• Headcount forecasting & budget alignment
• Team topology & span-of-control design
• Build vs hire vs contract / vendor decisions
• Geo / hub strategy & time-zone planning
• Reorgs, M&A integration, RIFs
• Succession planning & bench strength

• Job descriptions & level expectations
• Interview rubric & scorecard design
• Structured behavioural + technical loops
• Diverse panels & calibrated rubrics
• Bar-raiser / debrief facilitation
• Offer construction, negotiation & close
• Candidate experience ownership

• 30/60/90 onboarding plan per role
• Buddy & mentor assignment
• Tooling, access, environment ready Day 1
• Role clarity, expectations & norms
• Stakeholder & team-intro tour
• Time-to-first-PR / first-impact tracking
• 30 / 60 / 90-day check-ins

• Weekly / bi-weekly 1:1s with each report
• Report-owned agenda & shared notes
• GROW & SBI coaching conversations
• Active listening & powerful questions
• Skip-levels every 6–8 weeks
• Mentorship matching & sponsorship
• Career conversations beyond next promo

• OKR / SMART goal-setting & alignment
• Continuous SBI & radical-candour feedback
• Quarterly check-ins & annual reviews
• Calibration with paired examples & rubrics
• Promotion cases & advocacy
• PIP design, support & documentation
• Performance review writing & delivery

• Engineering ladder & competency framework
• Individual Development Plans (IDPs)
• 70-20-10 learning mix (job · others · training)
• Skill-gap analysis & learning roadmaps
• Stretch assignments, rotations, shadowing
• Promotion packet co-built with engineer
• Sponsorship for under-represented talent

• Compensation philosophy & bands
• Annual comp planning & merit cycle
• Equity / RSU refresh & offer construction
• Pay-equity audits & adjustments
• Total rewards & market benchmarking
• Spot bonuses & recognition programs
• Public kudos rituals & team awards

• Psychological safety & trust-building
• Team charter, norms & working agreements
• Team rituals: stand-ups, retros, demos
• Off-sites, all-hands, social rituals
• DEIB programs & ERGs
• Hybrid / remote culture engineering
• Recognition & celebration cadence

• eNPS & engagement pulse surveys
• Stay interviews 2x / year
• Action plans on engagement results
• Off-cycle equity / promotion for top talent
• Burnout monitoring & on-call fairness
• Mental-health & wellness benefits
• Internal-mobility marketplace

• Difficult conversations & mediation
• Crucial Conversations playbook
• Performance & behavioural escalations
• HRBP / Employee-Relations partnership
• Investigations & disciplinary actions
• Termination & offboarding with dignity
• Exit interviews & alumni programs

• Partner with PM, PO, Tech Lead, Architect
• Sprint health & flow oversight (DORA / SPACE)
• Capacity planning & dependency management
• Status reporting & executive updates
• Risk & escalation handling
• Translate business value ↔ team work
• Vendor & offshore engagement oversight

• People dashboards: eNPS · attrition · DORA · DEIB
• Engagement & sentiment analytics
• Pay-equity & promotion-equity audits
• Labour law & policy compliance (GDPR, EEO, FMLA)
• EU AI Act / NYC AEDT bias audits on HR tools
• Documentation hygiene & defensibility
• Quarterly people-health review with leadership

Foundational

• Servant Leadership (Greenleaf) — serve first, lead second
• Situational Leadership II (Blanchard) — flex by competence + commitment
• Transformational Leadership — inspire vision & growth
• Authentic Leadership · Adaptive Leadership

Modern / Engineering

• Radical Candor (Scott) — care personally, challenge directly
• Level-5 Leadership (Collins) — humility + will
• Multipliers vs Diminishers (Wiseman)
• Extreme Ownership (Willink) · Dare to Lead (Brown)

Coaching frameworks

• GROW — Goal · Reality · Options · Will
• OSKAR — Outcome · Scaling · Know-how · Affirm · Review
• CLEAR · FUEL · T-GROW
• ICF Core Competencies · Active listening · Powerful questions

Feedback & difficult conversations

• SBI — Situation · Behaviour · Impact (+I = Intent)
• Crucial Conversations — STATE · AMPP
• Non-Violent Communication (NVC) — Observation · Feeling · Need · Request
• DESC · BOOST · Pendleton · Feedforward (Goldsmith)

Stages & dynamics

• Tuckman — Forming · Storming · Norming · Performing · Adjourning
• Lencioni 5 Dysfunctions — Trust · Conflict · Commitment · Accountability · Results
• Drexler-Sibbet Team Performance · Hackman 5 Conditions

Engineering team design

• Google Project Aristotle — psychological safety #1
• Team Topologies (Skelton & Pais) — stream / platform / enabling / complicated-subsystem
• Spotify Model — squads · tribes · chapters · guilds
• Two-Pizza Team · Conway's Law

Goal-setting

• OKRs (Doerr) — Objective + 3-5 Key Results
• SMART / SMARTER goals
• V2MOM · Hoshin Kanri · BHAGs
• North Star Metric & cascading

Performance management

• Continuous Performance Management (vs annual)
• 9-Box Talent Grid · Calibration
• 360-Degree Feedback
• Balanced Scorecard (Kaplan-Norton)
• PIP (Performance Improvement Plan)
• Forced ranking — ❌ avoid (kills collaboration)

• The Manager's Path (Camille Fournier) — TL → EM → Director → VP/CTO
• Engineering Ladders (Patkós-Csoni / Fournier) — competency-based growth
• EM Trifecta — People · Project · Process
• Westrum Culture — Pathological → Bureaucratic → Generative
• DORA / SPACE / DevEx through a people lens
• Player-Coach vs Pure Manager calibration
• Manager Energy (LeadDev) — Management · Maintenance · Mission · Mentoring
• Three-Bucket Theory — Inwards · Upwards · Outwards mgmt

