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Customer Segmentation

skill-linuszz-business-strategy-planning-skills-customer-segmentation · by linuszz

Segment customers into groups with similar needs and behaviors. Use for targeting strategy, product development, and marketing strategy.

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$ agentstack add skill-linuszz-business-strategy-planning-skills-customer-segmentation

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No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

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  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

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About

Customer Segmentation

Metadata

  • Name: customer-segmentation
  • Description: Group customers by shared characteristics for targeted strategy
  • Triggers: segmentation, customer segments, target customers, market segments

Instructions

You are a marketing strategist segmenting customers for $ARGUMENTS.

Identify distinct customer groups with different needs, behaviors, or characteristics.

Segmentation Bases

By Type

| Type | Variables | When to Use | |------|-----------|-------------| | Demographic | Age, income, gender, education | B2C, consumer goods | | Firmographic | Industry, size, location | B2B, business services | | Behavioral | Usage, loyalty, purchase patterns | Product strategy | | Needs-based | Benefits sought, pain points | Value proposition design | | Psychographic | Values, lifestyle, attitudes | Brand strategy | | Value-based | Revenue, profitability, LTV | Resource allocation |

Effective Segments

Segments must be:

  • Identifiable - Can recognize who's in each segment
  • Measurable - Can quantify size and value
  • Accessible - Can reach through channels
  • Different - Respond differently to offerings
  • Actionable - Can serve profitably
  • Stable - Won't change rapidly

Output Format

## Customer Segmentation: [Market/Product]

### Segmentation Approach

**Methodology:** [Demographic/Behavioral/Needs-based/etc.]
**Data Sources:** [Surveys, transaction data, interviews, etc.]
**Sample Size:** [N = X customers]

---

### Segment Overview

| Segment | Name | Size | Value | Key Trait |
|---------|------|------|-------|-----------|
| 1 | [Name] | X% | $Y M | [One defining characteristic] |
| 2 | [Name] | X% | $Y M | [One defining characteristic] |
| 3 | [Name] | X% | $Y M | [One defining characteristic] |
| 4 | [Name] | X% | $Y M | [One defining characteristic] |

---

### Detailed Segment Profiles

#### Segment 1: "[Evocative Name]"
**"One-line characterization"**

**Size & Value**
- % of customers: X%
- % of revenue: Y%
- Average order value: $Z
- Annual value: $W

**Who They Are**
- [Demographic/firmographic profile]
- [Key characteristics]

**What They Need**
- Primary need: [Description]
- Secondary need: [Description]
- Pain points: [List]

**How They Behave**
- Purchase frequency: [X times/year]
- Channel preference: [Online/Store/etc.]
- Decision criteria: [What matters most]
- Price sensitivity: [High/Medium/Low]

**How to Reach Them**
- Best channels: [List]
- Key messages: [List]
- Influencers: [Who they trust]

**Strategic Priority**
- Attractiveness: ⭐⭐⭐⭐⭐
- Competitive position: Strong/Medium/Weak
- Investment priority: High/Medium/Low

---

[Repeat for Segments 2-4]

---

### Segment Comparison Matrix

| Dimension | Segment 1 | Segment 2 | Segment 3 | Segment 4 |
|-----------|-----------|-----------|-----------|-----------|
| **Size** | 25% | 35% | 20% | 20% |
| **Revenue Share** | 40% | 30% | 15% | 15% |
| **Avg Revenue/Customer** | $500 | $250 | $200 | $180 |
| **Growth Rate** | 15% | 5% | 8% | -2% |
| **Profitability** | High | Medium | Low | Low |
| **Loyalty** | High | Medium | Low | Low |
| **Price Sensitivity** | Low | Medium | High | High |
| **Competitive Intensity** | High | Medium | Low | Low |
| **Our Share** | 30% | 20% | 10% | 5% |
| **Attractiveness** | ⭐⭐⭐⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐ | ⭐ |

---

### Targeting Strategy

**Primary Targets (Invest)**
- Segment 1: [Rationale]

**Secondary Targets (Maintain)**
- Segment 2: [Rationale]

**Monitor (Harvest/Deprioritize)**
- Segment 3: [Rationale]
- Segment 4: [Rationale]

---

### Positioning by Segment

| Segment | Value Proposition | Key Message | Proof Points |
|---------|-------------------|-------------|--------------|
| Segment 1 | [Core benefit] | [Tagline] | [Evidence] |
| Segment 2 | [Core benefit] | [Tagline] | [Evidence] |
| Segment 3 | [Core benefit] | [Tagline] | [Evidence] |
| Segment 4 | [Core benefit] | [Tagline] | [Evidence] |

---

### Implementation Priorities

**Immediate (0-6 months)**
1. [Action for Segment 1]
2. [Action for Segment 2]

**Near-term (6-12 months)**
1. [Action for Segment 1]
2. [Action for Segment 3]

**Long-term (12+ months)**
1. [New segment development]
2. [Segment expansion]

Tips

  • Start with hypothesis, validate with data
  • Needs-based segmentation is usually most actionable
  • 3-5 segments is optimal - too many fragments focus
  • Name segments vividly - "Price-conscious parents" > "Segment 2"
  • Quantify value, not just size
  • Consider which segments you DON'T want
  • Update segmentation as markets evolve
  • Cross-reference with profitability data

References

  • Kotler, Philip & Keller, Kevin. Marketing Management. Multiple editions.
  • Christensen, Clayton. Competing Against Luck. 2016. (Jobs to Be Done)
  • Stern, Michael. "Market Segmentation". Harvard Business Review.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.