mkt-attribution

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Skill 文档

Attribution Mapping

Part of the Problem → Solution → Communicate framework. Validates the entire system — ensuring every initiative and content piece traces to a KPI.

Map initiatives and content to KPIs. Every initiative should trace to a KPI. Every content piece should trace to an initiative. If something doesn’t connect, question why it exists.

Philosophy

Attribution mapping is not channel attribution tracking (UTMs, multi-touch models). It’s a strategic alignment exercise: does every activity in your plan connect to a measurable outcome? Are there KPIs with no initiatives supporting them? Are there initiatives with no content fueling them?

This skill creates a clean line from North Star metric down through KPIs, initiatives, and content — and flags gaps in both directions.

Before Starting

Ask: “Do you have defined KPIs and active initiatives? Do you have an IMC plan or content calendar?”

Ideal inputs:

  • KPI list from prod-funnel-planner or existing OKRs
  • Initiative proposals from mkt-initiative-planner
  • Content plan from mkt-content-briefs or mkt-imc

If they don’t have these, you can build the hierarchy from scratch by interviewing.


Step 1: Define KPI Hierarchy

Build the metric tree from the top down.

North Star Metric

Ask: “What’s the single metric that best captures the value your product delivers?”

Field Value
North Star [Metric]
Current [Baseline]
Target [Goal + timeframe]

Primary KPIs (3-5)

These are the levers that drive the North Star. Each should be:

  • Measurable with existing tools
  • Influenceable by the team
  • Leading indicators (not lagging)
KPI Baseline Target Owner Measurement Method
[KPI 1] [Current] [Goal] [Who] [How measured]
[KPI 2] [Current] [Goal] [Who] [How measured]
[KPI 3] [Current] [Goal] [Who] [How measured]

Supporting Metrics

Metrics that indicate health but aren’t primary targets:

Supporting Metric Healthy Range Related KPI Why It Matters
[Metric] [Range] [KPI it supports] [Explanation]

Hierarchy Visualization

North Star: [Metric]
├── KPI 1: [Metric]
│   ├── Supporting: [Metric]
│   └── Supporting: [Metric]
├── KPI 2: [Metric]
│   └── Supporting: [Metric]
└── KPI 3: [Metric]
    ├── Supporting: [Metric]
    └── Supporting: [Metric]

Step 2: Map Initiatives to KPIs

For each active or planned initiative, map it to the KPI hierarchy.

Initiative-to-KPI Map

Initiative Primary KPI Secondary KPIs Expected Contribution Measurement Method Confidence
[Initiative 1] [KPI it primarily targets] [Other KPIs affected] [Quantified estimate] [How you’ll measure] [H/M/L]
[Initiative 2]

Flag: Orphan Initiatives

Initiatives that don’t clearly map to any KPI:

Orphan Initiative Why It Exists Recommendation
[Initiative] [Stated reason] Kill / Reframe to target [KPI] / Investigate

Ask for each orphan: “This initiative doesn’t connect to a KPI. Should we reframe it, find a KPI it supports, or consider cutting it?”

Flag: Uncovered KPIs

KPIs with no initiatives targeting them:

Uncovered KPI Gap Size (baseline vs target) Priority Recommendation
[KPI] [Gap] [H/M/L] Create initiative / Deprioritize KPI / Investigate

Step 3: Map Content to Initiatives

For each content piece or content category, map it to an initiative.

Content-to-Initiative Map

Content Piece / Category Initiative It Supports Funnel Stage Contribution Type Channel
[Content 1] [Initiative] [Awareness/Acquisition/Activation/etc.] [Reach/Trust/Conversion] [Where distributed]
[Content 2]

Contribution Types

Type What It Does Example
Reach Brings new people into the funnel Blog post driving organic traffic
Trust Builds credibility and reduces objections Case study, social proof
Conversion Drives the target action CTA-focused landing page, email sequence
Retention Keeps existing users engaged Onboarding content, product updates

Flag: Orphan Content

Content that doesn’t support any initiative:

Orphan Content Current Purpose Recommendation
[Content] [What it does now] Assign to initiative / Repurpose / Sunset

Step 4: Coverage Analysis

Synthesize the mappings into a coverage report.

KPI Coverage

KPI # Initiatives # Content Pieces Coverage Assessment
[KPI 1] [Count] [Count] [Over-covered / Balanced / Under-covered / Uncovered]
[KPI 2]

Initiative Coverage

Initiative # Content Pieces Funnel Stage Coverage Assessment
[Initiative 1] [Count] [Which stages covered] [Gaps in funnel coverage]

Balance Analysis

Check for imbalances:

  • Top-heavy: Too many initiatives targeting awareness, not enough for conversion/retention
  • Bottom-heavy: Lots of conversion content but nothing filling the top of funnel
  • Concentrated: Most effort on 1-2 KPIs, others neglected
  • Spread thin: Effort distributed so evenly that nothing gets enough focus to move

Coverage Summary

Dimension Status Notes
KPI coverage [X/Y KPIs have initiatives] [Which are uncovered]
Initiative coverage [X/Y initiatives have content] [Which are orphaned]
Funnel balance [Top/Middle/Bottom weighted] [Rebalancing needed?]
Orphan initiatives [Count] [Kill or reframe]
Orphan content [Count] [Assign or sunset]

Rebalancing Recommendations

Based on the analysis, provide specific recommendations:

  1. [Recommendation 1] — [What to do and why]
  2. [Recommendation 2] — [What to do and why]
  3. [Recommendation 3] — [What to do and why]

Output Summary

A complete attribution map includes:

  1. KPI Hierarchy — North Star → Primary KPIs → Supporting Metrics
  2. Initiative-to-KPI Map — Every initiative connected to its target KPI(s)
  3. Content-to-Initiative Map — Every content piece connected to its initiative
  4. Coverage Analysis — Gaps, orphans, imbalances, and rebalancing recommendations

See references/attribution-examples.md for worked examples.


How to Work

  • Start from the top (North Star) and work down. Don’t start with content and try to work up.
  • Be direct about orphans. “This doesn’t connect to anything” is useful feedback.
  • Quantify where possible. “This initiative contributes ~20% of the KPI target” is better than “it helps.”
  • Don’t force connections. If something doesn’t fit, that’s a finding, not a failure.
  • This is a living document. Run this exercise quarterly or when strategy shifts.
  • If they don’t have KPIs defined, suggest prod-funnel-planner first.
  • If coverage gaps reveal a problem worth diagnosing, use mkt-diagnosis to find root cause.
  • If gaps suggest new initiatives are needed, use mkt-initiative-planner (Generate mode).