• Competency Frameworks — Lominger, Korn Ferry, Heidrick
• 70-20-10 Learning Model — job · others · training
• Total Rewards framework (WorldatWork)
• Talent Marketplace & Skills-Based Org
• Workforce Planning — supply, demand, gap
• Succession Planning · Bench Strength
• Job Architecture & Levelling Frameworks
• SHRM-CP / SHRM-SCP body of knowledge
• CIPD Profession Map

• ADKAR (Prosci) — Awareness · Desire · Knowledge · Ability · Reinforcement
• Kotter's 8-Step — urgency → coalition → vision → empower → wins → consolidate → anchor
• Lewin's 3-Stage — Unfreeze · Change · Refreeze
• Bridges' Transitions Model — Ending · Neutral Zone · New Beginning
• McKinsey 7-S — Strategy, Structure, Systems, Shared Values, Skills, Style, Staff
• Switch (Heath bros) — Rider · Elephant · Path
• Beckhard-Harris Change Equation — D × V × F > R

• Topgrading (Smart) — A-player hiring system
• "Who" by Geoff Smart — scorecard · source · select · sell
• Bar-Raiser (Amazon) — independent hire-quality gate
• Structured Interviews + Scorecards (predictive validity ↑)
• STAR / CARL — Situation · Task · Action · Result (+ Learning)
• Behavioural Event Interviewing (BEI)
• Work-Sample & Take-Home Tests
• Bar-raiser debriefs & calibrated rubrics
• Bias mitigation — diverse panels, blind reviews, structured questions

• Big Five (OCEAN) — most validated personality model
• Hogan (HPI · HDS · MVPI) — leadership-grade assessments
• CliftonStrengths (StrengthsFinder) — top-5 talents
• DiSC — Dominance · Influence · Steadiness · Conscientiousness
• MBTI — popular, lower scientific validity
• Insights Discovery · Predictive Index (PI)
• Enneagram · 16 Personalities
• Emotional Intelligence (EQ) — Goleman 4 quadrants

• DEIB Maturity Model — compliance → integration → systemic
• SHRM Inclusive Workplace framework
• Inclusion Wheel · Privilege Walk exercises
• Bias mitigation — affinity, halo, recency, similarity, name bias
• Equitable Hiring — diverse panels, blind CV review, structured loops
• Pay-Equity Auditing — regression analysis, adjustments
• Sponsorship vs Mentorship programs
• Employee Resource Groups (ERGs)
• Belonging metrics — eNPS by segment, voice metrics
• EU Pay Transparency Directive 2026 · NYC AEDT

• Psychological Safety (Edmondson) — 4 stages: inclusion, learner, contributor, challenger
• Self-Determination Theory (Deci & Ryan) — Autonomy · Competence · Relatedness
• Job Demands-Resources (JD-R) — burnout prevention
• Karasek Demand-Control model
• Maslow's Hierarchy · Herzberg Two-Factor · McClelland
• Maslach Burnout Inventory
• PERMA model (Seligman) — positive psychology
• Stress Mgmt — recovery, sleep, energy management
• Workload & on-call fairness · Sustainable pace

Engagement & motivation

• Gallup Q12 — 12 questions of engagement
• eNPS — Employee Net Promoter Score
• Job Demands-Resources (JD-R)
• Pink's Drive — Autonomy · Mastery · Purpose
• Flow Theory (Csikszentmihalyi)
• Deci-Ryan Self-Determination Theory

Retention

• Stay Interviews · Exit Interviews
• Total Rewards framework
• Internal Mobility & Talent Marketplace
• Career-Path clarity · Sponsorship
• Engagement → Retention → Performance loop

• eNPS — Employee Net Promoter Score (−100 to +100)
• Gallup Q12 — 12 standard engagement items (Mean Score)
• Engagement / Pulse score — overall sentiment index
• Glint / Culture Amp / Lattice indices
• Manager-effectiveness sub-score
• Recognition frequency — kudos / month per FTE
• Survey response rate & comment volume
• Sentiment trend (NLP on open-text)

• Annualised attrition % (voluntary · involuntary · total)
• Regrettable attrition % — top performers leaving
• Retention by tenure — 90-day · 1-yr · 2-yr · 5-yr
• Retention by segment — level · gender · ethnicity · location
• Average tenure & tenure distribution
• Stay-interview themes · exit-interview themes
• Internal mobility rate · boomerang rate
• Cost of turnover ($) per regrettable exit

• Time-to-hire · Time-to-fill (days)
• Offer-accept rate %
• Quality of Hire (QoH) — 90-day & 1-yr success
• Source-of-hire & cost-per-hire
• Funnel conversion — apply → screen → onsite → offer → accept
• Pipeline diversity at each stage
• Interview NPS (candidate experience)
• Calibration drift — interviewer score variance
• Headcount plan attainment %

• Time-to-first-commit / first-PR / first-deploy
• Time-to-productivity (full ramp, role-dependent)
• 30 / 60 / 90-day check-in completion %
• Onboarding NPS & survey score
• Buddy-pair coverage %
• 90-day retention % · early-attrition rate
• Training / certification completion %
• Tooling readiness Day 1 (access, env)

• OKR / SMART attainment — score 0.0–1.0
• 9-Box Talent Grid distribution
• Calibration shift — pre vs post calibration
• Performance-rating distribution by level & segment
• Continuous-feedback frequency per FTE / month
• Review-completion rate (on time)
• PIP volume · PIP success rate %
• Goal-alignment % — IC goals tied to org OKRs

• Promotion rate % & promotion velocity (months between)
• Promotion equity — by gender · ethnicity · location
• Promo-readiness conversion % (ready → promoted)
• IDP completion % · IDP coverage %
• Internal-mobility rate % (lateral · upward)
• Skill-coverage per critical capability
• Training hours per FTE (target 40+ / year)
• Certification / external-talk count
• Mentor / mentee participation %

• Comp-ratio (compa-ratio) = actual ÷ band midpoint
• Pay-equity gap % (gender · ethnicity · location, controlled)
• Range-penetration (where in band)
• Salary-band coverage % (within band)
• Total-rewards utilisation · benefits engagement
• Equity-refresh coverage % for top performers
• Merit-cycle distribution by performance band
• Counter-offer / save rate %
• Pay-transparency index (publish bands?)

