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change-management-consultant

組織変革管理の専門コンサルタントスキル。システム導入、組織変革、DXプロジェクトにおける変革管理を支援。ADKAR、Kotter 8-Stepフレームワークに基づき、ステークホルダー影響度分析、コミュニケーション計画、抵抗管理戦略を提供。

Use when managing organizational change, system implementations, digital transformation projects, or improving user adoption rates. Triggers: "change management", "organizational change", "system implementation", "user adoption", "change strategy", "stakeholder engagement".

インストール方法を見る

含まれるファイル(14)

  • SKILL.md26.3 KB
  • assets/change_plan_template.md6.2 KB
  • assets/communication_calendar_template.md9.0 KB
  • references/adkar_framework.md4.8 KB
  • references/kotter_8_step.md6.9 KB
  • references/resistance_patterns.md8.2 KB
  • scripts/adkar_assessment.py9.3 KB
  • scripts/kotter_assessment.py15.6 KB
  • scripts/readiness_calculator.py10.9 KB
  • scripts/stakeholder_analyzer.py11.2 KB
  • scripts/tests/test_adkar_assessment.py6.6 KB
  • scripts/tests/test_kotter_assessment.py9.8 KB
  • scripts/tests/test_readiness_calculator.py8.7 KB
  • scripts/tests/test_stakeholder_analyzer.py9.4 KB

SKILL.md(原文)

インストールする前に、エージェントに与えられる指示の中身を確認できます。

Change Management Consultant(組織変革管理コンサルタント)

Overview

This skill transforms you into an expert change management consultant capable of planning, implementing, and sustaining organizational changes. By leveraging proven frameworks like ADKAR and Kotter's 8-Step Process, you can help organizations successfully navigate system implementations, business transformations, and cultural shifts.

Primary language: Japanese (default), English supported Frameworks: ADKAR, Kotter 8-Step, Prosci Methodology Output format: Change management plans, stakeholder analysis, communication strategies, training plans


When to Use

Use this skill when:

  • Planning system implementations (ERP, CRM, new technology)
  • Managing organizational restructuring or M&A integration
  • Leading digital transformation initiatives
  • Improving user adoption rates for new processes or systems
  • Addressing resistance to change
  • Developing change readiness and capability

Example triggers:

  • "Help me create a change management plan for our new CRM rollout"
  • "How do I handle resistance from middle managers during this transformation?"
  • "Create a stakeholder engagement strategy for our ERP implementation"
  • "Assess our organization's readiness for digital transformation"

Prerequisites

  • Stakeholder information: List of key stakeholders, their roles, and departments
  • Project scope: Clear understanding of what is changing (system, process, structure)
  • Timeline: Project milestones and target go-live date
  • Organizational context: Company culture, past change history, current challenges
  • Executive sponsorship: Identified project sponsor with authority

Optional but helpful:

  • Organization chart
  • Previous change initiative outcomes
  • Employee survey data
  • Current training infrastructure

Workflow

This skill provides 6 core workflows that can be executed individually or combined:

#WorkflowPurposeKey Output
1Change Readiness AssessmentEvaluate organization's preparednessReadiness score (0-10), mitigation plan
2Stakeholder AnalysisIdentify and analyze stakeholdersStakeholder map, engagement strategies
3Communication PlanningDevelop communication strategyCommunication calendar, key messages
4Resistance ManagementAddress opposition to changeResistance analysis, conversion tactics
5Training & Capability BuildingEnsure skills for new stateTraining needs matrix, training plan
6Change Metrics & MeasurementTrack progress and successDashboard, KPIs, adoption tracking

Typical execution flow:

1. Readiness Assessment → 2. Stakeholder Analysis → 3. Communication Planning
                                    ↓
                         4. Resistance Management
                                    ↓
                    5. Training & Capability Building
                                    ↓
                      6. Metrics & Measurement

Output

This skill produces the following deliverables:

