Skill 寫法圖鑑

startup-financial-modeling

wshobson | 金融與投資 | 原文 | MIT

為早期新創建立 3-5 年財務模型、現金流和募資情境

中文翻譯

---
name: startup-financial-modeling
description: 為早期新創建立完整的 3-5 年財務模型,包含營收預測、成本結構、現金流分析和情境規劃。在建立財務預測、計算 burn rate 或 runway、模擬募資情境,或為 seed 或 Series A 募資準備讓投資人看得懂的財務報表時使用這個 skill。
version: 1.0.0
---

# Startup Financial Modeling

為早期新創建立完整的 3-5 年財務模型,包含營收預測、成本結構、現金流分析和情境規劃。

## Overview

財務模型為新創的策略、募資和營運規劃提供量化的基礎。用以 cohort 為基礎的營收建模、詳細的成本結構和情境分析,建立務實的預測,來支持決策和投資人簡報。

## Core Components

### Revenue Model

**以 Cohort 為基礎的預測:**
依 cohort 從客戶獲取和留存來推算營收。

**公式:**

```
MRR = Σ (Cohort Size × Retention Rate × ARPU)
ARR = MRR × 12
```

**關鍵輸入:**

- 每月新增客戶數
- 各月份的客戶留存率
- 每位使用者平均營收(ARPU)
- 定價和方案組合的假設
- 擴張營收(upsell、cross-sell)

### Cost Structure

**營運費用類別:**

1. **銷貨成本(Cost of Goods Sold, COGS)**
   - 主機代管和基礎設施
   - 支付處理手續費
   - 客戶支援(變動的部分)
   - 每位客戶的第三方服務

2. **銷售與行銷(Sales & Marketing, S&M)**
   - 客戶獲取成本(CAC)
   - 行銷活動和廣告
   - 業務團隊薪酬
   - 行銷工具和軟體

3. **研發(Research & Development, R&D)**
   - 工程團隊薪酬
   - 產品管理
   - 設計和 UX
   - 開發工具和基礎設施

4. **一般與行政(General & Administrative, G&A)**
   - 高階主管團隊
   - 財務、法務、人資
   - 辦公室和設施
   - 保險和合規

### Cash Flow Analysis

**組成:**

- 期初現金餘額
- 現金流入(營收、募資)
- 現金流出(營運費用、資本支出)
- 期末現金餘額
- 每月 burn rate
- Runway(剩餘現金可支撐的月數)

**公式:**

```
Runway = Current Cash Balance / Monthly Burn Rate
Monthly Burn = Monthly Revenue - Monthly Expenses
```

### Headcount Planning

**依職位的招募計畫:**
依部門和職位追蹤人力。

**關鍵指標:**

- 每位員工的完全負擔成本
- 每位員工的營收
- 各部門人力(佔總數的 %)

**典型比例(早期 SaaS):**

- 工程:40-50%
- 銷售與行銷:25-35%
- G&A:10-15%
- 客戶成功:5-10%

## Financial Model Structure

### Three-Scenario Framework

**保守情境(P10):**

- 客戶獲取較慢
- 定價或轉換率較低
- 流失率較高
- 銷售週期較長
- 用於現金管理

**基準情境(P50):**

- 最可能的結果
- 務實的假設
- 主要的規劃情境
- 用於董事會報告

**樂觀情境(P90):**

- 成長較快
- 單位經濟學較好
- 流失率較低
- 用於上檔規劃

### Time Horizon

**詳細預測:3 年**

- 第 1 年以月為單位
- 第 2 年以月為單位
- 第 3 年以季為單位

**高階預測:第 4-5 年**

- 年度預測
- 只列關鍵指標
- 支持長期規劃

## Detailed section: Step-by-Step Process

原本是這份 SKILL.md 裡一段 2763 bytes 的內容,為了符合 Codex 對 skill 本文 8 KB 的上限,已經搬到 `references/details.md`。

## Business Model Templates

### SaaS Financial Model

**營收驅動因素:**

- 新增 MRR(客戶數 × ARPU)
- 擴張 MRR(upsell)
- 收縮 MRR(降級)
- 流失 MRR(流失的客戶)

