Agentic AI Atlasby a5c.ai
OverviewWikiGraphFor AgentsEdgesSearchWorkspace
/
GitHubDocsDiscord
iiRecord
Agentic AI Atlas · Impact Mapping Methodology (Library)
page:library-impact-mappinga5c.ai
Search record views/
Record · tabs

Available views

II.Record viewspp. 1 - 1
overviewarticlejsongraph
II.
Page overview

page:library-impact-mapping

Reference · live

Impact Mapping Methodology (Library) overview

Inspect the raw attributes, linked wiki pages, and inbound or outbound graph edges for page:library-impact-mapping.

PageOutgoing · 1Incoming · 1

Attributes

nodeKind
Page
title
Impact Mapping Methodology (Library)
displayName
Impact Mapping Methodology (Library)
slug
library/impact-mapping
articlePath
wiki/library/impact-mapping.md
article
# Impact Mapping Methodology **Creator**: Gojko Adzic **Year**: Modern (2012) **Category**: Strategic Planning / Requirements / Product Strategy **Process ID**: `methodologies/impact-mapping` ## Overview Impact Mapping is a strategic planning technique that helps organizations avoid getting lost in implementation details by creating a clear visual map connecting business goals to deliverable features. It ensures that every feature decision can be traced back to a business objective and the behavioral changes needed to achieve it. This methodology prevents scope creep, enables better prioritization, and helps teams focus on outcomes rather than outputs. ## The Impact Mapping Hierarchy Impact Mapping uses a four-level hierarchy to connect strategy to execution: ``` 🎯 GOAL (Why?) └─ 👤 ACTOR (Who?) └─ 💫 IMPACT (How?) └─ 📦 DELIVERABLE (What?) ``` ### 1. 🎯 Goal - WHY are we doing this? The business objective we want to achieve. Must be: - **Specific**: Clear and well-defined - **Measurable**: Quantifiable success metrics - **Achievable**: Realistic given constraints - **Relevant**: Aligned with business strategy - **Time-bound**: Has a deadline or timeframe **Examples**: - "Increase monthly recurring revenue by 30% in Q2 2026" - "Reduce customer churn from 8% to 4% within 6 months" - "Achieve 100,000 active users by end of year" ### 2. 👤 Actor - WHO can create impact? The people, systems, or organizations who can help achieve (or hinder) the goal. **Actor Types**: - **Primary Actors**: Direct users who will use the product - End users, customers, key personas - **Secondary Actors**: Indirect beneficiaries or influencers - Decision makers, stakeholders, partners, internal teams - **Negative Actors**: Opposition or competition - Competitors, detractors, obstacles, systems to replace **Examples**: - "Existing premium customers" - "Free trial users" - "Customer success team" - "Competitors (negative actor)" ### 3. 💫 Impact - HOW should their behavior change? The desired change in actor behavior that contributes to the goal. **Impact Types**: - **Adoption**: Start using something new - **Engagement**: Increase interaction frequency - **Efficiency**: Do things faster or better - **Advocacy**: Promote to others - **Retention**: Continue using, reduce churn - **Conversion**: Upgrade or purchase - **Reduction**: Stop unwanted behavior - **Prevention**: Block negative impacts **Examples**: - "Free users upgrade to premium tier" - "Customers renew subscriptions earlier" - "Support team resolves tickets 50% faster" - "Competitors lose market share to us" ### 4. 📦 Deliverable - WHAT can we build? Features, stories, or capabilities that create the desired impact. **Deliverable Types**: - **Feature**: New capability - **Enhancement**: Improvement to existing feature - **Content**: Documentation, training, marketing - **Integration**: Connection to other systems - **Automation**: Remove manual work - **UI/UX**: Interface improvement - **Infrastructure**: Technical enabler **Examples**: - "Advanced analytics dashboard" - "Automated onboarding workflow" - "API integration with Salesforce" - "Premium support tier" ## Key Principles ### 1. Outside-In Thinking Start with the goal and work outward. Don't start with features. ### 2. Multiple Paths to Goal There are always multiple actors, impacts, and deliverables that could achieve the goal. Map them all, then prioritize. ### 3. Assumption Tracking Flag assumptions at every level. These are hypotheses that need validation through experimentation or user research. ### 4. Visual Communication The map is a visual tool for stakeholder alignment. Everyone should be able to understand the strategic connection between features and goals. ### 5. Living Document Update the map as you learn. When assumptions are validated or invalidated, adjust