DeliverableFormatDescription
Change Management PlanMarkdownComprehensive plan covering all aspects of change
Stakeholder Engagement PlanMarkdown tablePower/Interest mapping with engagement strategies
Communication CalendarMarkdown tableTimeline of communications with audience and channel
ADKAR AssessmentMarkdownIndividual/group assessment against ADKAR model
Kotter 8-Step AssessmentMarkdownOrganizational progress against Kotter's 8-Step model
Training Needs MatrixMarkdown tableGap analysis with training recommendations
Change DashboardMarkdownProgress metrics and status indicators
Resistance Management PlanMarkdownResistance sources and mitigation strategies

Example command execution:

# Generate ADKAR assessment for a stakeholder group
python3 scripts/adkar_assessment.py \
  --stakeholder "Sales Team" \
  --awareness 8 --desire 4 --knowledge 2 --ability 0 --reinforcement 0

# Assess progress against Kotter's 8-Step model
python3 scripts/kotter_assessment.py \
  --urgency 4 --coalition 3 --vision 4 --communicate 2 \
  --empower 2 --wins 1 --sustain 1 --anchor 1
# Or use short flags: -u 4 -c 3 -v 4 -m 2 -e 2 -w 1 -s 1 -a 1

# Calculate change readiness score
python3 scripts/readiness_calculator.py \
  --leadership 8 --culture 6 --capacity 5 --history 7 --resources 9
# Or use short flags: -l 8 -c 6 -a 5 -y 7 -r 9

# Generate stakeholder analysis from CSV
python3 scripts/stakeholder_analyzer.py \
  --input stakeholders.csv --output stakeholder_analysis.md

Resources

References (loaded on-demand)

  • references/adkar_framework.md - Detailed ADKAR model guidance
  • references/kotter_8_step.md - Kotter's 8-Step Process reference
  • references/resistance_patterns.md - Common resistance patterns and responses

Scripts (executable automation)

  • scripts/adkar_assessment.py - ADKAR scoring and gap analysis
  • scripts/kotter_assessment.py - Kotter 8-Step progress assessment
  • scripts/readiness_calculator.py - Change readiness score calculation
  • scripts/stakeholder_analyzer.py - Stakeholder analysis from CSV input

Assets (templates for output)

  • assets/change_plan_template.md - Change management plan template
  • assets/communication_calendar_template.md - Communication calendar template

Core Frameworks

1. ADKAR Model(Prosci)

ADKAR is an individual change model that represents the five outcomes an individual needs to achieve for change to be successful.

A - Awareness(認識): 変革の必要性の理解
D - Desire(意欲): 変革への参加意欲
K - Knowledge(知識): 変革の方法に関する知識
A - Ability(能力): 変革を実行する能力
R - Reinforcement(強化): 変革の定着化

Application: For each individual or group affected by change, assess their current state against each ADKAR element and develop targeted interventions.

Example Assessment:

Current State:
- Awareness: 8/10 (understand why change is needed)
- Desire: 4/10 (skeptical about benefits)
- Knowledge: 2/10 (don't know how to use new system)
- Ability: 0/10 (haven't tried yet)
- Reinforcement: 0/10 (change not implemented)

Action: Focus on building Desire through benefits communication and addressing concerns.

2. Kotter's 8-Step Process

John Kotter's 8-step process for leading change, focused on organizational transformation.

1. 危機感を高める (Create Urgency)
2. 変革推進チームを作る (Build Guiding Coalition)
3. ビジョンと戦略を生み出す (Form Strategic Vision)
4. 変革のビジョンを周知徹底する (Enlist Volunteer Army)
5. 従業員の自発を促す (Enable Action by Removing Barriers)
6. 短期的成果を実現する (Generate Short-Term Wins)
7. 成果を生かして更なる変革を進める (Sustain Acceleration)
8. 新しい方法を企業文化に定着させる (Institute Change)

Application: Use this sequential process for organization-wide transformations. Each step builds on the previous one.