• Representation % by level · function · gender · ethnicity · neurodiversity
• Hiring % by under-represented groups
• Promotion equity (relative rate by segment)
• Pay-equity gap % (controlled regression)
• Attrition equity — by segment vs overall
• Belonging score (eNPS by segment)
• Inclusion-survey index
• ERG participation %
• Sponsorship-program coverage
• Bias-audit pass rate on AI HR tools (NYC AEDT, EU AI Act)

• Burnout index (Maslach MBI · Spring · Modern Health)
• Wellbeing pulse & stress score
• On-call fairness — pages per FTE · weekend-load
• After-hours / weekend commits % trend
• PTO / vacation utilisation % · untaken-days
• Sick-day trend · EAP usage rate
• Workload distribution (Gini-style fairness)
• Meeting load — hours/week · focus-time
• Psychological-safety pulse (Edmondson 7-item)

• Manager-effectiveness score (Lattice / Culture Amp / Glint)
• Manager NPS & subscale items (clarity · feedback · growth)
• 1:1 frequency & coverage % (weekly target)
• 1:1 cancellation rate (lower is better)
• Feedback frequency — given · received per FTE / month
• Retention & engagement of own team
• Promotion velocity of own team
• Skip-level pulse score
• Span of control (5–10 ideal for hands-on EM)

• Psychological safety (Edmondson 7-item · Project Aristotle)
• Westrum culture score (Pathological → Generative)
• DORA (Deploy Freq · Lead Time · CFR · MTTR · Reliability)
• SPACE — Satisfaction · Performance · Activity · Comms · Efficiency
• DevEx (DXI) — feedback loops · cognitive load · flow
• Team retention · knowledge bus-factor
• Cross-team collaboration index
• Team-charter / working-agreements adoption

• Revenue per FTE · output per FTE
• OKR achievement % at team / org level
• Time-to-market · time-to-value
• Innovation rate (% revenue from new products)
• Cost-of-turnover ($) — total & per regrettable exit
• People-cost ratio (people spend ÷ engineering spend)
• Hiring ROI — value created vs hire cost
• Engagement-to-retention regression coefficient
• Glassdoor / Comparably / LinkedIn employer-brand score

• SDLC: discover · design · build · test · deploy · operate
• Architecture literacy: monolith · microservices · event-driven · serverless
• Cloud (AWS · Azure · GCP) · containers · K8s · IaC fundamentals
• CI/CD · feature flags · trunk-based dev concepts
• Observability: SLO · SLI · MTTR · DORA
• Code-review participation (selective, signal-driven)
• Read & comment on RFCs, ADRs, design docs
• AI / GenAI literacy: LLMs · RAG · agents · evals
• Data & ML basics — enough to question dashboards

Design

• Job descriptions & level scorecards (per role)
• Structured interview design — behavioural + technical
• Coding / system-design rubrics with signals
• Bar-raiser / debrief facilitation

Execution

• Behavioural interviewing (BEI · STAR · CARL)
• Calibration sessions & bias mitigation
• Diverse panels & blind reviews
• Offer construction & close (negotiation)
• ATS workflows (Greenhouse, Lever, Ashby)

• 30/60/90 onboarding plan templates per role
• Buddy / mentor pairing playbook
• Day-1 readiness: tooling · access · environment
• Role clarity, expectations & norms documentation
• Stakeholder & team-intro tour design
• Time-to-first-PR / first-impact tracking
• 30 / 60 / 90-day check-ins & surveys
• Onboarding NPS & iteration
• Cohort onboarding for batch hires

• Continuous PM — weekly / monthly check-ins
• SBI / SBI-I feedback technique mastery
• Quarterly & annual review writing
• Calibration with paired examples + rubrics
• 9-Box Talent Grid & distribution analysis
• Promotion packet co-authoring & advocacy
• PIP design, support & documentation
• Difficult conversation playbook (Crucial Conversations)
• Performance platforms: Lattice · Culture Amp · 15Five · Leapsome

• Compensation philosophy & market positioning (P50/P75)
• Salary bands & band design (Radford / Mercer)
• Compa-ratio & range-penetration analysis
• Equity / RSU / option refresh strategies
• Annual merit-cycle & promotion-comp planning
• Pay-equity audit using regression (controlled)
• Total Rewards design: base · bonus · equity · benefits
• Pay-transparency strategy & band publishing
• Tools: Pave · Carta · Figures · Assemble · Radford
• EU Pay Transparency Directive (2026 readiness)

• OKR design — Objective + 3-5 measurable Key Results
• Cascading from org → team → individual
• SMART / SMARTER goals as fallback
• Quarterly OKR cycle: draft → align → score → retrospect
• Outcome vs activity vs vanity differentiation
• Stretch vs commitment goals (0.6–0.7 healthy)
• OKR retrospectives & tuning
• V2MOM · Hoshin Kanri · BHAGs (alternatives)
• Tools: Lattice OKRs · Workboard · Ally · Betterworks

• Engineering ladder design (Fournier, Patkós-Csoni)
• Competency frameworks (Lominger, Korn Ferry)
• Levelling rubrics — IC track + Manager track parity
• Individual Development Plans (IDPs)
• 70-20-10 learning mix design
• Promotion criteria, packets & advocacy
• Skill-gap mapping & capability planning
• Stretch assignment design & rotation programs
• Sponsorship vs mentorship program design
• Internal mobility / talent-marketplace setup

