", "expected_effects": [ "Eliminate formatting-induced silent parsing failures", "Increase candidate confidence in resume ingestion fidelity" ], "measurements": [ "parser_extraction_error_rate", "ingestion_pass_rate" ], "evidence_ids": [ "EVD-001" ], "content": "# Candidate ATS Parser Conformance Test Utility\n\nProvide candidates with an open-source parsing validation tool to verify CV machine-readability before submission.\n\n### Expected Effects\n- Eliminate formatting-induced silent parsing failures\n- Increase candidate confidence in resume ingestion fidelity\n\n### Measurements\n- `parser_extraction_error_rate`\n- `ingestion_pass_rate`" }, { "id": "I-006", "type": "intervention", "title": "Strict Take-Home Timebox & Blinded Evaluation Rubric", "summary": "Enforce strict 3-hour scope limits on take-homes, compensate candidates for extended samples, and grade submissions blind.", "targets": [ "M-019", "L-002", "B-006" ], "actor": "hiring-manager", "scope": "organizational", "cost": "medium", "status": "active", "evidence_level": "supported", "expected_effects": [ "Prevent reviewer fatigue and asymmetric code evaluation", "Respect candidate time investment and eliminate IP exploitation concerns" ], "measurements": [ "take_home_completion_rate", "inter_rater_rubric_correlation" ], "evidence_ids": [ "EVD-006" ], "content": "# Strict Take-Home Timebox & Blinded Evaluation Rubric\n\nEnforce strict 3-hour scope limits on take-homes, compensate candidates for extended samples, and grade submissions blind.\n\n### Expected Effects\n- Prevent reviewer fatigue and asymmetric code evaluation\n- Respect candidate time investment and eliminate IP exploitation concerns\n\n### Measurements\n- `take_home_completion_rate`\n- `inter_rater_rubric_correlation`" } ], "evidence": [ { "id": "EVD-001", "type": "evidence", "title": "Labor Market Screening & ATS Extraction Dynamics", "kind": "research", "summary": "Empirical studies on automated resume parsing failure rates, keyword filtering thresholds, and recruiter scanning latency.", "citation": "Benchmark Report on Technical Recruitment Funnels & Parsing Variance (2024–2026)", "url": "https://hoba.work/methodology#evidence", "period": "2024-2026" }, { "id": "EVD-002", "type": "evidence", "title": "Career Mobility and Seniority Tier Boundary Studies", "kind": "reporting", "summary": "Analysis of leveling mismatches, overqualification penalties, and leveling bands in engineering hiring.", "citation": "Engineering Leveling & Compensation Transparency Field Analysis (2025)", "url": "https://hoba.work/methodology#evidence", "period": "2025-2026" }, { "id": "EVD-003", "type": "evidence", "title": "Unemployment Duration & Automated Downranking Research", "kind": "research", "summary": "Quantitative investigation into automated ranking penalties associated with employment resume gaps.", "citation": "Algorithmic Hiring Discrimination and Employment Gap Signals (2024)", "url": "https://hoba.work/methodology#evidence", "period": "2024-2025" }, { "id": "EVD-004", "type": "evidence", "title": "Requisition Lifecycle & Headcount Volatility Industry Data", "kind": "survey", "summary": "Survey on orphan requisitions, post-interview budget freezes, and compliance-driven public job postings.", "citation": "Talent Acquisition Operations and Requisition Shelf-Life Survey (2025)", "url": "https://hoba.work/methodology#evidence", "period": "2025" }, { "id": "EVD-005", "type": "evidence", "title": "Compensation Transparency & Pipeline Quality Studies", "kind": "primary", "summary": "Measurement of offer acceptance rates and late-stage dropouts following early salary band disclosures.", "citation": "Pay Transparency Impact on Technical Hiring Retention (2025)", "url": "https://hoba.work/methodology#evidence", "period": "2025-2026" }, { "id": "EVD-006", "type": "evidence", "title": "Technical Evaluation Rubrics & Interviewer Variance Benchmarks", "kind": "research", "summary": "Statistical evaluation of inter-rater reliability among technical interviewers and take-home reviewers.", "citation": "Structured Rubric Calibration vs Unstructured Technical Assessment (2024)", "url": "https://hoba.work/methodology#evidence", "period": "2024-2026" } ] }