changeXchange: Leadership data

meta:

title: "changeXchange Leadership Dynamics System Map"

version: "2.0"

purpose: "Base dataset for generating insights, interventions, and tools"

principles:

- "Humans are predictably irrational"

- "Leadership signals drive behaviour"

- "Behaviour is shaped by system conditions, not isolated causes"

- "Change happens at the moment of choice"

- "Target root conditions, not symptoms"

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# 1. OBSERVED LAYER

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observed:

themes:

- id: T1

name: "Inconsistency"

description: "Leaders change direction or send mixed signals"

behaviors: [B1, B2, B3]

- id: T2

name: "Avoidance & Abdication"

behaviors: [B4, B5]

- id: T3

name: "Poor Communication"

behaviors: [B6, B7]

- id: T4

name: "Favoritism"

behaviors: [B8, B9]

- id: T5

name: "Unrealistic Pressure"

behaviors: [B10, B11]

behaviors:

- id: B1

text: "Leaders change their mind"

emergent_from: [HS2, HS3]

- id: B2

text: "Say one thing and do another"

emergent_from: [HS1, HS3]

- id: B3

text: "Disappear at key moments"

emergent_from: [HS2, HS4]

- id: B4

text: "Avoid difficult conversations"

emergent_from: [HS1]

- id: B5

text: "Delegate excessively"

emergent_from: [HS2]

- id: B6

text: "Fail to cascade information"

emergent_from: [HS3]

- id: B7

text: "Use overly corporate / inauthentic messaging"

emergent_from: [HS1, HS3]

- id: B8

text: "Favor certain individuals"

emergent_from: [HS1, HS5]

- id: B9

text: "Select ineffective champions"

emergent_from: [HS5]

- id: B10

text: "Apply unrealistic pressure"

emergent_from: [HS2, HS4]

- id: B11

text: "Ignore team sentiment"

emergent_from: [HS4]

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# 2. HUMAN STATE (MECHANISM LAYER)

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human_states:

- id: HS1

name: "Perceived Threat / Low Safety"

description: "Fear of judgement, failure, or loss triggers defensive behaviour"

driven_by: [SD2, SD1]

- id: HS2

name: "Cognitive Overload / Capacity Constraints"

description: "Limited mental bandwidth leads to shortcuts, avoidance, and delegation"

driven_by: [SD3, SD6]

- id: HS3

name: "Lack of Clarity / Predictability"

description: "Uncertainty creates hesitation and inconsistent behaviour"

driven_by: [SD4, SD1]

- id: HS4

name: "Emotional Detachment / Fatigue"

description: "Stress reduces empathy, awareness, and responsiveness"

driven_by: [SD3]

- id: HS5

name: "Tribal Bias / Social Alignment"

description: "Decisions shaped by alliances, familiarity, and social safety"

driven_by: [SD5, SD1]

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# 3. SYSTEM DRIVERS (TRUE ROOT CAUSES)

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system_drivers:

- id: SD1

name: "Leadership Signals & Behaviour"

description: "What leaders do (consistency, priorities, actions) defines culture"

type: "primary"

impacts: [SD2, SD4, SD5, HS1, HS3, HS5]

- id: SD2

name: "Psychological & Social Safety"

description: "Perceived personal risk influences openness, honesty, and action"

type: "primary"

impacts: [HS1]

- id: SD3

name: "Capacity & Cognitive Load"

description: "Overload leads to simplified thinking, avoidance, and poor decisions"

type: "primary"

impacts: [HS2, HS4]

- id: SD4

name: "Clarity & Predictability"

description: "Clear expectations reduce perceived risk and enable action"

type: "primary"

impacts: [HS3]

- id: SD5

name: "Tribal Norms & Social Pressure"

description: "People conform to what is socially acceptable in their group"

type: "primary"

impacts: [HS5]

- id: SD6

name: "Environmental Pressure"

description: "Competing priorities and external demands shape behaviour"

type: "secondary"

impacts: [SD3]

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# 4. INTERVENTIONS (LEVERAGE POINTS)

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interventions:

- id: I1

name: "Shift Leadership Signals"

targets: [SD1]

description: "Align words and actions, define priorities clearly, role model behaviour"

leverage: "very high"

- id: I2

name: "Increase Psychological Safety"

targets: [SD2]

description: "Create safe spaces for discussion, normalise uncertainty"

leverage: "high"

- id: I3

name: "Reduce Cognitive Load"

targets: [SD3]

description: "Simplify decisions, prioritise work, remove noise"

leverage: "very high"

- id: I4

name: "Create Clarity & Predictability"

targets: [SD4]

description: "Define outcomes clearly, communicate consistently"

leverage: "high"

- id: I5

name: "Shape Tribal Norms"

targets: [SD5]

description: "Use influencers, reinforce desired behaviours"

leverage: "high"

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# 5. CAUSAL PATHWAYS (EXPLICIT)

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causal_paths:

- id: CP1

path:

- SD1

- HS3

- B1

explanation: "Inconsistent leadership signals create uncertainty, leading to changing decisions"

- id: CP2

path:

- SD3

- HS2

- B5

explanation: "Overload drives excessive delegation as a coping mechanism"

- id: CP3

path:

- SD2

- HS1

- B4

explanation: "Low safety leads to avoidance of difficult conversations"

- id: CP4

path:

- SD1

- SD5

- HS5

- B8

explanation: "Leadership signals reinforce tribal loyalties, leading to favoritism"

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# 6. PROMPTATHON HOOKS

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prompt_hooks:

- "Identify the highest leverage intervention across multiple frustrations"

- "Trace a frustration back to underlying system drivers"

- "Design a targeted intervention for a specific behaviour"

- "Simulate how changing a leadership signal alters outcomes"

- "Generate new behaviours that could emerge from the same system"

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