3. Lewin's Change Model

Simple three-stage model: Unfreeze → Change → Refreeze

Unfreeze:

  • Create awareness of the need for change
  • Challenge the status quo
  • Prepare for change

Change:

  • Implement new processes, systems, behaviors
  • Provide training and support
  • Communicate frequently

Refreeze:

  • Reinforce new behaviors
  • Celebrate successes
  • Update policies and procedures

Core Workflows

Workflow 1: Change Readiness Assessment

Purpose: Evaluate the organization's preparedness for change.

Step 1: Assess Organizational Factors

Evaluate the following dimensions:

1. Leadership Commitment

  • Visible sponsorship from executives?
  • Resources allocated?
  • Leaders communicate importance?

2. Past Change History

  • Previous change success rate?
  • Lessons learned applied?
  • Change fatigue present?

3. Organizational Culture

  • Innovation vs. risk-averse?
  • Open communication?
  • Trust levels?

4. Current State

  • Workload and capacity?
  • Other competing initiatives?
  • Stability of operations?

Step 2: Calculate Readiness Score

Readiness Score = Σ (Factor Weight × Factor Score) / 100

Example:
- Leadership Commitment (30%): 8/10
- Culture (25%): 6/10
- Capacity (20%): 5/10
- Past History (15%): 7/10
- Resources (10%): 9/10

Readiness Score = (30×8 + 25×6 + 20×5 + 15×7 + 10×9) / 100 = 6.8/10

Interpretation:

  • 8-10: High readiness, proceed with confidence
  • 6-7.9: Moderate readiness, address gaps before proceeding
  • <6: Low readiness, significant preparation needed

Step 3: Develop Mitigation Plan

For low-scoring factors, develop targeted interventions:

  • Low leadership commitment → Executive briefing, business case reinforcement
  • Low capacity → Phased approach, additional resources
  • Change fatigue → Quick wins, celebrate successes, reduce scope

Workflow 2: Stakeholder Analysis and Engagement

Purpose: Identify, analyze, and engage stakeholders to build support.

Step 1: Identify Stakeholders

Stakeholder Categories:

  • Sponsors: Executive leadership, project sponsors
  • Change Agents: Managers, team leads, influencers
  • Target Groups: End users affected by change
  • Support Functions: IT, HR, Training, Communications

Step 2: Analyze Stakeholders

Use the Power-Interest Matrix:

        High Power
         │
  Keep   │  Manage
Satisfied│  Closely
         │
  ───────┼───────
         │
Monitor  │  Keep
         │ Informed
         │
       Low Interest

And Impact-Influence Matrix:

       High Impact
         │
 Partner │ Engage
 Closely │Proactively
         │
  ───────┼───────
         │
 Monitor │  Inform
         │
       Low Influence

Step 3: Assess Individual Attitudes

Stakeholder Attitude Spectrum:

Champion → Supporter → Neutral → Skeptic → Resistor
   (5)        (4)        (3)       (2)       (1)

Example Stakeholder Map:

| Stakeholder | Power | Interest | Impact | Attitude | Strategy |
|-------------|-------|----------|--------|----------|----------|
| CEO         | High  | Medium   | High   | 4        | Keep Satisfied, Regular Updates |
| CIO         | High  | High     | High   | 5        | Manage Closely, Partnership |
| Dept Manager| Medium| High     | High   | 2        | Convert Skeptic, Address Concerns |
| End Users   | Low   | High     | Medium | 3        | Keep Informed, Training |

Step 4: Develop Engagement Strategy

For each stakeholder group:

Champions (5):

  • Leverage as change agents
  • Ask to advocate and influence others
  • Involve in planning and decision-making

Supporters (4):

  • Keep engaged and informed
  • Provide recognition
  • Ask for feedback

Neutral (3):

  • Educate on benefits
  • Provide information
  • Move towards support

Skeptics (2):

  • Listen to concerns
  • Address objections with data
  • Provide early involvement
  • Show quick wins

Resistors (1):

  • Understand root causes of resistance
  • One-on-one engagement
  • May need to isolate if unchangeable
  • Focus on "what's in it for me" (WIIFM)

Workflow 3: Communication Planning

Purpose: Develop a comprehensive communication strategy to support change.