**關鍵比率:**

- 毛利率:75-85%
- S&M 佔營收的比例:40-60%(早期)
- CAC 回收期:< 12 個月
- 淨留存率:100-120%

**預測範例:**

```
Year 1: $500K ARR, 50 customers, $100K MRR by Dec
Year 2: $2.5M ARR, 200 customers, $208K MRR by Dec
Year 3: $8M ARR, 600 customers, $667K MRR by Dec
```

### Marketplace Financial Model

**營收驅動因素:**

- GMV(Gross Merchandise Value)
- 抽成率(take rate,佔 GMV 的 %)
- 淨營收 = GMV × 抽成率

**關鍵比率:**

- 抽成率:10-30%,依類別而異
- 買家 vs. 賣家的 CAC
- 邊際貢獻率:60-70%

**預測範例:**

```
Year 1: $5M GMV, 15% take rate = $750K revenue
Year 2: $20M GMV, 15% take rate = $3M revenue
Year 3: $60M GMV, 15% take rate = $9M revenue
```

### E-Commerce Financial Model

**營收驅動因素:**

- 流量(訪客數)
- 轉換率
- 平均訂單金額(AOV)
- 購買頻率

**關鍵比率:**

- 毛利率:40-60%
- 邊際貢獻率:20-35%
- CAC 回收期:3-6 個月

### Services / Agency Financial Model

**營收驅動因素:**

- 可計費的時數或專案
- 時薪或專案費用
- 使用率(utilization)
- 團隊產能

**關鍵比率:**

- 毛利率:50-70%
- 使用率:70-85%
- 每位員工的營收

## Fundraising Integration

### Funding Scenario Modeling

**Pre-Money 估值:**
根據指標和可比公司。

**稀釋:**

```
Post-Money = Pre-Money + Investment
Dilution % = Investment / Post-Money
```

**資金用途:**
分配資金以延長 runway 並達成里程碑。

**範例:**

```
Raise: $5M at $20M pre-money
Post-Money: $25M
Dilution: 20%

Use of Funds:
- Product Development: $2M (40%)
- Sales & Marketing: $2M (40%)
- G&A and Operations: $0.5M (10%)
- Working Capital: $0.5M (10%)
```

### Milestone-Based Planning

**找出關鍵里程碑:**

- 產品上線
- 第一個 $1M ARR
- CAC 損益兩平
- Series A 募資

**募資金額:**
確保 runway 足夠達成下一個里程碑,再加 6 個月的緩衝。

## Common Pitfalls

**陷阱 1:營收過度樂觀**

- 新創很少達到激進的預測
- 客戶獲取的假設要保守
- 流失率要用務實的數字來建模

**陷阱 2:低估成本**

- 費用估算要加 20% 的緩衝
- 要包含完全負擔的薪酬
- 要把軟體和工具算進去

**陷阱 3:忽略現金流的時間點**

- 營收 ≠ 現金(付款條件)
- 費用在營收收回之前就要先付
- 要仔細建模現金轉換

**陷阱 4:人力靜態不變**

- 招募需要時間(補一個職缺要 3-6 個月)
- 生產力需要爬坡時間(3-6 個月)
- 要考慮離職率(每年 10-15%)

**陷阱 5:沒有做情境規劃**

- 單一情境從來都不準
- 一定要建模保守的情況
- 要規劃基準情境失敗時你會怎麼做

## Model Validation

**健全性檢查:**

- [ ] 營收成長率是做得到的(第 2 年 3 倍、第 3 年 2 倍)
- [ ] 單位經濟學是務實的(LTV/CAC > 3、回收期 < 18 個月)
- [ ] Burn multiple 是合理的(第 2-3 年 < 2.0)
- [ ] 人力隨營收擴張(每位員工的營收持續成長)
- [ ] 毛利率符合商業模式
- [ ] S&M 支出跟 CAC 和成長目標一致

**跟同業做基準比較:**
把關鍵指標跟處於類似階段的相似公司做比較。

**投資人回饋:**
把模型分享給顧問或投資人,聽取他們對假設的回饋。


## Quick Start

建立新創財務模型:

1. **定義商業模式** - 營收驅動因素和定價
2. **預測營收** - 以 cohort 為基礎,納入留存
3. **建模成本** - 依月份列出 COGS、S&M、R&D、G&A
4. **規劃人力** - 依職位和部門招募
5. **計算現金流** - 營收 - 費用 = burn/runway
6. **計算指標** - CAC、LTV、burn multiple、runway
7. **建立情境** - 保守、基準、樂觀
8. **驗證假設** - 健全性檢查和基準比較
9. **整合募資** - 模擬募資輪次和里程碑

英文原文

---
name: startup-financial-modeling
description: Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups. Use this skill when creating financial projections, calculating burn rate or runway, modeling fundraising scenarios, or preparing investor-ready financials for a seed or Series A raise.
version: 1.0.0
---

# Startup Financial Modeling

Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups.

## Overview

Financial modeling provides the quantitative foundation for startup strategy, fundraising, and operational planning. Create realistic projections using cohort-based revenue modeling, detailed cost structures, and scenario analysis to support decision-making and investor presentations.

## Core Components

### Revenue Model

**Cohort-Based Projections:**
Build revenue from customer acquisition and retention by cohort.

**Formula:**

```
MRR = Σ (Cohort Size × Retention Rate × ARPU)
ARR = MRR × 12
```

**Key Inputs:**

- Monthly new customer acquisitions
- Customer retention rates by month
- Average revenue per user (ARPU)
- Pricing and packaging assumptions
- Expansion revenue (upsells, cross-sells)

### Cost Structure

**Operating Expenses Categories:**

1. **Cost of Goods Sold (COGS)**
   - Hosting and infrastructure
   - Payment processing fees
   - Customer support (variable portion)
   - Third-party services per customer

2. **Sales & Marketing (S&M)**
   - Customer acquisition cost (CAC)
   - Marketing programs and advertising
   - Sales team compensation
   - Marketing tools and software

3. **Research & Development (R&D)**
   - Engineering team compensation
   - Product management
   - Design and UX
   - Development tools and infrastructure

4. **General & Administrative (G&A)**
   - Executive team
   - Finance, legal, HR
   - Office and facilities
   - Insurance and compliance

### Cash Flow Analysis

**Components:**

- Beginning cash balance
- Cash inflows (revenue, fundraising)
- Cash outflows (operating expenses, CapEx)
- Ending cash balance
- Monthly burn rate
- Runway (months of cash remaining)

**Formula:**

```
Runway = Current Cash Balance / Monthly Burn Rate
Monthly Burn = Monthly Revenue - Monthly Expenses
```

### Headcount Planning

**Role-Based Hiring Plan:**
Track headcount by department and role.

**Key Metrics:**

- Fully-loaded cost per employee
- Revenue per employee
- Headcount by department (% of total)

**Typical Ratios (Early-Stage SaaS):**

- Engineering: 40-50%
- Sales & Marketing: 25-35%
- G&A: 10-15%
- Customer Success: 5-10%

## Financial Model Structure

### Three-Scenario Framework

**Conservative Scenario (P10):**

- Slower customer acquisition
- Lower pricing or conversion
- Higher churn rates
- Extended sales cycles
- Used for cash management

**Base Scenario (P50):**

- Most likely outcomes
- Realistic assumptions
- Primary planning scenario
- Used for board reporting

**Optimistic Scenario (P90):**

- Faster growth
- Better unit economics
- Lower churn
- Used for upside planning

### Time Horizon

**Detailed Projections: 3 Years**

- Monthly detail for Year 1
- Monthly detail for Year 2
- Quarterly detail for Year 3

**High-Level Projections: Years 4-5**

- Annual projections
- Key metrics only
- Support long-term planning

## Detailed section: Step-by-Step Process

Originally a 2763-byte section in this SKILL.md. Moved to `references/details.md` to fit Codex's 8 KB skill body cap.

