The Human-AI Partnership Framework

Where human judgment belongs

HITL Maturity Assessment — All Processes

PCF 7.0 — Develop and Manage Human Resources · Domain-wide rollup across all 8 process groups

This page reports HITL (Human-in-the-Loop) maturity ratios for all of PCF 7.0 (Develop and Manage Human Resources) — 8 process groups, 37 Level 3 processes, and 100 Level 4 activities in total — at five maturity levels from M1 (Undesigned) through M5 (Leading), with M3 marking HITL Design Intent.

At M3 (HITL Design Intent), this domain's aggregate human-involvement ratio is 55%, down from a 77% undesigned (M1) baseline — a -22-point AI convergence opportunity. Mixed-pattern L3 rows reflect an equal-weighted rollup of their real L4 children rather than a force-classified single pattern.

This is the same underlying data shown per-stream in each Value Stream Profile's HITL Impact Analysis table — this page is the full domain in one place, for anyone who wants the whole picture rather than one value stream at a time.

HITL Maturity Assessment

H% = Human involvement at each maturity level · M3 = HITL Design Intent · Full L1→L2→L3→L4 hierarchy

PCFL1-Domain / L2-Process Group / L3-Process / L4-ActivityPattern M1
UNDESIGNED
M2
EMERGING
M3 ★
DESIGN INTENT
M4
OPTIMIZED
M5
LEADING
Δ M1→M3
7.0Develop and Manage Human Resources L1 DOMAIN AGGREGATE77%68%55%43%33%-22%
7.1Develop and Manage HR Planning, Policies, and Strategies L2 AVG82%74%60%47%37%-22%
7.1.1Develop human resources strategy82%74%60%47%37%-22%
7.1.1.1Identify strategic HR needsKnowledge85%78%65%52%42%-20%
7.1.1.2Define HR and business function roles and accountabilityKnowledge85%78%65%52%42%-20%
7.1.1.3Determine HR function roles and structureKnowledge85%78%65%52%42%-20%
7.1.1.4Determine HR delivery modelKnowledge85%78%65%52%42%-20%
7.1.1.5Determine HR costsKnowledge85%78%65%52%42%-20%
7.1.1.6Establish HR measuresKnowledge85%78%65%52%42%-20%
7.1.1.7Communicate HR strategiesDocument72%58%40%28%18%-32%
7.1.1.8Develop strategy for HR systems/technologies/toolsKnowledge85%78%65%52%42%-20%
7.1.1.9Manage employer brandingDocument72%58%40%28%18%-32%
7.1.1.10Design the employee experienceKnowledge85%78%65%52%42%-20%
7.1.2Develop and implement workforce planning, policies, and strategies78%69%56%43%33%-22%
7.1.2.1Perform strategic workforce planningKnowledge85%78%65%52%42%-20%
7.1.2.2Develop total compensation and rewards strategyKnowledge85%78%65%52%42%-20%
7.1.2.3Develop succession planKnowledge85%78%65%52%42%-20%
7.1.2.4Develop high performers/leadership programsKnowledge85%78%65%52%42%-20%
7.1.2.5Develop diversity, equity, and inclusion planKnowledge85%78%65%52%42%-20%
7.1.2.6Implement diversity, equity, and inclusion planTransaction60%48%35%22%12%-25%
7.1.2.7Design talent acquisition programKnowledge85%78%65%52%42%-20%
7.1.2.8Design talent development programKnowledge85%78%65%52%42%-20%
7.1.2.9Develop other HR programsKnowledge85%78%65%52%42%-20%
7.1.2.10Develop HR policiesKnowledge85%78%65%52%42%-20%
7.1.2.11Administer HR policiesTransaction60%48%35%22%12%-25%
7.1.2.12Plan employee benefitsKnowledge85%78%65%52%42%-20%
7.1.2.13Develop workforce strategy modelsKnowledge85%78%65%52%42%-20%
7.1.2.14Implement workforce strategy modelsTransaction60%48%35%22%12%-25%
7.1.2.15Manage job familiesTransaction60%48%35%22%12%-25%
7.1.2.16Develop and maintain job descriptionsDocument72%58%40%28%18%-32%
7.1.3Monitor and update HR strategies, plans, and policies82%73%59%46%36%-23%
7.1.3.1Measure realization of HR objectivesKnowledge85%78%65%52%42%-20%
7.1.3.2Measure contribution of HR to business strategyKnowledge85%78%65%52%42%-20%
7.1.3.3Communicate HR plans and provide updates to stakeholdersDocument72%58%40%28%18%-32%
7.1.3.4Review and revise HR plansKnowledge85%78%65%52%42%-20%
7.1.4Develop competency management modelsKnowledge85%78%65%52%42%-20%
7.2Recruit, Source, and Select Employees L2 AVG70%60%48%36%26%-22%