• Headcount forecasting & budget alignment
• Span-of-control design (5–10 hands-on EM)
• Team Topologies (stream / platform / enabling / complicated-subsystem)
• Build vs hire vs contract / vendor analysis
• Geo / hub strategy & time-zone planning
• Reorgs, M&A integration, RIFs
• Succession planning & bench strength
• Role & job architecture design
• Tools: ChartHop · Pingboard · Functionly · Lucidchart

• Agile / Scrum / Kanban / SAFe fundamentals
• Sprint planning & estimation oversight
• Capacity planning & dependency management
• Risk, issue & escalation management
• RACI & decision-rights design
• Status reporting (one-pagers, exec memos)
• Roadmap construction & trade-offs
• Delivery health: DORA · SPACE · flow metrics
• Vendor & offshore engagement oversight
• Tools: Jira · Linear · Asana · LinearB · Swarmia

• HR analytics fluency: eNPS · attrition · QoH
• People-dashboard design & storytelling
• DORA / SPACE / DevEx (people lens)
• Engagement & sentiment analysis (NLP basics)
• Attrition modelling (logistic regression, survival analysis)
• Pay-equity regression analysis (multivariate)
• Cost-of-turnover models
• BI tooling: Tableau · Looker · Power BI · Sisense
• Excel / Sheets fluency: pivot · vlookup · regression
• Tools: Visier · ChartHop · Crunchr · One Model · Lattice Analytics

• Labour law fundamentals (US · EU · UK · APAC basics)
• EEO · ADA · FMLA · ADEA awareness
• GDPR · CCPA · PIPL — HR data privacy
• EU Pay Transparency Directive (2026 ready)
• EU AI Act & NYC AEDT — HR AI bias audits
• SOX, regulated industry HR (banking, healthcare)
• Worker classification (employee vs contractor vs gig)
• Visa / immigration partnership basics
• Documentation standards & defensibility
• Records retention & data minimisation

• ADKAR (Prosci) framework — Awareness · Desire · Knowledge · Ability · Reinforcement
• Kotter's 8-Step change model
• Lewin's Unfreeze-Change-Refreeze
• Bridges' Transitions Model (psychological journey)
• Communication cascade design (exec → manager → team)
• Town halls, all-hands, Q&A facilitation
• Narrative writing: memo, FAQ, exec one-pager
• Layoff & RIF playbook execution with empathy
• Re-org design & rollout sequencing
• RTO / hybrid mandate communication

• Crucial Conversations playbook (STATE · AMPP)
• Non-Violent Communication (NVC) — observation · feeling · need · request
• 3-way mediation & facilitation
• Investigation process & documentation
• Disciplinary action progression (verbal → written → final)
• Termination & offboarding with dignity
• HRBP / Employee Relations partnership
• Whistleblower & ethics-hotline awareness (NAVEX EthicsPoint)
• Boundaries-setting & respectful-workplace policies
• Anti-harassment & anti-retaliation principles

• DEIB Maturity Model (compliance → integrated → systemic)
• Bias mitigation in hiring (affinity, halo, recency, similarity)
• Diverse-panel design & blind-CV review
• Inclusive language & JD review (Textio)
• Pay-equity audit — multivariate regression methodology
• Promotion-equity audit (4/5 rule)
• Belonging metrics (segmented eNPS)
• Sponsorship & ERG program design
• AI-tool bias audits (NYC AEDT, EU AI Act)
• Tools: Mathison · Diversio · Textio · GapJumpers

Core people-tech

• HRIS: Workday · BambooHR · Rippling · HiBob
• ATS: Greenhouse · Lever · Ashby · Workable
• Performance: Lattice · Culture Amp · 15Five · Leapsome
• Comp: Pave · Carta · Figures · Assemble · Radford
• Engagement: Glint · Culture Amp · Officevibe
• Analytics: Visier · ChartHop · Tableau · Power BI

AI co-pilots & governance

• GenAI for JDs, scorecards, 1:1 prep, review writing
• Meeting AI: Otter · Read.ai · Grain · Fireflies
• Sentiment NLP & engagement analytics
• Attrition prediction & retention nudges
• Bias-audit tooling for AI HR vendors
• Responsible AI: NIST AI RMF · EU AI Act · GDPR for HR data

• Pyramid Principle — answer first, then support
• Memo writing (Amazon-style 6-pager / 1-pager)
• Async-first & written-by-default discipline
• Plain language — strip jargon, define acronyms
• Storytelling for context & vision (BCS, STAR)
• Slide design & data visualisation basics
• Public speaking, town-halls & all-hands
• Facilitation & meeting design (Liberating Structures)
• Tailoring tone & depth per audience (eng · exec · HR)

• 4 levels: internal · focused · global · intuitive (CTI)
• Paraphrase & reflect — "What I hear is…"
• Powerful open questions (GROW)
• Silence as a tool — let pauses do work
• Body-language & tone attunement
• Notice the unspoken — emotions, needs, fears
• Don't fix — first understand, then ask permission
• 1:1 listening rituals — agenda owned by report
• Skip-level listening tours

• Self-awareness — name what you feel, in the moment
• Self-regulation — pause between trigger & response
• Empathy — cognitive + emotional + compassionate
• Social awareness — read the room & the politics
• Relationship management — repair quickly when off
• Bias awareness (affinity, halo, recency, similarity)
• Resilience & stress recovery
• Mood contagion — manage what you radiate
• Assessments: EQ-i 2.0 · Hogan · 360 feedback

• Edmondson's 4 stages: inclusion → learner → contributor → challenger
• Google Project Aristotle — #1 driver of team performance
• Blameless post-mortems & retros
• Reward intelligent failure, learn out loud
• "Yes, and…" instead of "yes, but…"
• Invite dissent: "What am I missing?"
• Model vulnerability — share your own mistakes
• Equal voice rituals (round-robin · written-first)
• Measure: team safety pulse · participation index