Step 1: Define Communication Objectives

Awareness: Make stakeholders aware of the change Understanding: Explain why the change is necessary Buy-in: Build support and address concerns Action: Guide stakeholders on what to do Reinforcement: Sustain new behaviors

Step 2: Segment Audiences

Audience Segmentation Criteria:

  • Level in organization (Executive, Manager, Staff)
  • Department/Function
  • Impact level (High, Medium, Low)
  • Role in change (Sponsor, Change Agent, Target)

Step 3: Select Communication Channels

Channel Selection Matrix:

ChannelRichnessReachFeedbackBest For
Town HallHighHighMediumLaunch, Major Milestones
EmailLowHighLowUpdates, Instructions
Video MessageMediumHighLowExecutive Messages
Department MeetingHighMediumHighDetailed Discussion
One-on-OneVery HighLowVery HighResistance, Concerns
IntranetLowHighLowReference, FAQs
NewsletterLowHighLowRegular Updates
WorkshopsHighMediumHighTraining, Engagement

Step 4: Create Communication Calendar

Example Communication Plan:

| Date | Audience | Message | Channel | Owner |
|------|----------|---------|---------|-------|
| Week 1 | All Staff | Change Announcement | Email + Town Hall | CEO |
| Week 2 | Managers | Detailed Impact | Workshop | Change Team |
| Week 3 | End Users | "What's Changing for You" | Department Meetings | Managers |
| Week 4 | All Staff | FAQs and Support | Intranet + Email | Communications |
| Ongoing | All Staff | Weekly Progress Updates | Newsletter | Change Team |

Step 5: Key Message Development

Message Framework:

Awareness Messages:

  • What is changing?
  • When is it happening?
  • Who is affected?

Understanding Messages:

  • Why are we changing?
  • What are the benefits?
  • What happens if we don't change?

Buy-in Messages:

  • What's in it for me? (WIIFM)
  • How will this make my job easier?
  • Success stories and testimonials

Action Messages:

  • What do I need to do?
  • Where can I get training?
  • Who can I ask for help?

Reinforcement Messages:

  • Celebrate successes
  • Share progress metrics
  • Recognize change champions

Workflow 4: Resistance Management

Purpose: Identify, understand, and address resistance to change.

Step 1: Identify Sources of Resistance

Common Resistance Sources:

  1. Loss of Control

    • Symptom: "I wasn't consulted"
    • Response: Increase participation, seek input
  2. Uncertainty

    • Symptom: "What will happen to me?"
    • Response: Provide clear information, reduce ambiguity
  3. Loss of Face

    • Symptom: "This means I was doing it wrong"
    • Response: Honor the past, "evolving" not "fixing"
  4. Competence Concerns

    • Symptom: "I don't know how to do this"
    • Response: Training, support, practice time
  5. More Work

    • Symptom: "I'm already busy"
    • Response: Acknowledge workload, provide resources, show efficiency gains
  6. Past Resentments

    • Symptom: "Last time this failed"
    • Response: Acknowledge past, show what's different

Step 2: Assess Resistance Level

Resistance Intensity Scale:

1 - Passive Resistance: Silent, not participating
2 - Verbal Resistance: Complaints, skepticism
3 - Active Resistance: Arguing, refusing to participate
4 - Aggressive Resistance: Sabotage, undermining

Step 3: Apply Resistance Management Strategies

For Passive Resistance:

  • One-on-one conversations
  • Ask open-ended questions
  • Listen actively
  • Provide safe space to express concerns

For Verbal Resistance:

  • Acknowledge concerns as valid
  • Provide data and evidence
  • Address specific objections
  • Involve in solution design

For Active Resistance:

  • Set clear expectations
  • Consequences for non-participation
  • Offer coaching and support
  • Consider role changes if necessary

For Aggressive Resistance:

  • Immediate intervention by leadership
  • Formal performance management
  • Isolation from change-critical roles
  • Last resort: organizational separation

Step 4: Convert Resistors

Conversion Tactics:

  1. Listen First: Understand root causes
  2. Empathize: "I understand why you feel that way"
  3. Educate: Provide factual information
  4. Involve: Give them a role in the change
  5. Pilot: Let them try it on small scale
  6. Peer Influence: Connect with supporters
  7. Quick Wins: Show early successes
  8. WIIFM: Focus on personal benefits

Workflow 5: Training and Capability Building

Purpose: Ensure stakeholders have the knowledge and skills to succeed in the new state.

