クイック回答

7 controlled stage：approved requisition/legal scope、accessible minimized intake、administrative eligibilityとqualification evidence分離、cited evidence + abstain、validated gate/anchor、empowered human review、authorized next step + notice/correction/challenge/full-funnel monitoring/rollback。

queue開始前にtriage contractを定義

unit/purpose

unitはone approved requisitionのone application version。purposeはrouting/evidence completenessでassessment/employment decisionは別authorized operation。

allowed state

received、inaccessible、duplicate-linked、incomplete、clarification、accommodation pending、eligible review、exception、specialist、next assessment、hold、withdrawn、closure。hidden rank禁止。

separation of duties

admin、data/privacy、accommodation contact、recruiter、assessor、manager、auditor、final ownerはroleに必要なevidence/authorityのみ。

7-step job application triage workflow

各stageはauditable record/stop conditionを作り、later automationでinaccessible intake、expired role、unsupported gate、missing source、unresolved accommodation、unqualified reviewを隠さない。

01

requisition・law map・triage purposeを固定

application前にone approved requisition version。essential function、genuine mandatory、preferred/equivalent evidence、location、employing entity、owner、jurisdiction、notice、record、tool scope、accommodation、retention、expiryを記録。triageはworkload routingでreject licenseではない。

required audit record
requisition ID/hash、job analysis、jurisdiction/tool assessment、criterion owner、allowed output、prohibited use、change control、role change時stop。
stop condition
role version、authority、accessibility、evidence、accommodation、legal scope、reviewer competenceがmissing/expired/contradictory/unresolvedならpause。
02

accessible/privacy-minimized intake

supported format/accessible alternativeを受け、collection purpose、tool use、accommodation/correction、contactを通知。malware quarantine、predeclared duplicate rule、必要なdemographic data separation、raw access制限。

required audit record
receipt ID、source/authority、format、accessibility/accommodation、duplicate link、redaction、access log、retention、deletion、incident route。
stop condition
role version、authority、accessibility、evidence、accommodation、legal scope、reviewer competenceがmissing/expired/contradictory/unresolvedならpause。
03

administrative eligibilityとqualification evidenceを分離

approved questionnaire/authorized recordでcompleteness、applicable work authorization、required license、location/schedule、conflictなどnarrow factを確認。unknown、clarification、accommodation pending、NAを保持しblankをfalse negativeにしない。

required audit record
gateごとのexact requirement、basis、source field、equivalent、date、affirmation/verification、exception owner、consistent clarification route。
stop condition
role version、authority、accessibility、evidence、accommodation、legal scope、reviewer competenceがmissing/expired/contradictory/unresolvedならpause。
04

citation・abstention付きjob evidence extraction

各fieldがexact source span/attachmentを指す場合のみeducation、credential、tool、task、artifact、date、applicant-stated outcomeをstructure。original wording/language保持、contradiction/stale、schema validate、idempotent retry、不足時abstain。

required audit record
application ID、source/version、field、verbatim span/coordinate、normalized value、task-calibrated confidence、contradiction、missing context、model/prompt/version、parse error、retry、correction、provenance。
stop condition
role version、authority、accessibility、evidence、accommodation、legal scope、reviewer competenceがmissing/expired/contradictory/unresolvedならpause。
05

validated gate/rubric anchorのみ適用

current role-specific basisのあるmandatory gateのみ。equivalent/exceptionをrouteしsilent failしない。administrative status、criterion evidence、reviewer rating、workflow priorityを別fieldにする。

required audit record
gate version/result/reason、citation、equivalent/exception、accommodation hold、criterion/anchor/state、reviewer、disagreement、expiry、no protected/proxy record。
stop condition
role version、authority、accessibility、evidence、accommodation、legal scope、reviewer competenceがmissing/expired/contradictory/unresolvedならpause。
06

uncertain/consequential caseをmeaningful human reviewへ

policy/riskに応じ2 trained reviewer。source、requirement、anchor、uncertainty、contrary evidence、accommodation、tool limitationを提示。disagree、clarify、correct、priority change、restore、specialist、stop権限が必要。

required audit record
reviewer identity/role/training、independent result、cited reason、disagreement/adjudication、specialist route、conflict、override、restoration、decision owner、deadline。
stop condition
role version、authority、accessibility、evidence、accommodation、legal scope、reviewer competenceがmissing/expired/contradictory/unresolvedならpause。
07

authorized next step・notice・correction・monitoring

human ownerがclarification、accommodation、structured assessment、interview、hold、transfer、documented closureを選択。accurate accessible timely notice、correction/challenge保持。他applicant data/fabricated explanation禁止。full funnel監視。

