Agent skill

Business Literacy

by manager-dot-dev in manager-dot-dev/manager-skills

Explains business financial terms and frameworks for engineering managers — produces term definitions (ARR, COGS, CAC, LTV, gross margin, burn rate, EBITDA, AARRR), translation formulas for making…

MITAuto-check passedWriting & Content

Install Business Literacy

skills CLI
$ npx skills add manager-dot-dev/manager-skills --skill business-literacy -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install manager-dot-dev/manager-skills business-literacy --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/manager-dot-dev/manager-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/business-literacy .claude/skills/business-literacy && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
business-literacy
GitHub stars
114
Token cost
~2.4k tokens
SKILL.md length
1,314 words
Files
2 (incl. references)
Skills in repo
27
Repo updated
First seen
Licence
MIT

At a glance

Explains business financial terms and frameworks for engineering managers — produces term definitions (ARR, COGS, CAC, LTV, gross margin, burn rate, EBITDA, AARRR), translation formulas for making…

  • Works in 5 steps: Plain-English definition: explain the… → Why an EM should care: connect it to… → Engineering translation: show how… → …
  • The user says business terms
  • SKILL.md covers Before Starting, Response Style, How to Use This Skill and Default Response Shape, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Business Literacy is an agent skill from manager-dot-dev/manager-skills. Explains business financial terms and frameworks for engineering managers — produces term definitions (ARR, COGS, CAC, LTV, gross margin, burn rate, EBITDA, AARRR), translation formulas for making engineering work visible in business language, and a three-layer framework for building business credibility. Use when the user says "business terms," "EBITDA," "burn rate," "CAC," "LTV," "gross margin," "ARR," "how do I speak to business people," "I don't understand finance," "make the case for engineering work,"…

Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/sources.md`).

It sits in Writing & Content, covering Translation and Product metrics. The repository describes itself as: Skills for engineering managers. The licence is MIT.

When your agent uses it

  • The user says business terms
  • How do I speak to business people
  • I dont understand finance
  • Make the case for engineering work

Example prompts

  • “business terms,”
  • “EBITDA,”
  • “burn rate,”
  • “/business-literacy”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Plain-English definition: explain the term without finance theater.
  2. Why an EM should care: connect it to roadmap, staffing, reliability, cost, or prioritization.
  3. Engineering translation: show how engineering work can move or protect the metric.
  4. Example sentence: give wording the EM can use with a business stakeholder.
  5. Caveat: note where the metric can mislead or be gamed.

What it can do on your machine

Read from SKILL.md and the folder at commit c47ebc7. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Business Literacy loads about 2.4k tokens when it runs, and up to ~2.6k if it reads all its reference files. Until then it costs about 190 tokens; SKILL.md has 1,314 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~190
When it runs · the whole SKILL.md, loaded when a task matches
~2.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from manager-dot-dev/manager-skills at commit c47ebc7, republished under its MIT licence (© manager-dot-dev). 1,314 words, ~2,447 tokens.

Download SKILL.mdSave it as .claude/skills/business-literacy/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
business-literacy
description
Explains business financial terms and frameworks for engineering managers — produces term definitions (ARR, COGS, CAC, LTV, gross margin, burn rate, EBITDA, AARRR), translation formulas for making engineering work visible in business language, and a three-layer framework for building business credibility. Use when the user says "business terms," "EBITDA," "burn rate," "CAC," "LTV," "gross margin," "ARR," "how do I speak to business people," "I don't understand finance," "make the case for engineering work," "connect engineering to business outcomes," "talk to the P&L owner," or "business impact." Do NOT use when the user wants to connect engineering metrics (DORA, velocity) to business metrics — use developer-productivity instead.
metadata.version
2.1.2

Business Literacy

Before Starting

Check for EM context first. If .agents/em-context.md exists, read it.

If .agents/em-context.md does not exist, ask for a minimal manager profile first and save it before giving detailed advice: role/title, team size, team mission or ownership area, and current challenge or priority.

If a specific person is central to the conversation and .agents/reports/[name].md does not exist, ask for a minimal profile for that person first and save it before giving detailed advice: title/level, tenure, strengths, and current challenge or growth area.

If the conversation reveals durable new context later, update .agents/em-context.md or .agents/reports/[name].md automatically. Save stable facts and patterns, not guesses, transient frustration, or unresolved interpretations.

Response Style

Keep the first answer concise and useful. Do not dump the whole framework unless the user asks for depth.