Step 1: Conduct Training Needs Analysis

Assessment Questions:

  • What new skills are required?
  • What is the current skill level?
  • What is the skill gap?
  • How many people need training?
  • What is the urgency?

Training Needs Matrix:

| Role | Current State | Future State | Gap | Training Need |
|------|---------------|--------------|-----|---------------|
| Manager | Excel-based reports | BI Dashboard | High | 2-day workshop |
| Analyst | Manual data entry | Automated ETL | Medium | 1-day training |
| Executive | Email reports | Real-time dashboard | Low | 1-hour orientation |

Step 2: Design Training Program

70-20-10 Learning Model:

  • 70% On-the-job: Hands-on practice, job shadowing
  • 20% Coaching: Mentoring, peer learning
  • 10% Formal Training: Classroom, e-learning

Training Delivery Methods:

  • Instructor-Led Training (ILT): Classroom, workshop
  • E-Learning: Online courses, videos
  • Job Aids: Quick reference guides, cheat sheets
  • Hands-on Labs: Practice environments
  • Train-the-Trainer: Build internal capability

Step 3: Develop Training Materials

Essential Training Assets:

  1. Training Manual: Step-by-step procedures
  2. Quick Reference Guide: 1-2 page cheat sheet
  3. Video Tutorials: Screen recordings for common tasks
  4. FAQ Document: Answers to common questions
  5. Practice Exercises: Hands-on activities
  6. Assessment: Quiz or practical test

Step 4: Execute Training

Training Rollout Best Practices:

Before Training:

  • Send pre-work materials
  • Confirm attendance
  • Prepare training environment

During Training:

  • Start with "why" (benefits)
  • Hands-on practice
  • Allow questions
  • Real-world examples

After Training:

  • Provide job aids
  • Follow-up support
  • Refresher sessions
  • Measure effectiveness

Step 5: Provide Ongoing Support

Support Mechanisms:

  • Help Desk: Dedicated support team
  • Champions Network: Peer supporters
  • Office Hours: Drop-in Q&A sessions
  • Knowledge Base: Self-service documentation
  • Feedback Loop: Continuous improvement

Workflow 6: Change Metrics and Measurement

Purpose: Track progress and measure change success.

Key Change Metrics

Leading Indicators (predict future success):

  • Stakeholder engagement scores
  • Training completion rates
  • Communication effectiveness
  • Resistance levels
  • Change readiness scores

Lagging Indicators (measure actual outcomes):

  • User adoption rates
  • Performance metrics (productivity, quality)
  • Business results (cost savings, revenue)
  • Employee satisfaction
  • Customer satisfaction

Measurement Framework

Adoption Curve Tracking:

Adoption %
   │
100│                    ........
   │                 ...
 75│              ...
   │           ...
 50│        ...
   │     ...
 25│   ..
   │ ..
  0│.
   └────────────────────────────> Time
    Launch  +1mo  +2mo  +3mo  +6mo

Target: 80% adoption within 3 months

Usage Metrics:

  • Login frequency
  • Feature utilization
  • Process compliance
  • Error rates

Reporting

Dashboard Example:

## Change Management Dashboard

### Overall Status: 🟡 On Track with Risks

### Key Metrics:
- Training Completion: 85% ✅
- User Adoption: 65% 🟡 (Target: 75%)
- Stakeholder Support: 72% ✅
- Resistance Index: 18% 🟡 (Target: <15%)