7.2.1Manage employee requisitions68%58%46%33%24%-22%
7.2.1.1Align staffing plan to work force plan and business unit strategies/resource needsKnowledge85%78%65%52%42%-20%
7.2.1.2Open job requisitionsTransaction60%48%35%22%12%-25%
7.2.1.3Approve job requisitionDecision92%88%80%72%65%-12%
7.2.1.4Post job requisitionsTransaction60%48%35%22%12%-25%
7.2.1.5Modify job requisitionsTransaction60%48%35%22%12%-25%
7.2.1.6Notify hiring managerTransaction60%48%35%22%12%-25%
7.2.1.7Manage requisition datesTransaction60%48%35%22%12%-25%
7.2.2Recruit/Source candidates68%58%45%32%22%-23%
7.2.2.1Determine recruitment methods and channelsKnowledge85%78%65%52%42%-20%
7.2.2.2Perform recruiting activities/eventsTransaction60%48%35%22%12%-25%
7.2.2.3Develop and maintain candidate poolKnowledge85%78%65%52%42%-20%
7.2.2.4Manage recruitment vendorsTransaction60%48%35%22%12%-25%
7.2.2.5Manage employee referral programsTransaction60%48%35%22%12%-25%
7.2.2.6Manage recruitment channelsTransaction60%48%35%22%12%-25%
7.2.3Screen and select candidates80%73%61%50%40%-19%
7.2.3.1Identify and deploy candidate selection toolsKnowledge85%78%65%52%42%-20%
7.2.3.2Interview candidatesKnowledge85%78%65%52%42%-20%
7.2.3.3Test candidatesTransaction60%48%35%22%12%-25%
7.2.3.4Select and reject candidatesDecision92%88%80%72%65%-12%
7.2.4Manage new hire/re-hire75%65%52%41%32%-23%
7.2.4.1Draw up and make offerDocument72%58%40%28%18%-32%
7.2.4.2Negotiate offerDecision92%88%80%72%65%-12%
7.2.4.3Hire candidateTransaction60%48%35%22%12%-25%
7.2.5Manage applicant informationTransaction60%48%35%22%12%-25%
7.2.5.1Obtain candidate background informationTransaction60%48%35%22%12%-25%
7.2.5.2Create applicant recordTransaction60%48%35%22%12%-25%
7.2.5.3Manage/Track applicant dataTransaction60%48%35%22%12%-25%
7.2.5.4Archive and retain records of non-hiresTransaction60%48%35%22%12%-25%
7.3Develop and Counsel Employees L2 AVG79%71%58%45%35%-21%
7.3.1Manage employee onboarding77%68%55%42%32%-22%
7.3.1.1Develop employee onboarding programKnowledge85%78%65%52%42%-20%
7.3.1.2Implement employee onboarding programTransaction60%48%35%22%12%-25%
7.3.1.3Monitor and update employee onboarding programKnowledge85%78%65%52%42%-20%
7.3.2Manage employee performance82%73%59%46%36%-23%
7.3.2.1Define employee performance objectivesKnowledge85%78%65%52%42%-20%
7.3.2.2Review employee performanceKnowledge85%78%65%52%42%-20%
7.3.2.3Document employee performanceDocument72%58%40%28%18%-32%
7.3.2.4Monitor and update performance programKnowledge85%78%65%52%42%-20%
7.3.3Manage employee career development80%73%61%50%40%-19%
7.3.3.1Define employee development guidelinesKnowledge85%78%65%52%42%-20%
7.3.3.2Develop employee career plans and career pathsKnowledge85%78%65%52%42%-20%
7.3.3.3Manage employee skill and competency developmentTransaction60%48%35%22%12%-25%
7.3.3.4Establish succession plansDecision92%88%80%72%65%-12%
7.3.4Develop and train employees78%69%56%43%33%-22%
7.3.4.1Align organizational development needs to employeesKnowledge85%78%65%52%42%-20%
7.3.4.2Define employees competencies and skillsKnowledge85%78%65%52%42%-20%
7.3.4.3Align learning programs with competencies and skillsKnowledge85%78%65%52%42%-20%
7.3.4.4Establish training needs by analysis of required and available skillsKnowledge85%78%65%52%42%-20%
7.3.4.5Develop, conduct, and manage employee training programsTransaction60%48%35%22%12%-25%
7.3.4.6Manage examinations and certificationsTransaction60%48%35%22%12%-25%
7.3.4.7Monitor and evaluate learning programsKnowledge85%78%65%52%42%-20%
7.4Manage Employee Relations L2 AVG90%85%74%65%56%-16%
7.4.1Manage labor relationsDecision92%88%80%72%65%-12%
7.4.2Manage collective bargaining processDecision92%88%80%72%65%-12%
7.4.3Manage labor management partnershipsKnowledge85%78%65%52%42%-20%
7.4.4Manage employee grievancesException95%92%82%75%68%-13%
7.4.5Monitor legal and regulatory environmentKnowledge85%78%65%52%42%-20%