Frameworks

• GROW — Goal · Reality · Options · Will
• OSKAR — Outcome · Scaling · Know-how · Affirm · Review
• CLEAR — Contract · Listen · Explore · Action · Review
• Co-Active Coaching (CTI) & ICF core competencies

Practice

• Distinguish coach vs mentor vs advisor vs boss
• Powerful open questions · curiosity over advice
• Sponsorship — advocate when person isn't in room
• Career conversations beyond the next promotion
• Quarterly growth check-ins & IDPs

• SBI / SBI-I — Situation · Behaviour · Impact · Intent
• Radical Candour (Kim Scott) — 2×2 of care & challenge
• Crucial Conversations (STATE · AMPP)
• Non-Violent Communication (NVC) — observation · feeling · need · request
• Avoid the sandwich — direct, specific, kind
• Feedback in the moment, not banked till review
• Receive feedback well — "tell me more"
• Praise in public, correct in private (rule of thumb)
• Document hard feedback contemporaneously
• Pre-mortem the conversation when emotionally charged

• Cialdini's 7 principles (reciprocity, scarcity, authority, consistency, liking, consensus, unity)
• Lead without authority — relationship & reputation capital
• Managing up: deliver bad news cleanly, ask for what you need
• Stakeholder map: power × interest grid
• Partner with HR, Finance, Legal, TA, PMO
• Negotiation — BATNA · ZOPA · interest-based (Fisher & Ury)
• Executive presence & conciseness with senior audiences
• Storytelling with data — narrative + numbers
• Trust equation: Credibility × Reliability × Intimacy ÷ Self-orientation

• Thomas-Kilmann modes (compete · collaborate · compromise · avoid · accommodate)
• Address within 48 hours, not 48 days
• 3-way mediation playbook (separate → joint → agreement)
• Separate person from problem (Fisher & Ury)
• Find interests under positions
• De-escalation language & "I" statements
• Boundary-setting & respectful-workplace norms
• Working agreements & team norms documents
• Partner with HRBP / Employee Relations early
• Document contemporaneously · escalate cleanly

• Systems thinking & first-principles reasoning
• Type 1 vs Type 2 (one-way vs two-way door) decisions
• RAPID (Recommend · Agree · Perform · Input · Decide)
• DACI / RACI & decision-rights design
• Trade-off analysis & cost of inaction
• Cognitive bias awareness (anchoring, halo, recency, sunk-cost, confirmation)
• Pre-mortems & red-teaming
• Disagree & commit (Amazon LP)
• Decisions on principles, not personalities
• Ethical-decision frameworks (utilitarian · rights · virtue · justice)

• Start with Why (Simon Sinek) · Golden Circle
• Press-release / FAQ from the future
• Narrative arc — context · conflict · resolution
• Translate strategy to team-level "so what?"
• Visual aids · journey maps · roadmaps with the why
• Repeat key messages until you're sick of them — then 3× more
• Anchor change to user/customer impact
• Team rituals reinforce the story (demos, recognition)
• Connect daily work → mission → personal growth

• Servant Leadership (Greenleaf) — team first, ego last
• Multipliers vs Diminishers (Liz Wiseman)
• Genius-maker accidental-diminisher self-audit
• Lead with questions, not answers
• Make space for others to shine & lead
• Remove blockers, run interference
• Take responsibility for failure, share credit for success
• "Last to speak" rule in team meetings (Lencioni)
• Level-5 leadership (Collins): humility + will
• Steward the team beyond your tenure

• Situational Leadership II (Blanchard) — match style to development level
• Levels of delegation (Tannenbaum & Schmidt) — tell → sell → consult → join → delegate
• Eisenhower matrix — urgent × important
• Default to trust · verify outcomes, not steps
• Define decision rights up front (DACI)
• Catch people doing it right · over-communicate appreciation
• Stop being the bottleneck — train your replacement(s)
• Resist hero-mode & player-coach overload
• Calendar discipline & "Make-time / Manager schedule" (PG)

• Stress recovery, sleep, exercise, nutrition fundamentals
• Mindfulness & meditation (basic practice)
• Energy management > time management
• Boundary-setting · "no" as a complete sentence
• Calendar audit — meeting hygiene & deep-work blocks
• Email / Slack hygiene — batch, not real-time
• Personal kanban & weekly review (GTD)
• Reflection ritual — journaling, retro, walk & think
• Coach, therapist, peer-group — your support system
• Burnout self-assessment & recovery plan

• Cultural Intelligence (CQ) — drive · knowledge · strategy · action (Earley & Ang)
• Hofstede dimensions & Erin Meyer's Culture Map
• High-context vs low-context comms styles
• Inclusive language & pronoun fluency
• Time-zone fairness & meeting load distribution
• Multi-generational expectations (Gen Z, Millennial, Gen X)
• Neurodiversity awareness & accommodation
• Disability inclusion & accessibility-as-default
• Bias mitigation in hiring · promotions · day-to-day
• Sponsorship for under-represented talent

• Personal values clarity & "non-negotiables"
• Speak truth to power · disagree with respect
• Whistleblower / ethics-hotline awareness
• Confidentiality & discretion with people data
• Pay equity, promotion equity, voice equity
• Responsible AI for HR / hiring (bias audits)
• Anti-harassment, anti-retaliation, dignity-of-work principles
• Refuse to scapegoat, refuse to take credit you didn't earn
• Defend reports' interests upward, even when costly
• Walk away — change job, not your values

What it does

• Employee master data · org chart · job/level structures
• Payroll · benefits · time-off · contracts & documents
• EOR / global hire (Deel · Remote · Oyster · Multiplier)
• HRIS integrations hub (ATS, Perf, Comp, BI)

Leaders

What it does

• Job postings · careers site · candidate CRM
• Sourcing automation & talent CRM (Gem · HireEZ)
• Structured scorecards · interview kits · panels
• Offer letters · DEIB analytics · funnel reporting