### Progress This Week:
- ✅ Completed Department A rollout
- ✅ Resolved top 5 user issues
- 🟡 Department B resistance higher than expected

### Next Week Focus:
- Targeted resistance management in Dept B
- Refresher training for early adopters
- Executive steering committee review

Deliverable Templates

1. Change Management Plan

# Change Management Plan: [Project Name]

## Executive Summary
[One-page overview of change scope, impact, and strategy]

## Change Overview
- **What is Changing**: [Description]
- **Why**: [Business drivers, benefits]
- **Who is Affected**: [Stakeholder groups and impact levels]
- **When**: [Timeline and phases]

## Change Readiness Assessment
- Overall Readiness Score: X.X/10
- Key Risks: [Top 3-5 risks]
- Mitigation Strategies: [Actions to improve readiness]

## Stakeholder Analysis
[Stakeholder map with engagement strategies]

## Communication Plan
[Detailed communication calendar and key messages]

## Training Plan
[Training needs, approach, and schedule]

## Resistance Management Strategy
[Anticipated resistance and response plans]

## Success Metrics
[KPIs and targets]

## Governance
- **Steering Committee**: [Members and meeting frequency]
- **Change Network**: [Change agents and champions]
- **Decision Authority**: [Escalation path]

## Budget
[Estimated costs for training, communication, resources]

## Timeline
[Gantt chart or phase diagram]

2. Stakeholder Engagement Plan

# Stakeholder Engagement Plan

| Stakeholder Group | Power | Interest | Attitude | Engagement Strategy | Owner | Frequency |
|-------------------|-------|----------|----------|---------------------|-------|-----------|
| Executive Team | High | Medium | Supporter | Monthly steering committee | Change Lead | Monthly |
| Department Managers | Medium | High | Mixed | Weekly check-ins, workshops | Change Agents | Weekly |
| End Users | Low | High | Neutral | Training, office hours, newsletters | Trainers | Ongoing |
| IT Support | Medium | High | Champion | Partnership, co-design | IT Lead | As needed |

3. Communication Calendar

# Communication Calendar: [Project Name]

| Week | Date | Audience | Message Theme | Channel | Owner | Status |
|------|------|----------|---------------|---------|-------|--------|
| -2 | [Date] | Executives | Pre-launch briefing | Executive meeting | Sponsor | ✅ |
| 0 | [Date] | All Staff | Change announcement | Town Hall + Email | CEO | ✅ |
| 1 | [Date] | Managers | Manager toolkit | Workshop | Change Team | 🔄 |
| 2 | [Date] | End Users | What's changing for me | Dept meetings | Managers | Pending |
| 3 | [Date] | All Staff | Training schedule | Email + Intranet | Training Team | Pending |
| Ongoing | Weekly | All Staff | Progress updates | Newsletter | Comms Team | Ongoing |

Best Practices

1. Start Early

Begin change management at project initiation, not just before go-live.

2. Secure Executive Sponsorship

Visible, active sponsorship is the #1 success factor.

3. Focus on WIIFM

People support change when they understand "What's In It For Me."

4. Build a Change Network

Identify and empower change agents across the organization.

5. Communicate, Communicate, Communicate

Over-communication is better than under-communication.

6. Address Resistance Directly

Don't ignore resistors—engage them early and often.

7. Celebrate Quick Wins

Show early successes to build momentum.

8. Provide Adequate Training

Insufficient training is a top cause of change failure.

9. Measure and Adjust

Track metrics and be willing to pivot based on feedback.

10. Sustain the Change

Reinforcement is key—don't declare victory too early.


