The Human-AI Partnership Framework

Where human judgment belongs

Director of L&D — Role Transition Profile

Managerial Tier · 4 PCF processes across 2 process groups

Role Impact Snapshot

Computed from PCF 7.0's confirmed RACI data using the Responsible/Accountable touch rule.

L3 processes touched
4
L4 activity units
28
Process groups spanned
2 of 8
Aggregate M1 → M3
79% → 57%
Convergence gap
-22 pts
Dominant pattern
Knowledge (68%)

A genuinely mixed portfolio — 68% Knowledge, 25% Transaction, plus one Decision and one Document activity — unlike any of the other three roles profiled so far. This is the framework's own data, not sourced from Bersin.

Role Impact Profile — Full Detail

4 L3 processes across 2 process groups: 7.1.2 (workforce planning & HR program design), 7.1.4 (competency management models), 7.3.3 (career development), and 7.3.4 (training and development delivery). Each Mixed-pattern process is shown with its own aggregate rollup row (pattern-mix bar), followed by its individual Level 4 activities.

PCFActivityPatternM1
UNDESIGNED
M2
EMERGING
M3 ★
DESIGN INTENT
M4
OPTIMIZED
M5
LEADING
Δ M1→M3
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%
7.1.4Develop competency management modelsKnowledge85%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%
Decision — Judgment & Authority   Knowledge — Synthesis & Interpretation   Document — Content Generation   Transaction — Rules-Based Processing
Exception — Non-Standard Resolution  ·  R/A-touch basis, not C/I  ·  Equal-weighted rollup across touched processes  ·  © Timothy P. King & Claude (Anthropic) 2026

The single Decision-pattern activity — 7.3.3.4, Establish succession plans — carries the highest M1 baseline (92%) of anything in this role's scope and the shallowest Δ (-12 pts), meaning it's the most resistant to automation of everything Director of L&D owns. The Transaction-pattern cluster (DEI plan implementation, policy administration, workforce-model implementation, job-family management, training delivery, certifications) is where the real near-term automation exposure sits, not the Knowledge-heavy strategy work.

A Third Shape of Transition

HRBP Manager's profile was broad and multi-pattern; HRIS Analyst's was Transaction-dominant reinvention; CHRO's was orchestration from the top. Director of L&D is different again: a genuinely mixed portfolio where strategy-setting (Knowledge) and program delivery (Transaction) sit side by side in the same role, anchored by one high-stakes judgment call — succession planning — that stays human almost entirely.

Josh Bersin's February 2026 corporate-learning research is unusually well-matched to this shape. His four-level Learning Maturity Model — Static Training, Scaled Learning, Integrated Development, and Dynamic Enablement — describes almost exactly the same split this role's data shows: the Knowledge-heavy strategy and design work maps to where L&D leadership sets direction, while the Transaction-heavy delivery work maps to what his research shows is ripest for AI-native replacement.

Skills & Competencies

Bersin's research names a specific, measurable problem: 74% of companies report they aren't keeping up with their organization's demand for new skills, against a $400 billion corporate training market. His diagnosis is that the underlying operating model — not the content — is what's failed.

Framework connection: The competency list splits along the same line the Role Impact Profile shows — Knowledge-pattern activities (strategy, design, succession) call for the judgment-heavy skills above; the Transaction-pattern cluster is where Bersin's Dynamic Enablement model does the most direct replacing.

Role Progression Framework

Structural template adapted from AIHR's HR Business Partner Guide; content and stage boundaries drawn directly from Bersin's own four-level Learning Maturity Model — Levels 1–2 map to Getting Started, Level 3 to Established, Level 4 (Dynamic Enablement) to Future-Focused.

Getting StartedEstablishedFuture-Focused
Role focusAudit current course/content inventory against Bersin's Level 1–2 pattern — compliance-driven, top-down, vendor-sourced librariesBuild career-path-tailored development programs while managing rising complexity — overlapping skills models, job levels, and role definitionsReplace SCORM-based LMS/LXP infrastructure with a dynamic, AI-native content system that generates and connects material on demand
Key activitiesIdentify which Transaction-pattern activities (policy administration, DEI implementation, training delivery, certifications) are already candidates for automationFederated governance design — delegating line-of-business training to local owners once core infrastructure existsEmbed learning directly into other systems' workflows rather than a separate destination; measure enablement (applied skill) instead of completion
Skills to buildBaseline fluency in what ‘AI-native’ content generation actually replaces, versus faster course authoringA named operating model for what corporate L&D owns globally (leadership, compliance, culture) versus what's delegated locallyComfort making the business case with Bersin's own cited returns: Level 4 companies 10x more likely to be innovation leaders, 6x more likely to exceed financial targets
Common pitfallsMistaking faster course production for transformation — Bersin's research is direct that this is the old paradigm, not the new oneLetting Level 3 complexity balloon L&D's own headcount and cost — Bersin names this exact failure mode as the trigger toward Level 4Treating this as an L&D-only initiative — real deployments are already saving 40–50% of internal L&D spend, which only happens when the operating model changes, not just the tooling

Source: Josh Bersin, “New Research: How AI Transforms $400 Billion Of Corporate Learning,” joshbersin.com, February 11, 2026. Fetched and read in full for this profile, not paraphrased from a snippet.