Leaders

What it does

• Pre-boarding sequences & welcome journeys
• Task workflows · IT provisioning & access
• Buddy/mentor pairing · cohort orientation
• 30/60/90 templates · time-to-first-PR tracking
• Onboarding NPS & iteration feedback

Leaders

What it does

• OKRs / goal cascading & check-ins
• Continuous feedback & praise
• Quarterly / annual review writing & signatures
• Calibration sessions · 9-Box · talent review packs
• Promotion packets · PIP workflows

Leaders

What it does

• Salary band design & market benchmarking
• Compa-ratio · range-penetration analysis
• Merit cycles · promotion-comp · bonus modelling
• Equity / RSU / option refresh strategies
• Pay-equity regression audits
• EU Pay Transparency Directive readiness (2026)

Leaders

What it does

• Engagement surveys (annual + quarterly pulse)
• eNPS · belonging · psychological-safety segments
• Sentiment NLP on open-text answers
• Manager-action-plan workflows
• Benchmark dashboards vs industry

Leaders

What it does

• Course catalogues · skill paths · certifications
• Compliance training (anti-harassment, security)
• Skills graph & gap analysis (LXP)
• Cohort programmes · manager training
• AI-curated personalised learning

Leaders

What it does

• Cross-system people dashboards (HRIS + ATS + Perf)
• Attrition prediction & retention modelling
• Pay-equity regression analytics
• Hiring funnel & DEIB analytics
• DORA / SPACE / DevEx through a people lens

Leaders

What it does

• Live org charts with HRIS sync
• What-if reorg / M&A / RIF scenarios
• Span of control & layers analysis
• Headcount & cost planning (FP&A bridge)
• Team-topology design (stream · platform · enabling)

Leaders

What it does

• Real-time chat & channels (Slack, Teams)
• Video meetings & webinars (Zoom, Meet)
• Async video (Loom, Vidyard, Yac)
• Docs & wikis (Notion, Confluence, Coda)
• Voice / informal connection (Donut, Allo, Pyn)

Leaders

What it does

• Sprint planning & backlog (Jira, Linear, Asana)
• Roadmaps & portfolio (Productboard, Jira Plans)
• Delivery health metrics (LinearB, Swarmia, Jellyfish)
• DORA / SPACE telemetry & flow
• Manager dashboards: team load · WIP · cycle time

Leaders

What it does

• 1:1 agendas, notes & talking points (shared)
• Continuous feedback & praise (peer + manager)
• AI prompts for SBI, GROW, growth conversations
• Coaching marketplaces (1:1 human + AI coaches)
• Sponsorship / mentorship matching

Leaders

What it does

• JD & scorecard drafting · review writing · 1:1 prep
• Meeting transcription & action capture
• Sentiment / engagement NLP analytics
• AI screening (with bias audits) & matching
• AI coaches (BetterUp AIA, CoachHub AI)
• Code & doc co-pilots for engineers you manage

Leaders

What it does

• EAP & mental-health benefit platforms
• Mindfulness / meditation at work
• Burnout pulse & on-call fairness
• Inclusive language & JD auditing
• DEIB analytics & sourcing platforms

Leaders

What it does

• SSO & SCIM provisioning (Okta · AzureAD · JumpCloud)
• HR data privacy (GDPR · CCPA · PIPL · LGPD)
• Compliance & audit (SOC2 · ISO 27001) — Drata · Vanta
• Ethics & whistleblower (NAVEX EthicsPoint · Vault)
• AI-bias audits (NYC AEDT · EU AI Act tooling)
• Records retention & e-discovery

Leaders

• AI co-pilots for managers (1:1 prep, feedback, review-writing)
• Generative AI for JDs · scorecards · calibration narratives
• AI screening & candidate matching (with bias audits)
• AI coaching at scale (BetterUp AIA · CoachHub AIMY)
• Sentiment & engagement NLP analytics
• Attrition prediction & retention nudges
• Meeting AI: transcribe · summarise · capture actions

• Skills inventory & taxonomy (Lightcast, EMSI, internal)
• Internal talent marketplaces (Gloat, Fuel50, Eightfold)
• Skills graph + AI matching to gigs & projects
• Continuous reskilling & upskilling (LXP)
• "Internal hire first" hiring discipline
• Skill-based pay & progression (vs job-title only)
• Lattice careers — sideways, not just up

• Hybrid 2.0 — intentional in-person days (off-sites, planning)
• Async-first written-by-default culture
• Global / EOR hiring (Deel · Remote · Oyster · Multiplier)
• Time-zone-aware team design & rota
• RTO mandates vs employee expectations
• 4-day week & outcome-based scheduling pilots
• Equal-experience design ("one remote = all remote")

• Burnout prevention & on-call fairness
• Mental-health benefits as baseline (Spring · Lyra · Modern Health)
• 4-day-week experiments (Microsoft Japan, Iceland data)
• Flexible hours & outcome-based work
• "No-meeting" days & deep-work blocks
• Right-to-disconnect laws (France · Portugal · Belgium)
• Workload monitoring & sustainable on-call

• Pay-equity audits — regression-based, multivariate
• Salary bands published (US state laws · EU Directive 2026)
• Inclusive hiring · structured loops · diverse panels
• Sponsorship programs · ERGs · belonging metrics
• Promotion-equity audit (4/5 rule)
• Bias mitigation in AI-driven decisions
• Backlash management — anchor in fairness, not symbols

• Smaller AI-augmented high-leverage teams
• Manager-of-managers · flatter org shapes
• Platform / DevEx as a people lever
• "AI-fluent" managers & engineers as baseline
• Pair-with-AI engineering (Cursor · Copilot · Claude Code)
• Senior-engineer leverage up 2–4× with AI
• Apprenticeship + AI to upskill juniors faster