Default to:

  • State the likely diagnosis or recommendation first
  • Ask at most 2-3 targeted questions only if the missing context changes the advice
  • Give the next concrete action and, when useful, exact wording the manager can use
  • Mention the relevant framework briefly, but do not explain every part of it
  • Offer a deeper version only after the direct answer

How to Use This Skill

  • Need to decode a business term you heard in a meeting → The Terms That Come Up Most
  • Want to make the case for engineering work in business language → Using These in Practice
  • Want to build credibility with business leaders or the P&L owner → The 3 Layers of Business Impact

Default Response Shape

When translating business concepts for an EM, make the answer operational:

  1. Plain-English definition: explain the term without finance theater.
  2. Why an EM should care: connect it to roadmap, staffing, reliability, cost, or prioritization.
  3. Engineering translation: show how engineering work can move or protect the metric.
  4. Example sentence: give wording the EM can use with a business stakeholder.
  5. Caveat: note where the metric can mislead or be gamed.

For stakeholder-facing asks, end with a concise business-framed version of the engineering request.


Why This Matters

Engineers can succeed without understanding business language. Engineering managers cannot. If you want to have influence, convince stakeholders, and shape the roadmap — you need to speak the language leadership uses.

Understanding these terms also makes you a better advocate for your team. When you can connect engineering decisions to business outcomes — margins, retention, CAC — you move from "we need this refactor" to "this reduces our hosting cost by 15% and improves our gross margin."


The Terms That Come Up Most

Money In

ARR (Annual Recurring Revenue) — total yearly revenue from subscriptions. The core metric for SaaS companies. When leadership says "we're at $5M ARR," this is it.

MoM (Month-over-Month) — growth rate from one month to the next. A 10% MoM growth rate is exceptional.

TAM (Total Addressable Market) — the total revenue potential if you captured 100% of your target market. Used to justify investment size.

Costs

COGS (Cost of Goods Sold) — costs directly tied to delivering the product (hosting, infra, third-party APIs). For SaaS, engineering teams directly influence COGS.

Gross Margin — (Revenue - COGS) / Revenue. For SaaS, 70–80% is healthy. Below 60% means your delivery costs are high relative to what customers pay. This is where engineering decisions show up in financials. Reducing third-party API dependency, optimizing infra costs, or improving efficiency all improve gross margin.

OpEx (Operating Expenses) — ongoing costs not directly tied to production: salaries, rent, marketing.

CapEx (Capital Expenditure) — large investments with long-term value. Building a new data center is CapEx; monthly AWS bill is OpEx.

Burn Rate — how much cash the company spends per month. High burn + low revenue = limited runway.

Net Margin — what's left after ALL costs. Most startups have negative net margin for years.

EBITDA — Earnings Before Interest, Taxes, Depreciation, Amortization. A profitability measure that strips out financing. Matters more at late-stage.

Customers

CAC (Customer Acquisition Cost) — average cost to acquire a customer. If you spend $100k on marketing and get 100 customers, CAC = $1,000.

LTV (Lifetime Value) — average revenue from a customer over their full relationship. LTV should be 3–5x CAC for a healthy business. If not, growth is expensive.

Churn — percentage of customers lost per period. The silent killer. 5% monthly churn = ~46% of customers gone per year.

Retention — the inverse of churn. Net Revenue Retention (NRR) > 100% means expansion from existing customers outweighs churn.

GRR (Gross Revenue Retention) — what percentage of last year's revenue you kept, excluding expansion.

NPS (Net Promoter Score) — "How likely are you to recommend us?" Scores 9–10 = promoters, 7–8 = passives, 0–6 = detractors.

Show full SKILL.md (565 more words)Show less
Business Health

Default Alive — if you stop raising money, does current revenue growth make you profitable before cash runs out? If not, you're "default dead."

Moat — what makes you hard to copy. Deep tech, network effects, proprietary data, brand. Engineering decisions (especially around data and platform) often build or erode moats.

AARRR (Pirate Metrics) — Acquisition, Activation, Retention, Referral, Revenue. A framework for diagnosing where growth is leaking. If retention is 20%, pouring money into acquisition just fills a leaky bucket. Fix the leak first.


Using These in Practice

When proposing technical work, translate it:

  • Not: "we need to migrate off this legacy API" → Yes: "this API costs us $40k/year and is our top cause of outages; removing it improves gross margin and reduces customer churn"
  • Not: "we should invest in platform" → Yes: "right now each new feature takes 2 weeks to wire up; a platform investment gets that to 2 days, directly improving our CAC by reducing time-to-value"

When reviewing the roadmap, ask the business question: which AARRR stage are we weakest at right now? Invest there first.


The 3 Layers of Business Impact

EMs who drive real business impact typically work across three layers, in increasing order of difficulty:

Layer 1 — Product: Do you and your team understand how your features are used? Have a dashboard showing feature usage that everyone can see. Know the product's AARRR metrics. A feature that ships but nobody adopts has zero impact.

Layer 2 — Business Economics: Can you connect your team's work to what the business cares about financially? Find the "GM" — the manager who owns P&L (profit and loss) for the business area your team serves. Have a conversation: what do they care about, and how does your team's work connect to it? Once you can answer that, start using business metrics in technical arguments. "This saves $125k/year" wins conversations that "better infrastructure" loses.

