--- name: goal-setting description: Use when establishing targets for defined metrics - validates metric is movable by team, assesses movement needed for company goals, evaluates aggressive vs conservative targets with trade-off analysis --- # Goal Setting Workflow ## Purpose Establish ambitious but realistic targets for defined metrics by understanding company-level impact needed, validating team's ability to move the metric, and evaluating trade-offs between aggressive and conservative goals. ## When to Use This Workflow Use this workflow when: - After defining success metrics, need to set OKRs or targets - Planning roadmap and need to estimate impact of initiatives - Leadership asks "what's the goal for this metric this quarter?" - Evaluating whether proposed project is worth the investment - Setting team or product area goals - Translating company-level goals to product-level targets ## Skills Sequence This workflow orchestrates 3 core skills: ``` 1. North Star Alignment ↓ (How much movement matters to company goals?) 2. Proxy Metric Selection ↓ (Validate metric is movable by this team) 3. Trade-off Evaluation ↓ (Cost of aggressive vs conservative targets) OUTPUT: Target value or % improvement, timeframe, confidence level, dependencies and assumptions ``` ## Required Inputs Gather this information before starting: ### Metric Information - **The metric and its current baseline** - Metric name and formula - Current value - Example: "Weekly Active Users = 100,000" - **Historical trends** - How has metric moved historically? - Seasonality patterns? - Growth rate trajectory? - Example: "Growing 3% month-over-month for past year" ### Context - **Planned initiatives** - What are you building to move this metric? - Estimated impact of each initiative - Timeline for delivery - **Comparison benchmarks (if available)** - Competitor metrics - Industry standards - Similar products' performance ### Company Goals - **Company-level targets** - What are company OKRs? - How does this metric contribute? - What movement is needed for company goals? - **Resource constraints** - Team size and capacity - Budget limitations - Technical constraints ## Workflow Steps ### Step 1: Assess Company-Level Impact Needed (15 minutes) **Use the `north-star-alignment` skill** Understand how much metric movement matters to company goals: **Activities:** 1. **Identify North Star connection** - How does your metric connect to company North Star? - What's the multiplier or contribution factor? - Example: "10% increase in WAU → 2% increase in company MAU" 2. **Calculate company goal contribution** - If company wants X% growth in North Star - How much must your metric grow? - Example: "Company wants 10% MAU growth; our product = 20% of MAU; need 10% WAU growth minimum" 3. **Evaluate strategic importance** - Is this metric critical path to company goals? - Or nice-to-have but not essential? - Priority: Critical / Important / Opportunistic **Output:** ```markdown ## Company-Level Impact Assessment **North Star Connection:** - Company North Star: [Metric name] - Your metric's contribution: [How it ladders up] - Multiplier/factor: [Quantify relationship] **Company Goal Translation:** - Company target: [X% growth in North Star] - Required from your product: [Y% growth in your metric] - Rationale: [Calculation or logic] **Strategic Priority:** - [Critical / Important / Opportunistic] - Why: [Explanation] **Minimum viable target:** - To meet company needs: [Minimum % or absolute value] ``` ### Step 2: Validate Metric Movability (20 minutes) **Use the `proxy-metric-selection` skill** Confirm the team can actually influence this metric: **Activities:** 1. **Identify levers team controls** - What features/changes can team implement? - What's outside team's control? - What dependencies exist? 