required audit record
decision/authority、criterion reason、next owner/date、notice、correction/challenge、retention、selection/progression denominator、reviewer/model error、accommodation、subgroup/intersectional limit、complaint、drift、incident、rollback。
stop condition
role version、authority、accessibility、evidence、accommodation、legal scope、reviewer competenceがmissing/expired/contradictory/unresolvedならpause。

single candidate scoreでなくworkflow state

evidence ready

required fieldがaccessible/cited/current/role-mappedでunresolved contradiction/accommodationなし。

clarification/exception

narrow fact、equivalency、date、authority、conflictにconsistent checkが必要。rejectionではない。

accommodation pending

authorized interactive processがaccessible routeを決めるまでaffected assessmentをpause。priority/rating低下禁止。

stopped/restored

expired scope、unsupported gate、rights risk、evidence failure、harmful disparity、incident、unqualified reviewでstopしrecord保持、correction後restore。

worked example：“missing license”をequivalency reviewへ

hypotheticalでreal applicant/validated resultではない。ruleはone state license stringを期待しincomplete扱いだがresumeにother-jurisdiction active license + transfer application。multilingualでname-match confidenceもlow。automatic closureはunsupported。

  1. source保持。 license/transfer spanをciteしoriginal languageとextraction uncertaintyを保持。
  2. exception route。 gateはfailedでなくequivalency review。authorized specialistがcurrent rule確認。
  3. eligibilityとmerit分離。 credential unresolved中rubric score不変更、language/nationality/name inferenceをqualificationへ入れない。
  4. notice/correction。 clarificationならaccessible precise request/correction route。final stateにrule、reviewer、evidence、date。

OpenMaxによるapplication triage coordination

OpenMaxはapproved requisition、accessible intake、permitted redaction、duplicate link、cited extraction、schema validation、uncertainty、equivalent/accommodation route、independent human review、correction、notice、audit、deadline、restoration、full-funnel monitoringをcoordinate。job analysis、legal scope、validation、accommodation、sensitive evidence、specialist、threshold、interview、final decisionはhuman。

1 · approverole version、purpose、law、owner、expiry
2 · receiveaccessible intake、privacy、duplicate、retention
3 · structuresource citation、uncertainty、validated gate
4 · reviewhuman authority、exception、accommodation
5 · close loopnotice、correction、decision、monitoring、rollback

legal・fairness・privacy・accessibility boundary

  • qualified counselがlocation/entity/toolごとのapplicable dutiesを確認する前にdeployしない。
  • name、photo、address、language、gap、date、school、social profile、writing styleからprotected trait/proxyをcollect/inferしない。
  • accessible route/accommodation processを提供しrequestでscore/priority/opportunityを変えない。different disabilityでtestしrequired alternativeを提供。
  • vendor claim、bias audit、impact ratio、four-fifths、agreement、human clickをlegality/fairness証明にしない。job relevance、entire funnel、difference/limit、challenge、harm stopが必要。

情報源、編集方法、制限

OpenMax編集部はcurrent EEOC prohibited practice/job-related selection/recordkeeping、DOJ disability/accommodation、NYC DCWP covered AEDT、NIST AI RMF Core governance/human oversightを確認し7 stage、state model、license-equivalency caseを作成。2026年9月3日再確認。

範囲注記 global guideはselected US exampleでcomplete surveyではない。guidanceはnonbinding/変更可能。sourceはworkflow validate、tool certify、all role定義、lawful/fair result保証なし。actual requisition、population、process、accommodation、tool version、notice、reviewer、decisionをtest。

よくある質問

application triageはcandidate ranking？

no。evidence readiness、exception、accommodation、qualified-review needでrouteしhidden people rankを作らない。

mandatory requirementをautomatic gateにできる？

current qualified reviewがnarrow role-specific/legal basis、equivalent、accommodation、source reliability、exception、notice、audit、human authorityを確認後のみ。

AI confidenceがlowなら？

abstainしsource/uncertaintyを保持、consistent clarification/qualified reviewへ。reject/silent guess禁止。

human reviewだけでbias解決？

no。informed、independent、empowered、timely、documentedが必要。full processにjob validation、accessibility、impact monitoring、correction、challenge、stopが必要。

OpenMaxで何をautomate？

authorized intake、cited extraction、state routing、uncertainty、review task、accommodation pause、notice、correction、audit、monitoringをcoordinateしvalidation/employment decisionはhuman。