Layer 3 — Industry/Domain: Do you understand the industry your company operates in well enough to speak credibly with domain experts? Most engineering managers are domain-agnostic, which makes non-technical leaders underestimate them.

Three levels of domain knowledge:

  • Level 1 (Passive): Know the terminology. Industry-specific terms you hear repeatedly but don't fully understand undermine your credibility. Spend 10–15 minutes/week on industry content (articles, newsletters, an LLM tutor). Ask it to explain the domain as an instructor would.
  • Level 2 (Sharing): Share what you learn. Post a relevant article with your takeaway in a shared channel with peers and PMs. People who see you engaging with the domain start treating you as a peer.
  • Level 3 (Insider): Find one concrete way to experience the industry firsthand. Shadow a customer, use your own product as an actual user for a month, or (for the committed) get a domain certification. The gap between knowing the domain and experiencing it is the difference between being taken seriously and being tolerated.

Dive Deeper

If the user asks where a framework came from, wants to read the original article, or wants more context on any topic in this skill — read references/sources.md for the full list of source articles (with links) and books.


  • working-with-pm — PMs use this language constantly; understanding it makes you a real partner
  • roadmap-planning — Tech debt and platform work need business justification to get prioritized
  • developer-productivity — For connecting engineering metrics (DORA, velocity) to business outcomes
  • influence — Business fluency directly enables the 3rd level of positioning (being trusted)

© manager-dot-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in skills/business-literacy of manager-dot-dev/manager-skills.

  • SKILL.md
  • references/sources.md

Open the folder on GitHubat commit c47ebc7

Compare with similar skills

Business Literacy next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Business Literacy compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Business Literacy this skillmanager-dot-dev/manager-skills114—~2.4kAutomated safety check: PassMIT
Campaign Planrongxinzy/RongxinAI1541 repos~3.6kAutomated safety check: PassApache-2.0
Zhong Lin WangK-Dense-AI/mimeographs129—~1.6kAutomated safety check: PassMIT
Translation Diff ExportDevolutions/UniGetUI26k—~1.1kAutomated safety check: PassMIT
Sync Translationssymfony/symfony31k—~1.9kAutomated safety check: PassMIT
Translation Diff ImportDevolutions/UniGetUI26k—~750Automated safety check: PassMIT

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Questions about Business Literacy

What does Business Literacy do?

Explains business financial terms and frameworks for engineering managers — produces term definitions (ARR, COGS, CAC, LTV, gross margin, burn rate, EBITDA, AARRR), translation formulas for making…. Business Literacy is an agent skill from manager-dot-dev/manager-skills. Explains business financial terms and frameworks for engineering managers — produces term definitions (ARR, COGS, CAC, LTV, gross margin, burn rate, EBITDA, AARRR), translation formulas for making engineering work visible in business language, and a three-layer framework for building business credibility.

When should I use Business Literacy?

Business Literacy fits situations like: the user says business terms; how do I speak to business people; I dont understand finance; make the case for engineering work.

How do I install Business Literacy in Claude Code?

Run `npx skills add manager-dot-dev/manager-skills --skill business-literacy -a claude-code`. Or copy the skill folder (skills/business-literacy in manager-dot-dev/manager-skills) into .claude/skills/business-literacy in your project. Claude Code loads it when a task matches its description.

How do I install Business Literacy in Codex?

Run `npx skills add manager-dot-dev/manager-skills --skill business-literacy -a codex`. Or copy the skill folder (skills/business-literacy in manager-dot-dev/manager-skills) into .agents/skills/business-literacy in your project. Codex loads it when a task matches its description.

Can I use Business Literacy in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add manager-dot-dev/manager-skills --skill business-literacy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/business-literacy, .gemini/skills/business-literacy, .github/skills/business-literacy and .opencode/skills/business-literacy in your project.

What does Business Literacy need to run?

SKILL.md names no scripts, command-line tools or credentials: Business Literacy is instructions for the agent only.

Does Business Literacy access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Business Literacy safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Business Literacy use?

Business Literacy is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Business Literacy use?

About 2.4k tokens (SKILL.md is roughly 9.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 139 tokens, read only when the agent opens those files.

What are the alternatives to Business Literacy?

Skills that share tags, products or a category with Business Literacy: Campaign Plan (rongxinzy/RongxinAI, 154 stars), Zhong Lin Wang (K-Dense-AI/mimeographs, 129 stars), Translation Diff Export (Devolutions/UniGetUI, 26k stars) and Sync Translations (symfony/symfony, 31k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Business Literacy?

manager-dot-dev (a GitHub organization) maintains it in manager-dot-dev/manager-skills, which has 114 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on May 9, 2026.

Source: manager-dot-dev/manager-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.