2. **Estimate initiative impacts** - For each planned initiative, estimate impact - Use historical data, A/B tests, competitor analysis - Range estimates (low/medium/high confidence) 3. **Sum potential impact** - Add up all initiatives - Account for overlap/cannibalization - Reality-check against historical growth rates 4. **Assess confidence** - High confidence: Proven tactics, similar to past successes - Medium confidence: Reasonable hypotheses, some validation - Low confidence: Exploratory, unproven approaches **Output:** ```markdown ## Movability Assessment **Team Control:** - Direct levers: [What team can change] - Indirect influence: [What team can affect partially] - Outside control: [What team cannot affect] **Planned Initiatives:** | Initiative | Est. Impact (Low) | Est. Impact (High) | Confidence | Timeline | |------------|-------------------|---------------------|------------|----------| | [Feature A] | +2% | +5% | Medium | Q1 | | [Feature B] | +1% | +3% | High | Q1 | | [Feature C] | +3% | +8% | Low | Q2 | **Total Potential Impact:** - Conservative (low estimates): [Sum] - Aggressive (high estimates): [Sum] - Reality-checked: [Adjusted for overlap, feasibility] **Confidence Level:** - [High / Medium / Low] - Based on: [Historical performance, validation, team track record] **Dependencies:** - [Other teams, external factors, resources needed] ``` ### Step 3: Evaluate Target Trade-offs (20 minutes) **Use the `tradeoff-evaluation` skill** Assess costs and benefits of aggressive vs. conservative targets: **Framework: Three target levels** #### Level 1: Conservative Target - **Definition:** Achievable with high confidence - **Characteristics:** - Based on proven tactics - Requires minimal risk-taking - Accounts for setbacks - **Pro:** Likely to hit target, builds credibility - **Con:** May leave growth on table, less inspiring #### Level 2: Ambitious Target - **Definition:** Stretch goal requiring execution excellence - **Characteristics:** - Requires most initiatives to succeed - Some unknowns but reasonable - Pushes team but achievable - **Pro:** Motivating, meaningful if hit - **Con:** 50-70% confidence, some risk #### Level 3: Moonshot Target - **Definition:** Requires everything to go right + surprises - **Characteristics:** - All initiatives succeed maximally - Plus unexpected wins - Low probability but transformative - **Pro:** Inspires big thinking - **Con:** High failure risk, may demotivate if unrealistic **Evaluate each level:** **Questions:** 1. **Resource cost:** What resources required for each level? 2. **Opportunity cost:** What are we NOT doing to hit this? 3. **Risk:** What breaks if we miss? 4. **Motivation:** Does target inspire or overwhelm team? 5. **Stakeholder expectation:** What's leadership expecting? **Output:** ```markdown ## Target Trade-off Analysis **Conservative Target:** [Value or % improvement] - Confidence: 90%+ - Based on: [Proven tactics, historical trends] - Pros: [List] - Cons: [List] - Resource needs: [Description] **Ambitious Target:** [Value or % improvement] - Confidence: 60-70% - Based on: [All planned initiatives + reasonable execution] - Pros: [List] - Cons: [List] - Resource needs: [Description] - Risk if missed: [Impact] **Moonshot Target:** [Value or % improvement] - Confidence: 20-30% - Based on: [Everything + unexpected wins] - Pros: [List] - Cons: [List] - Resource needs: [Description] - Risk if missed: [Impact] **Recommendation:** [Which level to commit to] - Rationale: [Why this level makes sense] - Publicly commit to: [May be different from internal stretch] - Internal stretch: [What team pushes for privately] ``` ### Step 4: Set Final Goal (10 minutes) Synthesize analyses into clear goal statement: **Components of good goal:** 1. **Metric:** Precise definition 2. **Target:** Specific value or % improvement 3. **Timeframe:** Clear deadline 4. **Confidence:** Commitment vs. aspirational 5. **Dependencies:** What must be true 6. **Milestones:** Intermediate checkpoints **Goal template:** ```markdown ## Final Goal Statement **Primary Goal:** Increase [Metric name] from [Current baseline] to [Target value] by [Date] **This represents:** [X% improvement] **Commitment level:** [Committed / Aspirational / Stretch] **Confidence:** [%] **Why this target:** 1. [Company contribution reason] 2. [Team capability reason] 3. [Strategic timing reason] **Key Initiatives:** 1. [Initiative name]: [Expected contribution] 2. [Initiative name]: [Expected contribution] 3. [Initiative name]: [Expected