• EU AI Act (high-risk HR systems regulated)
• NYC AEDT — bias audits for automated employment decision tools
• Illinois HB3773 · Colorado AI Act
• EU Pay Transparency Directive 2026
• GDPR · CCPA · PIPL · LGPD for HR data
• Worker classification & gig regulation
• Whistleblower & ethics-hotline expectations

• ICF / Co-Active / EMCC manager coach training
• Daily coach behaviours: GROW · SBI · powerful questions
• AI coaching for the in-between moments
• Skip-level & sponsorship as default
• "Career conversations beyond the next promo"
• Multipliers vs Diminishers self-audit (Wiseman)
• Continuous PM replaces annual reviews

• Internal marketplaces (Gloat · Fuel50 · Eightfold · 365Talents)
• Gigs & rotations over external hires
• Tour-of-duty model (Hoffman) — 2–3yr structured
• Internal-first job-posting policy
• Career-pathing tools & recommendations
• Skill-development as currency for moves
• Boomerang & alumni network programs

• EU Pay Transparency Directive — June 2026 enforcement
• US state laws: CO · CA · NY · WA · IL · MD · CT
• Salary bands on every JD by default
• Pay-equity audits — quarterly or pre-cycle
• Total-rewards comms: base · equity · benefits · learning
• Equity refresh strategy for retention
• Compensation philosophy made public

• Cursor · GitHub Copilot · Claude Code · Codeium · Aider
• AI test-generation & bug-triage co-pilots
• RAG over codebase & ADRs · doc-as-context
• Agent workflows for review · refactor · migrations
• AI-fluency as ladder competency, not "bonus"
• Re-skilling senior engineers as AI orchestrators
• Junior path reshaped — AI-paired apprenticeship

• RTO mandates (Amazon · Google · Meta · JPMorgan) vs talent expectations
• "Coffee badging" & compliance theatre
• Hybrid 2.0 — anchor days & team rituals
• Async vs sync working agreements per team
• Proximity bias in promotions — explicit audit
• Equal-experience design for distributed
• Office redesign for collaboration, not desking

• SCOTUS ripple, US executive-order shifts post-2024
• Anti-DEI litigation & reverse-discrimination claims
• Brand-DEI vs systems-DEI distinction
• ERGs reframed as Business Resource Groups (BRGs)
• Belonging as the new "north-star metric"
• Sponsorship retained, optics calibrated by region
• Inclusive-leadership as core competency, not program

• Gen Z = 27%+ of workforce by 2026
• Expectations: meaning · feedback · flexibility · mental health
• Side-projects, "polywork" & portfolio careers
• Boomerang Gen X · phased-retirement programs
• Generational comms style: video · async · concise
• Reverse-mentoring (Gen Z ↔ senior leaders) on tech & norms
• Neurodiversity inclusion & accommodations

• EU CSRD & ESRS workforce disclosures (2025+)
• S1: own-workforce reporting standard
• Workforce metrics in annual reports (turnover, training, pay gap)
• Climate & commute policy intersect with hybrid
• Living-wage commitments & supplier-workforce ethics
• Investor & rating-agency human-capital scoring
• Purpose-driven employer brand

Symptoms

• Roles open > 90 days · senior reqs the longest
• Counter-offers escalate · comp inflation 8–15% yr
• Pipelines lack diversity (30%+ gap vs market)
• Misaligned scorecards · panel calibration drift
• Quality-of-hire dips after 1 year

Symptoms

• Managers avoid difficult conversations
• Sandwich-style, vague feedback
• Calibration politics & rating inflation
• Underperformer documentation gaps
• Recognition gaps for quiet contributors

Symptoms

• Quiet quitting · low discretionary effort
• Career-path ambiguity · "what's next?"
• Compensation transparency expectations
• Regrettable attrition of top performers
• Limited internal mobility · hoarding by managers

Symptoms

• Time-zone friction · async vs sync confusion
• Connection & culture drift remotely
• Proximity bias in promotions & visibility
• Onboarding remotely takes longer · feels lonely
• Meeting overload — "Zoom fatigue is real"

Symptoms

• Conflicts, low psychological safety
• Toxic high-performers protected too long
• Cliques, gossip, exclusion patterns
• Cross-team friction & turf wars
• Manager-up dynamics & misalignment with peers

Symptoms

• Frequent reorgs & whiplash
• M&A integration · culture clashes
• Layoffs & RIF — survivor's guilt & trust loss
• RTO mandates without ops redesign
• Communication cascades fail mid-tier

Symptoms

• AI hiring tools without bias audits
• Pace of regulation (AI Act · AEDT · GDPR)
• Shadow AI & HR-data leakage by employees
• Pay-equity audit gaps · disclosure deadlines
• Vendor noncompliance · sub-processor risk

Symptoms

• Compensation inflation outpacing budget
• Counter-offers escalate · "outside hire" inversions
• Pay-transparency exposes internal anchoring
• Pay-equity gaps not yet audited
• Equity refresh strategy unclear or missing

Symptoms

• Span of control too wide (> 10 hands-on)
• Player-coach overload — both jobs done badly
• Manager-effectiveness scores trending down
• 1:1 frequency slipping · cancellation rate up
• New EMs promoted with no training

Symptoms

• No clear engineering ladder · competencies vague
• IC vs EM tracks lacking parity
• Promotion criteria opaque · packets ad-hoc
• Quarterly career convos missing
• "I can't grow here" mid-level attrition

Symptoms

• On-call rota unfair or thinly staffed
• Oscillating workload — crunch then drift
• Persistent overtime · weekend Slack
• Wellbeing-survey scores trending down
• Senior people stop interviewing — withdrawal sign

Symptoms

• Repeated dependency surprises & missed handoffs
• Engineering vs Product narratives diverge
• RACI unclear · escalation default
• Cross-team blame in retros
• Platform / app-team rope-pulls

Symptoms

• Post-2024 anti-DEI political pressure
• ERG fatigue · volunteer leader burnout
• Belonging-eNPS gap widening across cohorts
• Promotion-equity audit shows ratios drifting
• Inclusive-hiring funnel quietly defunded