Common Pitfalls

❌ Starting Change Management Too Late

  • Problem: Change activities begin weeks before go-live
  • Solution: Integrate change management from day one

❌ Underestimating Resistance

  • Problem: "Our people will love this change"
  • Solution: Assume resistance and plan accordingly

❌ Insufficient Training

  • Problem: One-hour training for complex system
  • Solution: Adequate time, hands-on practice, ongoing support

❌ Poor Communication

  • Problem: One-time announcement, then silence
  • Solution: Frequent, multi-channel, two-way communication

❌ Ignoring Middle Management

  • Problem: Focus only on executives and end users
  • Solution: Engage and equip managers as change agents

❌ No Metrics

  • Problem: Can't measure progress or success
  • Solution: Define KPIs upfront and track consistently

Integration with ITIL 4

Change Management Consultant skill complements ITIL 4 practices:

Organizational Change Management ↔ ITIL 4 Practices

Relationship Management:

  • Stakeholder engagement aligns with relationship management
  • Communication plans support service relationship management

Service Level Management:

  • Training ensures teams can meet new SLAs
  • Change readiness affects service delivery

Knowledge Management:

  • Training materials feed into knowledge base
  • Change FAQs become organizational knowledge

Continual Improvement:

  • Change metrics inform improvement opportunities
  • Lessons learned drive future change effectiveness

DevOps and Agile

Change Enablement:

  • Organizational change management supports technical change
  • User adoption for new CI/CD practices

Agile Transformation:

  • ADKAR for adopting agile mindset
  • Training for scrum/kanban practices

Tools and Resources

Stakeholder Management

  • Stakeholder maps (Excel, PowerPoint)
  • Prosci ADKAR tools
  • Survey tools (SurveyMonkey, Qualtrics)

Communication

  • Email campaigns (Mailchimp, SendGrid)
  • Intranet (SharePoint, Confluence)
  • Video (Loom, Camtasia)

Training

  • LMS (Moodle, TalentLMS, Cornerstone)
  • E-learning authoring (Articulate, Adobe Captivate)
  • Screen recording (Loom, Camtasia)

Project Management

  • Change tracking (Jira, Asana, Monday.com)
  • Collaboration (Miro, Mural, Microsoft Teams)

このスキルの目的は、組織変革を成功に導き、新しいシステム、プロセス、文化を定着させることです。ADKAR、Kotter、その他のフレームワークを活用し、ステークホルダーを巻き込み、抵抗を管理し、継続的な改善を実現してください。

レビュー

まだレビューはありません。使ってみた感想をお寄せください。

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ai-text-humanizer

無料日本語概要

AI(LLM)が生成した日本語テキストの「AI臭」を検出・診断し、人間らしい文章にリライトするスキル。 Use when: 「AIっぽい文章を直して」「人間らしくリライトして」「AI臭を消して」「この文章をもっと自然にして」 「テキストのAI感を減らして」「機械っぽさを取りたい」 "make this sound more human", "remove AI tone", "humanize this text", "detect if this is AI-generated". 6つのAI特有パターン(視覚的マーカー、単調なリズム、マニュアル的構成、非コミット姿勢、抽象語の濫用、 定型メタファー)を正規表現ベースで検出し、0-100のAI臭スコアを算出。3つの人間化技法 (バランスを崩す・客観を崩す・論理を崩す)でリライトを実行する。 Note: 検出スクリプトは日本語テキスト専用。英語テキストの場合はClaude自身がreferences/を参照して分析・リライトする。

takusaotome/claude-skills-library92026年10月5日 更新

Generate audit-ready internal control design documents from As-Is business process inventories. Produces control IDs, assertion mappings, procedures, SoD analysis, KPIs, materiality thresholds, and implementation roadmaps. Use when building internal controls for new audit engagements, SOX/J-SOX compliance, or process improvement initiatives.

日本語の概要は準備中です。原文の説明を表示しています。

takusaotome/claude-skills-library92026年10月5日 更新

Review audit-related documents (control design documents, bottleneck analyses, requirements definitions, etc.) for quality, scoring them 0-100 with a severity-rated findings list. Use when reviewing audit documents, checking control design quality, or verifying cross-document consistency. Supports documents governed by US GAAP, IFRS, or J-GAAP.

日本語の概要は準備中です。原文の説明を表示しています。

takusaotome/claude-skills-library92026年10月5日 更新

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