## Business Model Templates

### SaaS Financial Model

**Revenue Drivers:**

- New MRR (customers × ARPU)
- Expansion MRR (upsells)
- Contraction MRR (downgrades)
- Churned MRR (lost customers)

**Key Ratios:**

- Gross margin: 75-85%
- S&M as % revenue: 40-60% (early stage)
- CAC payback: < 12 months
- Net retention: 100-120%

**Example Projection:**

```
Year 1: $500K ARR, 50 customers, $100K MRR by Dec
Year 2: $2.5M ARR, 200 customers, $208K MRR by Dec
Year 3: $8M ARR, 600 customers, $667K MRR by Dec
```

### Marketplace Financial Model

**Revenue Drivers:**

- GMV (Gross Merchandise Value)
- Take rate (% of GMV)
- Net revenue = GMV × Take rate

**Key Ratios:**

- Take rate: 10-30% depending on category
- CAC for buyers vs. sellers
- Contribution margin: 60-70%

**Example Projection:**

```
Year 1: $5M GMV, 15% take rate = $750K revenue
Year 2: $20M GMV, 15% take rate = $3M revenue
Year 3: $60M GMV, 15% take rate = $9M revenue
```

### E-Commerce Financial Model

**Revenue Drivers:**

- Traffic (visitors)
- Conversion rate
- Average order value (AOV)
- Purchase frequency

**Key Ratios:**

- Gross margin: 40-60%
- Contribution margin: 20-35%
- CAC payback: 3-6 months

### Services / Agency Financial Model

**Revenue Drivers:**

- Billable hours or projects
- Hourly rate or project fee
- Utilization rate
- Team capacity

**Key Ratios:**

- Gross margin: 50-70%
- Utilization: 70-85%
- Revenue per employee

## Fundraising Integration

### Funding Scenario Modeling

**Pre-Money Valuation:**
Based on metrics and comparables.

**Dilution:**

```
Post-Money = Pre-Money + Investment
Dilution % = Investment / Post-Money
```

**Use of Funds:**
Allocate funding to extend runway and achieve milestones.

**Example:**

```
Raise: $5M at $20M pre-money
Post-Money: $25M
Dilution: 20%

Use of Funds:
- Product Development: $2M (40%)
- Sales & Marketing: $2M (40%)
- G&A and Operations: $0.5M (10%)
- Working Capital: $0.5M (10%)
```

### Milestone-Based Planning

**Identify Key Milestones:**

- Product launch
- First $1M ARR
- Break-even on CAC
- Series A fundraise

**Funding Amount:**
Ensure runway to achieve next milestone + 6 months buffer.

## Common Pitfalls

**Pitfall 1: Overly Optimistic Revenue**

- New startups rarely hit aggressive projections
- Use conservative customer acquisition assumptions
- Model realistic churn rates

**Pitfall 2: Underestimating Costs**

- Add 20% buffer to expense estimates
- Include fully-loaded compensation
- Account for software and tools

**Pitfall 3: Ignoring Cash Flow Timing**

- Revenue ≠ cash (payment terms)
- Expenses paid before revenue collected
- Model cash conversion carefully

**Pitfall 4: Static Headcount**

- Hiring takes time (3-6 months to fill roles)
- Ramp time for productivity (3-6 months)
- Account for attrition (10-15% annually)

**Pitfall 5: Not Scenario Planning**

- Single scenario is never accurate
- Always model conservative case
- Plan for what you'll do if base case fails

## Model Validation

**Sanity Checks:**

- [ ] Revenue growth rate is achievable (3x in Year 2, 2x in Year 3)
- [ ] Unit economics are realistic (LTV/CAC > 3, payback < 18 months)
- [ ] Burn multiple is reasonable (< 2.0 in Year 2-3)
- [ ] Headcount scales with revenue (revenue per employee growing)
- [ ] Gross margin is appropriate for business model
- [ ] S&M spending aligns with CAC and growth targets

**Benchmark Against Peers:**
Compare key metrics to similar companies at similar stage.

**Investor Feedback:**
Share model with advisors or investors for feedback on assumptions.


## Quick Start

To create a startup financial model:

1. **Define business model** - Revenue drivers and pricing
2. **Project revenue** - Cohort-based with retention
3. **Model costs** - COGS, S&M, R&D, G&A by month
4. **Plan headcount** - Hiring by role and department
5. **Calculate cash flow** - Revenue - expenses = burn/runway
6. **Compute metrics** - CAC, LTV, burn multiple, runway
7. **Create scenarios** - Conservative, base, optimistic
8. **Validate assumptions** - Sanity check and benchmark
9. **Integrate fundraising** - Model funding rounds and milestones