Symptoms

• Day-1 tools / access fails
• No 30/60/90 plan · no buddy
• Time-to-first-PR > 14 days
• First-year regrettable attrition rising
• Onboarding NPS < 4 / 5

Symptoms

• HRIS not source of truth · org chart in slides
• Headcount numbers differ across systems
• People dashboards stale or non-existent
• Decisions made on anecdotes, not evidence
• Audit-readiness gaps (GDPR · SOX HR)

Run it

• Write a scorecard before sourcing — outcomes, signals, anti-signals
• Structured loops: behavioural + technical + system-design
• Diverse panels & calibrated rubrics
• Take-homes / pairing instead of whiteboard puzzles
• Always-on talent pipeline + talent CRM (Gem, HireEZ)
• Offer construction · negotiation playbook · close-game
• "Hire slow, fire fairly" — no rescue hires

Run it

• Per-role 30/60/90 onboarding plan templates
• Day-1 readiness checklist (access · tooling · environment)
• Buddy / mentor pairing — first 90 days minimum
• Stakeholder & team-intro tour scheduled in week 1
• Time-to-first-PR target < 7 days · publish ramp curve
• 30/60/90-day check-ins + structured surveys
• Cohort onboarding for batch hires

Run it

• SBI / SBI-I feedback weekly, not banked till review
• Radical Candour: care personally, challenge directly
• Monthly growth check-ins (separate from 1:1s)
• Calibration with paired examples & rubrics
• 9-Box Talent Grid quarterly
• Public recognition + private correction (rule of thumb)
• Document early, document always — PIP-ready

Run it

• Weekly 1:1s — agenda owned by the report
• GROW (Goal · Reality · Options · Will) for coaching
• OSKAR / CLEAR as alternative frames
• Ask > tell · listen ≥ 70% of the airtime
• Quarterly career conversations beyond next promo
• Skip-levels every 6–8 weeks
• Manager-as-coach training (ICF / Co-Active basics)

Run it

• Engineering ladder with parallel IC & EM tracks
• Competency rubrics with concrete examples
• IDPs for every report — 70-20-10 mix
• Stretch assignments & rotations
• Promotion packets co-built with the engineer
• Sponsorship for under-represented talent (vs mentorship)
• Internal mobility marketplace — "internal first"

Run it

• Team charter & explicit working agreements
• Psychological-safety pulse quarterly
• Blameless retros after incidents AND launches
• Recognition rituals (kudos · shout-outs · awards)
• Quarterly engagement pulses + manager action plans
• No-meeting blocks · meeting-hygiene rules
• Async-first, written-by-default communication

Run it

• Documented working agreements per team (anchor days, async/sync, on-call)
• Intentional in-person days (off-sites, planning)
• "One remote = all remote" rule in meetings
• Time-zone-respectful scheduling rules
• Promo-equity audit by location quarterly
• Async-first written-by-default documentation
• Office redesign for collaboration, not desking

Run it

• Stay interviews 2× / year for every report
• Off-cycle equity refresh for top performers
• Burnout monitoring + on-call fairness rota
• Mental-health benefits as baseline (not perk)
• Internal-mobility marketplace · "open roles" share
• No-meeting days · 4-day-week pilots where appropriate
• Sustainable pace as an explicit team metric

Run it

• Address conflicts within 48 hours · not 48 days
• 3-way mediation playbook (separate → joint → agreement)
• Crucial Conversations (STATE · AMPP) · NVC
• Document, escalate, partner with HRBP early
• Disciplinary action progression (verbal → written → final)
• Empathetic, dignified offboarding
• Boundaries · respectful-workplace policies enforced

Run it

• People dashboards: eNPS · attrition · QoH · DORA
• Quarterly people-health review with exec team
• Pay-equity audit (regression) annually
• Promotion-equity audit (4/5 rule) annually
• Manager effectiveness dashboards
• Hiring-funnel & DEIB analytics
• HRIS as the single source of truth — reconcile monthly

Run it

• HR-data privacy: GDPR · CCPA · PIPL DPIAs
• Records retention & data minimisation policy
• EU Pay Transparency readiness (Jun 2026)
• SOC2 / ISO 27001 inheritance for all HR tools
• SSO & SCIM on every people-tool · Day-1 + Day-0
• Documentation rigour (1:1 notes · review packets · PIPs)
• Annual HR-tools vendor security review

Run it

• AI-in-HR policy: usage · prohibited · audit · opt-out
• Vendor bias-audit reports demanded annually
• NYC AEDT · EU AI Act · Colorado AI Act readiness
• Manager training on responsible AI usage
• NIST AI RMF · ISO/IEC 42001 mapping
• Shadow-AI prevention: enterprise AI tier · DLP
• Model cards & data-lineage tracking

Run it

• Annual workforce plan tied to OKRs & budget
• Span-of-control target: 5–10 hands-on EM
• Team Topologies (stream · platform · enabling · subsystem)
• Succession plan & bench depth for top 3 roles
• "Build vs hire vs contract" decision rubric
• Pre-mortems for reorgs · documented retros
• ADKAR change-management for every shift

Run it

• Inclusive JDs (Textio · gender-decoder)
• Diverse interview panels & blind CV review
• Scorecard-driven · calibrated · documented
• Sponsorship programs for under-represented talent
• Promotion-equity audit (4/5 rule) annually
• Belonging-eNPS segmented by cohort
• ERG / BRG support · executive sponsorship

Run it

• Compensation philosophy published internally
• Salary bands by level/region · refreshed annually
• Pay-equity audit (multivariate regression) before each cycle
• Off-cycle equity refresh for top performers
• Merit-cycle calibration with rubrics
• EU Pay Transparency Directive readiness (Jun 2026)
• Total-Rewards comms: base · equity · benefits · learning