Claude Skill

unit-economics

Establishes whether the business makes money on each customer or unit — contribution margin, acquisition cost, payback period, lifetime value, and the cohort behavior underneath. Use this to assess whether growth is profitable, evaluate a channel or segment, support a pricing dec

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Part of cbrock84/headcount — 160 skills

Install

skills CLI npx skills add https://github.com/cbrock84/headcount/tree/main/plugins/finance/skills/unit-economics
Claude Code claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install cbrock84-headcount@llmmart
Git git clone https://github.com/cbrock84/headcount.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole cbrock84/headcount collection as a plugin from our marketplace. Git is the plain clone.

Skill manifest

Unit economics

The question is simple and usually unanswered: does one more customer make the business better off, and how long does that take?

Build it in this order

  1. Define the unit. A customer, an account, a seat, an order. State it, because most disagreements about unit economics are disagreements about the unit.
  2. Contribution margin — revenue per unit minus the costs that vary with it. Include everything that actually varies: payment processing, hosting attributable to usage, support load, delivery, third-party fees. Understating variable cost is the single most common error and it flatters everything downstream.
  3. Acquisition cost — fully loaded. All sales and marketing spend, including salaries, divided by customers acquired in the same period. Excluding people costs is the second most common error and typically understates by half or more.
  4. Payback period — acquisition cost divided by monthly contribution. This is the number that governs how fast you can grow without financing it.
  5. Lifetime value — contribution × expected lifetime, from observed retention. Not from a churn-rate assumption chosen because it produces a good ratio.

Read it honestly

  • Ratios hide the constraint. A healthy lifetime-value ratio with a long payback still means growth consumes cash faster than it produces it. Payback governs the growth rate; the ratio governs whether it is worth doing at all.
  • Segment before concluding. Blended economics almost always conceal one segment subsidizing another. The average is the least useful number.
  • Use cohorts, not averages. Retention improves or decays over time, and blended figures mask which. If early cohorts retain better than recent ones, the business is deteriorating while the average looks stable.
  • Do not extrapolate lifetime beyond your data. A twelve-month-old company cannot observe a three-year lifetime, and assuming one is how unprofitable businesses appear profitable.

What it should change

Good unit economics by segment tell you where to spend. Bad ones tell you to fix the model before scaling — no acquisition efficiency rescues a negative contribution margin, it only reaches the loss faster.

Sources

references/sources.md in this skill lists the outside authorities that settle the questions here — what each one is authoritative for, and what you may do with it. Check them before answering on anything they cover, and cite what you used. Most are free to read and not free to reproduce; the use note on each is binding.

Never

  • Compare acquisition cost against revenue rather than contribution.
  • Report lifetime value without stating the retention data behind it and its observation window.
  • Treat improving ratios as progress without checking whether the mix simply shifted.
Files (headcount)
  • references
    • sources.md 1.6 KB
      # Sources — `finance:unit-economics`
      
      <!-- Generated by scripts/build-sources.py from sources/*.toml. Do not edit. -->
      
      Check these before answering on anything they cover, and cite what you used. The use note on each one is binding: most of what a professional cites is free to read and not free to reproduce.
      
      ## Commission Guidance on Management's Discussion and Analysis, Release 33-10751
      
      US Securities and Exchange Commission · US · public domain (US government) — quote freely
      
      <https://www.federalregister.gov/documents/2020/02/25/2020-02296/commission-guidance-on-managements-discussion-and-analysis-of-financial-condition-and-results-of>
      
      **Authoritative for:** What a company must do when it publishes an operating metric — define it, disclose how it is calculated, apply it consistently, and explain any change in method. It disciplines metrics like recurring revenue and net retention without defining them, which is the honest ceiling on authority here.
      
      ## Non-GAAP financial measures — compliance and disclosure interpretations
      
      US Securities and Exchange Commission, Division of Corporation Finance · US · public domain (US government) — quote freely
      
      <https://www.sec.gov/corpfin/non-gaap-financial-measures>
      
      **Authoritative for:** When a non-GAAP measure becomes misleading and therefore prohibited — individually tailored recognition, excluding normal operating costs, improper labeling, and the equal-prominence requirement.
      
      ---
      
      Sources are maintained in `sources/` upstream, not here. If one is wrong, out of date, or missing, fix it there — this file is regenerated and an edit to it is lost.
      
  • SKILL.md 3.2 KB
    ---
    name: unit-economics
    description: Establishes whether the business makes money on each customer or unit — contribution margin, acquisition cost, payback period, lifetime value, and the cohort behavior underneath. Use this to assess whether growth is profitable, evaluate a channel or segment, support a pricing decision, judge how fast the business can afford to grow, or diagnose why revenue growth is not producing profit.
    ---
    
    # Unit economics
    
    The question is simple and usually unanswered: does one more customer make the business better off,
    and how long does that take?
    
    ## Build it in this order
    
    1. **Define the unit.** A customer, an account, a seat, an order. State it, because most
       disagreements about unit economics are disagreements about the unit.
    2. **Contribution margin** — revenue per unit minus the costs that vary with it. Include everything
       that actually varies: payment processing, hosting attributable to usage, support load, delivery,
       third-party fees. Understating variable cost is the single most common error and it flatters
       everything downstream.
    3. **Acquisition cost** — fully loaded. All sales and marketing spend, including salaries, divided
       by customers acquired in the same period. Excluding people costs is the second most common error
       and typically understates by half or more.
    4. **Payback period** — acquisition cost divided by monthly contribution. This is the number that
       governs how fast you can grow without financing it.
    5. **Lifetime value** — contribution × expected lifetime, from observed retention. Not from a
       churn-rate assumption chosen because it produces a good ratio.
    
    ## Read it honestly
    
    - **Ratios hide the constraint.** A healthy lifetime-value ratio with a long payback still means
      growth consumes cash faster than it produces it. Payback governs the growth rate; the ratio
      governs whether it is worth doing at all.
    - **Segment before concluding.** Blended economics almost always conceal one segment subsidizing
      another. The average is the least useful number.
    - **Use cohorts, not averages.** Retention improves or decays over time, and blended figures mask
      which. If early cohorts retain better than recent ones, the business is deteriorating while the
      average looks stable.
    - **Do not extrapolate lifetime beyond your data.** A twelve-month-old company cannot observe a
      three-year lifetime, and assuming one is how unprofitable businesses appear profitable.
    
    ## What it should change
    
    Good unit economics by segment tell you where to spend. Bad ones tell you to fix the model before
    scaling — no acquisition efficiency rescues a negative contribution margin, it only reaches the
    loss faster.
    
    ## Sources
    
    `references/sources.md` in this skill lists the outside authorities that settle the questions
    here — what each one is authoritative for, and what you may do with it. Check them before
    answering on anything they cover, and cite what you used. Most are free to read and not free
    to reproduce; the use note on each is binding.
    
    ## Never
    
    - Compare acquisition cost against revenue rather than contribution.
    - Report lifetime value without stating the retention data behind it and its observation window.
    - Treat improving ratios as progress without checking whether the mix simply shifted.
    

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