7.5Reward and Retain Employees L2 AVG71%61%47%34%24%-24%
7.5.1Develop and manage reward, recognition, and motivation programs79%71%58%45%35%-21%
7.5.1.1Develop salary/compensation structure and planKnowledge85%78%65%52%42%-20%
7.5.1.2Develop benefits and rewards planKnowledge85%78%65%52%42%-20%
7.5.1.3Perform competitive analysis of benefits and rewardsKnowledge85%78%65%52%42%-20%
7.5.1.4Identify compensation requirements based on financial, benefits, and HR policiesKnowledge85%78%65%52%42%-20%
7.5.1.5Administer compensation and rewards to employeesTransaction60%48%35%22%12%-25%
7.5.1.6Reward and motivate employeesTransaction60%48%35%22%12%-25%
7.5.1.7Review engagement and retention indicatorsKnowledge85%78%65%52%42%-20%
7.5.1.8Review compensation planKnowledge85%78%65%52%42%-20%
7.5.1.9Review benefits and rewards planKnowledge85%78%65%52%42%-20%
7.5.2Manage and administer benefitsTransaction60%48%35%22%12%-25%
7.5.2.1Deliver employee benefits programTransaction60%48%35%22%12%-25%
7.5.2.2Administer benefit enrollmentTransaction60%48%35%22%12%-25%
7.5.2.3Process benefits claimsTransaction60%48%35%22%12%-25%
7.5.2.4Perform benefit reconciliationTransaction60%48%35%22%12%-25%
7.5.3Manage employee assistance and retentionKnowledge85%78%65%52%42%-20%
7.5.3.1Deliver programs to support work/life balance for employeesKnowledge85%78%65%52%42%-20%
7.5.3.2Develop employee and family support systemsKnowledge85%78%65%52%42%-20%
7.5.4Administer PayrollTransaction60%48%35%22%12%-25%
7.5.5Manage/collect employee suggestions and perform employee researchDocument72%58%40%28%18%-32%
7.6Redeploy and Retire Employees L2 AVG73%64%52%41%32%-21%
7.6.1Manage promotion and demotion processDecision92%88%80%72%65%-12%
7.6.2Manage separation66%56%42%30%20%-24%
7.6.2.1Manage retirementTransaction60%48%35%22%12%-25%
7.6.2.2Manage leave of absenceTransaction60%48%35%22%12%-25%
7.6.2.3Manage offboardingTransaction60%48%35%22%12%-25%
7.6.2.4Develop and implement employee outplacementKnowledge85%78%65%52%42%-20%
7.6.3Relocate employees and manage assignmentsTransaction60%48%35%22%12%-25%
7.6.3.1Manage expatriatesTransaction60%48%35%22%12%-25%
7.7Manage Employee Information L2 AVG73%63%50%38%29%-23%
7.7.1Manage reporting processesDocument72%58%40%28%18%-32%
7.7.2Manage employee inquiry processException95%92%82%75%68%-13%
7.7.3Manage and maintain employee dataTransaction60%48%35%22%12%-25%
7.7.4Manage human resource information systemsTransaction60%48%35%22%12%-25%
7.7.5Develop and manage employee measuresKnowledge85%78%65%52%42%-20%
7.7.6Develop and manage time and attendance systemsTransaction60%48%35%22%12%-25%
7.7.7Develop workforce analytics81%74%62%50%41%-19%
7.7.7.1Determine stakeholder requirementsKnowledge85%78%65%52%42%-20%
7.7.7.2Identify research questionsKnowledge85%78%65%52%42%-20%
7.7.7.3Select workforce analysis methodologyDecision92%88%80%72%65%-12%
7.7.7.4Identify workforce data sourcesKnowledge85%78%65%52%42%-20%
7.7.7.5Gather workforce dataTransaction60%48%35%22%12%-25%
7.7.8Implement workforce analytics72%61%47%34%24%-25%
7.7.8.1Transform workforce analysis dataTransaction60%48%35%22%12%-25%
7.7.8.2Develop insights into workforce analytics outcomesKnowledge85%78%65%52%42%-20%
7.7.8.3Communicate workforce analysis outcomesDocument72%58%40%28%18%-32%
7.8Manage Employee Communication L2 AVG76%65%48%36%26%-28%
7.8.1Develop employee communication planKnowledge85%78%65%52%42%-20%
7.8.2Conduct employee engagement surveysDocument72%58%40%28%18%-32%
7.8.3Deliver employee communicationsDocument72%58%40%28%18%-32%
Decision — Judgment & Authority   Knowledge — Synthesis & Interpretation   Document — Content Generation   Transaction — Rules-Based Processing
Exception — Non-Standard Resolution  ·  Full L1→L2→L3→L4 hierarchy · Mixed-pattern rows show an equal-weighted rollup of their real L4 children  ·  © Timothy P. King & Claude (Anthropic) 2026