the map. ## Process Flow ### Phase 1: Goal Definition - Define clear, measurable business objective - Establish success metrics (KPIs) - Document timeline and constraints - Identify initial assumptions and risks - Ensure goal is SMART **Output**: Well-defined goal with metrics and constraints ### Phase 2: Actor Identification - Brainstorm all actors who can impact the goal - Categorize as primary, secondary, or negative - Assess each actor's influence and reach - Document current vs. desired behaviors - Prioritize high-influence actors **Output**: Comprehensive list of actors with influence assessment ### Phase 3: Impact Analysis - For each actor, define desired behavioral changes - Connect each impact to goal achievement - Define how to measure each impact - Identify assumptions for each impact - Consider obstacles to creating impact **Output**: Behavioral impacts for all actors with measurements ### Phase 4: Deliverable Generation - Brainstorm deliverables that could create each impact - Consider multiple solution options - Assess impact potential vs. effort - Document dependencies and risks - Flag high-assumption deliverables **Output**: Deliverable options for all impacts ### Phase 5: Prioritization and Roadmap - Score deliverables by impact potential, effort, and risk - Prioritize into must/should/could/won't have - Sequence into implementation milestones - Plan assumption validation experiments - Balance quick wins with strategic investments **Output**: Prioritized roadmap with validation plan ### Phase 6: Map Visualization - Create visual tree diagram - Mark assumptions with flags - Highlight prioritized deliverables - Use color coding for clarity - Share with stakeholders for alignment **Output**: Visual impact map for communication ## Usage ### Basic Example ```javascript import { process } from './impact-mapping.js'; const result = await process({ goal: "Increase monthly recurring revenue by 30% in Q2 2026", timeframe: "Q2 2026", successMetrics: [ { metric: "Monthly Recurring Revenue (MRR)", currentValue: "$100,000", targetValue: "$130,000", measurement: "Billing system reports" } ] }, ctx); console.log(`Actors identified: ${result.actorCount}`); console.log(`Impacts defined: ${result.impactCount}`); console.log(`Deliverables generated: ${result.deliverableCount}`); console.log(`Critical assumptions: ${result.criticalAssumptions}`); console.log(`Roadmap phases: ${result.milestoneCount}`); ``` ### With Constraints and Context ```javascript const result = await process({ goal: "Reduce customer support ticket volume by 40% within 6 months", timeframe: "6 months", successMetrics: [ { metric: "Support tickets per month", currentValue: "5000", targetValue: "3000", measurement: "Zendesk analytics" }, { metric: "Customer satisfaction (CSAT)", currentValue: "75%", targetValue: "85%", measurement: "Post-interaction surveys" } ], constraints: { budget: "$200,000", team: "2 engineers, 1 designer", technical: ["Must integrate with existing Zendesk"], regulatory: ["Must maintain GDPR compliance"] }, context: { existingFeatures: ["Basic knowledge base", "Email support"], painPoints: ["Repetitive questions", "Slow response times"], teamCapabilities: ["React, Node.js, PostgreSQL"] }, knownActors: ["Customers", "Support agents", "Product managers"] }, ctx); ``` ### Inputs | Field | Type | Required | Default | Description | |-------|------|----------|---------|-------------| | `goal` | string | ✅ Yes | - | Business goal or objective | | `timeframe` | string | No | "6 months" | Timeline for achieving goal | | `successMetrics` | array | No | [] | KPIs to measure goal success | | `constraints` | object | No | {} | Budget, team, technical, regulatory | | `context` | object | No | null | Existing product/system context | | `knownActors` | array | No | [] | Pre-identified actors | ### Outputs ```javascript { success: true, sessionDurationMinutes: 45, goal: { goal: "Increase MRR by 30%", why: "Drive business growth and profitability", successMetrics: [...], timeline: {...}, smartScore: { specific: true, measurable: true, ... } }, actors: [ { id: "actor-1", name: "Free tier users", type: "primary", influence: "high", reach: "10,000 users", ... } ], actorCount: 6, actorBreakdown: { primary: 3, secondary: 2, negative: 1 }, impacts: [ { id: "impact-1", actorId: "actor-1", description: "Upgrade to premium tier", type: "conversion", behavioralChange: "Users convert from free to paid", effect: "Directly increases MRR", measurement: {...