contribution] **Dependencies:** - [External dependency 1] - [External dependency 2] - [Resource dependency] **Milestones:** - Month 1: [Intermediate target] - Month 2: [Intermediate target] - Month 3: [Intermediate target] **Success criteria:** - Hit target: [What constitutes success] - Partial success: [What's acceptable] - Failure: [What triggers re-evaluation] **Review cadence:** - [Weekly / Bi-weekly / Monthly] check-ins - [What triggers goal revision] ``` ## Goal-Setting Frameworks ### Framework 1: OKR Structure **Objective:** Qualitative, inspiring **Key Results:** Quantitative, measurable **Example:** - **Objective:** Make our product indispensable for power users - **Key Result 1:** Increase WAU from 100K to 120K (20% growth) - **Key Result 2:** Increase daily actives from 40K to 50K (25% growth) - **Key Result 3:** Improve week-2 retention from 60% to 70% **Scoring:** 0-1 scale - 0.7-1.0 = Success (ambitious targets) - 0.4-0.6 = Partial progress - <0.4 = Missed ### Framework 2: Committed vs. Aspirational **Committed goals:** - 90%+ confidence - Resources committed - What you'll be evaluated on - Example: "Grow WAU 10%" **Aspirational goals:** - 50-60% confidence - Stretch targets - Not penalized for missing - Example: "Grow WAU 25%" ### Framework 3: Input vs. Output Goals **Output goals (results):** - "Increase WAU 20%" - What you want to achieve - Ties to company goals **Input goals (activities):** - "Launch 3 major features" - What you'll do - Ties to team capacity **Best practice:** Set both - Primary: Output goal - Supporting: Input goals that should deliver output ### Framework 4: Leading Indicator Targets **Why:** Leading indicators move before lagging outcomes **Example:** - Lagging: Retention rate (know months later) - Leading: Activation rate (know immediately) **Set targets for:** - Leading indicators (drive focus) - Lagging indicators (confirm success) ## Common Pitfalls | Pitfall | How to Avoid | |---------|--------------| | Sandbagging (too easy) | Push to ambitious level, not conservative | | Moonshot without plan | Ensure initiatives exist to support target | | No company alignment | Start with North Star connection | | Ignoring historical trends | Reality-check against past performance | | No intermediate milestones | Break into monthly/quarterly checkpoints | | Not considering seasonality | Adjust for known seasonal effects | | Resource mismatch | Validate team capacity to execute | ## Success Criteria Goal setting succeeds when: - Target value/% clearly stated - Timeframe specific - Company-level impact articulated - Team's ability to move metric validated - Initiatives mapped to target with estimated impacts - Trade-offs between aggressive/conservative evaluated - Confidence level honest - Dependencies and assumptions documented - Intermediate milestones defined - Review cadence established - Stakeholders aligned on goal ## Real-World Example: Uber Driver Quality Program ### Context - Metric: Hours driven in 4.8+ rating bucket - Current: 4.8M hours / 60% of total - Timeline: Next quarter (Q1) ### Step 1: Company Impact (15 min) ``` Company Goal: Grow Monthly Active Drivers 15% in 2025 Our Contribution: Driver quality → retention → supply growth Math: - If quality drivers stay 20% longer - And recruit 10% more drivers via referrals (quality attracts quality) - Contributes ~5 percentage points to 15% MAD goal Strategic Priority: Critical (supply is bottleneck for growth) Minimum viable: 65% of hours in 4.8+ bucket (5 percentage point improvement) ``` ### Step 2: Movability Assessment (20 min) ``` Team Control: - Direct: Quality dashboard, driver tips, rating transparency - Indirect: Driver training, incentives (ops team) - Outside: Rider behavior, market conditions Planned Initiatives: | Initiative | Low Impact | High Impact | Confidence | Timeline | |------------|------------|-------------|------------|----------| | Enhanced dashboard | +1% | +2% | High | Month 1 | | Quality tips program | +2% | +4% | Medium | Month 1-2 | | Referral program | +1% | +3% | Medium | Month 2-3 | | Driver coaching | +1% | +2% | High | Ongoing | Total Potential: - Conservative: +5 percentage points (65% total) - Aggressive: +11 percentage points (71% total) - Reality-checked: +7 percentage points (67% total) (Accounting for overlap, execution risk) Confidence: Medium-High (70%) - Based on: Similar programs in other markets worked - Risk: Driver adoption lower than expected Dependencies: - Ops team for coaching rollout - Data team for dashboard enhancements ``` ### Step 3: Trade-off Analysis (20 min) ``` Conservative Target: 65% (5 points) - Confidence: 90% - Based on: Enhanced dashboard + quality tips (proven tactics) - Pro: Highly achievable, builds credibility - Con: Doesn't capitalize on full potential, uninspiring - Resource: 2 engineers, 1 designer, 1 PM Ambitious Target: 67% (7 points) - Confidence: 70% - Based on: All initiatives, reasonable execution - Pro: Meaningful improvement, motivating team - Con: Requires referral program success (moderate risk) - Resource: +1 growth engineer for referrals Moonshot Target: 70% (10 points) - Confidence: 30% - Based on: Everything working + viral referral growth - Pro: Transformative if achieved - Con: Very low probability, may demotivate if unrealistic - Resource: Full team focus, opportunity cost high Recommendation: Ambitious (67%) - Company needs meaningful contribution (5% minimum) - Team has clear plan for 7% (all initiatives) - 70% confidence acceptable for OKR - Publicly commit to 67%, internal stretch to 69% ``` ### Step 4: Final Goal (10 min) ``` PRIMARY GOAL: Increase hours driven in 4.8+ rating bucket from 60% to 67% by end of Q1 2025 This represents: 7 percentage point improvement Commitment level: Aspirational OKR (targeting 0.7-1.0 score) Confidence: 70% Why this target: 1. Company contribution: Supports 15% MAD growth goal (critical path) 2. Team capability: Have clear initiatives totaling 7-11% potential 3. Strategic timing: Quality program momentum from Q4, capitalize now Key Initiatives: 1. Enhanced dashboard (Month 1): +1-2 points 2. Quality tips program (Month 1-2): +2-4 points 3. Referral program (Month 2-3): +1-3 points 4. Driver coaching (Ongoing): +1-2 points Dependencies: - Ops team partnership for coaching - Data team dashboard platform (committed) - Referral incentive budget approved Milestones: - Month 1: 62% (dashboard launch, tips program start) - Month 2: 64% (tips program maturing, referrals launching) - Month 3: 67% (all initiatives running, compounding effects) Success criteria: - Hit 67%: Full success - 64-66%: Partial success (0.5-0.7 OKR score) - <64%: Miss (requires post-mortem) Review cadence: - Weekly: Quality distribution trends - Bi-weekly: Initiative progress review - Month-end: Milestone assessment - Trigger for revision: <1 point improvement per month ``` **Time to complete: 65 minutes** ## Goal Calibration Examples ### Example 1: Too Conservative **Problem:** - Current: 100K WAU, growing 3% monthly - Target: 103K in 3 months (3% growth) - Historical trend: Would hit this doing nothing **Fix:** - Ambitious target: 115K (15% growth = 5% monthly) - Requires initiatives beyond business-as-usual - Stretches team but achievable ### Example 2: Too Aggressive **Problem:** - Current: 100K WAU, growing 3% monthly - Target: 200K in 3 months (100% growth) - No clear path to doubling in 3 months **Fix:** - Reality-check: What's maximum with all initiatives? - Maybe 125K (25% growth) if everything works - Set 120K committed, 130K stretch ### Example 3: Well-Calibrated **Problem:** - Current: 100K WAU, growing 3% monthly - Business-as-usual trajectory: 109K in 3 months - Target: 120K (10% growth above baseline) **Good because:** - Requires planned initiatives to succeed - Achievable with good execution - Meaningful above baseline - Team bought in ## Related Skills This workflow orchestrates these skills: - **north-star-alignment** (Step 1) - **proxy-metric-selection** (Step 2) - **tradeoff-evaluation** (Step 3) ## Related Workflows - **metrics-definition**: Defines metrics before setting goals - **dashboard-design**: Uses goals to set alert thresholds ## Time Estimate **Total: 65-75 minutes** - Step 1 (Company impact): 15 min - Step 2 (Movability): 20 min - Step 3 (Trade-offs): 20 min - Step 4 (Final goal): 10 min