}, assumptions: [...] } ], impactCount: 12, deliverables: [ { id: "del-1", impactId: "impact-1", title: "Advanced analytics dashboard", type: "feature", impactPotential: "high", effort: "medium", priorityTier: "must-have", priorityScore: 87, ... } ], deliverableCount: 24, assumptions: [ { assumption: "Users value analytics enough to pay", priority: "critical", validationMethod: "User interviews and surveys", ... } ], assumptionCount: 15, criticalAssumptions: 5, roadmap: { milestones: [ { phase: 1, name: "MVP - Core Value Proposition", duration: "6 weeks", deliverableIds: ["del-1", "del-3"], validationExperiments: [...] } ], strategy: "Focus on must-have features first...", riskMitigation: [...] }, milestoneCount: 3, map: { goal: {...}, tree: [...] }, visualization: { mermaid: "graph TB\n...", format: "mermaid" }, artifacts: { goal: 'artifacts/impact-mapping/goal.json', actors: 'artifacts/impact-mapping/actors.md', impacts: 'artifacts/impact-mapping/impacts.md', deliverables: 'artifacts/impact-mapping/deliverables.md', assumptions: 'artifacts/impact-mapping/assumptions.json', prioritization: 'artifacts/impact-mapping/prioritization.md', roadmap: 'artifacts/impact-mapping/roadmap.json', visualization: 'artifacts/impact-mapping/impact-map.mmd', completeMap: 'artifacts/impact-mapping/complete-map.json', summary: 'artifacts/impact-mapping/summary.md' } } ``` ## Integration Points ### Perfect Input for Other Methodologies 1. **Spec-Driven Development** - Impact Map defines what to build and why - Deliverables become specifications - Assumptions guide specification validation - Goal metrics become acceptance criteria 2. **Example Mapping** - Each deliverable can be mapped with examples - Impacts help define business rules - Actors inform user story personas - Goal provides context for mapping sessions 3. **BDD/Specification by Example** - Impacts define behavioral scenarios - Deliverables become features in Gherkin - Metrics guide scenario design - Actors become personas in scenarios 4. **Domain-Driven Design (DDD)** - Actors map to domain entities and aggregates - Impacts identify domain events - Deliverables suggest bounded contexts - Goal defines core domain 5. **Hypothesis-Driven Development** - Assumptions become hypotheses to test - Impacts are predicted outcomes - Deliverables are experiments - Metrics measure hypothesis validation 6. **Feature-Driven Development (FDD)** - Deliverables become features - Actors drive feature ownership - Impacts guide feature prioritization - Goal aligns with business value 7. **GSD (Getting Stuff Done)** - Roadmap defines phases - Milestones structure execution - Prioritization guides sprint planning - Goal tracks toward business outcome ### Workflow Integration ``` Impact Mapping (Strategic) ↓ Hypothesis-Driven Development (Assumption Validation) ↓ Spec-Driven Development (Define Implementation) ↓ Example Mapping (Elaborate Stories) ↓ BDD/TDD (Build and Test) ↓ GSD Execution (Deliver) ``` ## Success Criteria A successful Impact Mapping session produces: - ✅ Clear, measurable SMART goal with 3-5 KPIs - ✅ Diverse actor types identified (primary, secondary, negative) - ✅ Specific, measurable behavioral impacts per actor - ✅ Multiple deliverable options per impact - ✅ Prioritized roadmap with 2-4 milestones - ✅ Critical assumptions flagged for validation - ✅ Visual map for stakeholder communication - ✅ Team alignment on strategy and priorities ## Warning Signs If Impact Mapping reveals these issues, consider refinement: - ❌ Goal is vague or not measurable - ❌ Only 1-2 actors identified (too narrow) - ❌ Impacts are features, not behaviors - ❌ All deliverables are "must-have" (no prioritization) - ❌ Dozens of assumptions with no validation plan - ❌ Map is too complex (more than 50 deliverables) - ❌ Stakeholders can't explain the strategy from the map → **Refine the goal**, simplify the scope, or break into multiple maps ## Best Practices ### Do's - ✅ Start with a single, clear goal per map - ✅ Think broadly about actors (don't forget negative actors) - ✅ Focus impacts on behavior, not features - ✅ Generate multiple deliverable options (divergent thinking) - ✅ Flag assumptions early and often - ✅ Validate critical assumptions before building - ✅ Update the map as you learn - ✅ Use the map for stakeholder communication ### Don'ts - ❌ Don't try to map multiple goals at once - ❌ Don't skip actors and jump to features - ❌ Don't assume one solution per impact - ❌ Don't build everything - prioritize ruthlessly - ❌ Don't ignore negative actors - ❌ Don't create the map alone - collaborate - ❌ Don't let the map become stale - keep it updated ## Example: SaaS Revenue Growth ### Goal > 🎯 **Increase monthly recurring revenue (MRR) from $100K to $150K by Q3 2026** **Success Metrics**: - MRR: $100K → $150K (50% increase) - Customer count: 500 → 700 customers - Average revenue per customer: $200 → $214 - Churn rate: 8% → 5% ### Actors and Impacts **👤 Actor: Free Tier Users** (Primary) - 💫 Impact: Convert to paid plans - 📦 Advanced analytics dashboard (must-have) ⚡ - 📦 Customizable reports (should-have) - 📦 Data export API (could-have) - 💫 Impact: Increase engagement before conversion - 📦 Interactive product tour (must-have) - 📦 Onboarding email sequence (must-have) - 📦 Usage milestone notifications (should-have) **👥 Actor: Existing Paid Customers** (Primary) - 💫 Impact: Upgrade to higher tiers - 📦 Team collaboration features (must-have) ⚡ - 📦 Advanced permissions system (should-have) - 📦 Priority support tier (should-have) - 💫 Impact: Reduce churn by increasing value - 📦 Customer success program (must-have) - 📦 Regular feature adoption webinars (should-have) - 📦 In-app usage recommendations (could-have) **👥 Actor: Customer Success Team** (Secondary) - 💫 Impact: Proactively prevent churn - 📦 Churn risk dashboard (must-have) - 📦 Automated health score alerts (must-have) - 📦 Customer journey playbooks (should-have) **⚠️ Actor: Competitors** (Negative) - 💫 Impact: Prevent customer loss to competitors - 📦 Competitive feature parity analysis (must-have) - 📦 Unique differentiating feature (must-have) ⚡ - 📦 Price comparison tool for prospects (could-have) ### Assumptions (⚡ = Critical) 1. ⚡ Free users will pay for advanced analytics (Validation: User interviews + pricing survey) 2. ⚡ Team features justify higher price tiers (Validation: Beta testing with 10 customers) 3. Customer success can reduce churn by 3% (Validation: 3-month pilot program) 4. Competitors are not planning major feature releases (Validation: Market monitoring) ### Roadmap **Milestone 1: MVP (Weeks 1-8)** - Goal: Validate core upgrade value proposition - Deliverables: Advanced analytics, interactive tour, churn dashboard - Experiments: Test pricing tiers, measure conversion rate - Target: $10K MRR increase from conversions **Milestone 2: Retention (Weeks 9-16)** - Goal: Reduce churn and increase customer lifetime value - Deliverables: Customer success program, team features, onboarding sequence - Experiments: A/B test onboarding flows, measure retention impact - Target: Churn from 8% → 6% **Milestone 3: Expansion (Weeks 17-24)** - Goal: Drive upgrades and market differentiation - Deliverables: Advanced permissions, priority support, unique feature - Experiments: Test upgrade paths, measure competitive win rates - Target: Reach $150K MRR ## References ### Original Sources - [Impact Mapping Official Website](https://www.impactmapping.org/) - Free online book by Gojko Adzic - [Impact Mapping: Making a Big Impact with Software Products](https://www.impactmapping.org/book.html) - Complete book - [Drawing Impact Maps](https://www.impactmapping.org/drawing.html) - Workshop guide - [Example Impact Maps](https://www.impactmapping.org/example.html) - Real-world examples ### Related Reading - [Specification by Example](https://gojko.net/books/specification-by-example/) - Gojko Adzic - [Fifty Quick Ideas to Improve Your User Stories](https://fiftyquickideas.com/fifty-quick-ideas-to-improve-your-user-stories/) - Gojko Adzic & David Evans - [User Story Mapping](https://www.jpattonassociates.com/user-story-mapping/) - Jeff Patton ### Video Tutorials - [Gojko Adzic: Impact Mapping](https://www.youtube.com/watch?v=y4Rj05YVg_E) - Overview presentation - [Impact Mapping Workshop](https://www.youtube.com/results?search_query=impact+mapping+workshop) - Various workshop recordings ### Community Resources - [Impact Mapping Templates](https://miro.com/templates/impact-mapping/) - Miro templates - [Impact Mapping Guide](https://www.thoughtworks.com/insights/blog/impact-mapping-scaling-agile-practices-impact) - ThoughtWorks - [Product Management Resources](https://www.productplan.com/glossary/impact-mapping/) - Product planning context ## License This methodology implementation is part of the Babysitter SDK orchestration framework. Creator credit: Gojko Adzic for the Impact Mapping technique.
documents
  • specialization:impact-mapping

Outgoing edges

documents1
  • specialization:impact-mapping·SpecializationImpact Mapping

Incoming edges

contains_page1
  • page:index·PageAgentic AI Atlas Wiki

Related pages

No related wiki pages for this record.

Shortcuts

Open in graph
Browse node kind