What is unit-economics?

A method for breaking down a public company's business into revenue, costs, operating measures, products, and other business units.

Use it to look up a company, find relevant financial and operating data, and analyse its unit economics.

It provides a structured way to understand how the company makes money and what drives its results.

How daloopa/investing configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to daloopa/investing. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/daloopa/investing/main/.claude/skills/unit-economics/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/daloopa/investing

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/daloopa/investing/unit-economics/github.svg)](https://agentmods.dev/skills/daloopa/investing/unit-economics)

Your own site

<a href="https://agentmods.dev/skills/daloopa/investing/unit-economics"><img src="https://agentmods.dev/badge/skills/daloopa/investing/unit-economics/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/daloopa/investing/unit-economics"><img src="https://agentmods.dev/badge/skills/daloopa/investing/unit-economics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 15 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 3,238 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00015	$0.03238
Opus 5.5	$0.00006	$0.01295
Sonnet 5.5	$0.00003	$0.00648
Haiku 4.5	$0.00002	$0.00324

Measured 7d ago against content hash b1de7c573fba, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

unit-economics scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

unit-economics — 100% identical, 2 lines differ

.claude/skills/unit-economics/SKILL.md · 206 lines

How it starts

The opening of the file, as written. The whole thing — 206 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Perform a bottoms-up unit economics decomposition for the company specified by the user: $ARGUMENTS

Before starting, read ../data-access.md for data access methods and ../design-system.md for formatting conventions. Follow the data access detection logic and design system throughout this skill.

Follow these steps:

1. Company Lookup

Look up the company by ticker using discover_companies. Capture:

company_id
latest_calendar_quarter — anchor for all period calculations below (see ../data-access.md Section 1.5)
latest_fiscal_quarter
Firm name for report attribution (default: "Daloopa") — see ../data-access.md Section 4.5

2. Series Discovery & Business Archetype Detection

Cast a wide net to discover ALL available series for this company. Search with multiple keyword sets to maximize coverage:

Financial: "revenue", "income", "profit", "margin", "eps", "cost"
Operating KPIs: "subscriber", "user", "customer", "unit", "arpu", "retention", "churn"
Segment/Product: "segment", "product", "service", "geographic"
Business-specific: "store", "gmv", "order", "booking", "backlog", "premium", "loan", "aum", "room", "seat", "bed", "acreage"

Collect all unique series IDs. Read every series name and description returned. This is how you learn what kind of business this is and what unit-level KPIs Daloopa tracks for it.

Based on series availability, classify the business into one of these archetypes (or a hybrid). This classification drives the entire report structure:

If you find series like...	Archetype	Unit =
ARR, MRR, net dollar retention, customers, ACV, churn, CAC, LTV	SaaS / Subscription	Customer or subscription
Store count, same-store sales, AUV, restaurant-level margin, new openings	Unit-based retail / Restaurant	Store or unit
GMV, take rate, orders, AOV, active buyers/sellers	Marketplace / E-commerce	Order or transaction
Subscribers, ARPU, churn, content spend per sub	Consumer subscription (media/streaming)	Subscriber
Premiums written, loss ratio, combined ratio, policies in force	Insurance	Policy
NIM, loans, deposits, provision for credit losses, NCOs	Banking / Lending	Loan or account
ASP, units shipped, cost per unit, gross margin per unit	Hardware / Manufacturing	Unit shipped
AUM, management fee rate, performance fees, fund flows	Asset Management	Dollar of AUM
Revenue per available room (RevPAR), occupancy, ADR	Hospitality / Lodging	Room night
RPM, RASM, CASM, load factor, ASMs	Airlines / Transportation	Available seat mile
Revenue per user, DAU, MAU, ARPU, engagement	Digital platform / Advertising	User
Beds, admissions, revenue per admission, case mix	Healthcare facilities	Admission or bed
Acreage, production per acre, realized price per unit	Commodity / E&P	Unit of production

Read the full file on GitHub · 206 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

7d ago Changed · +2 lines b1de7c573fba
2mo ago First seen · 204 lines · 15 tokens per session scan A 90ae87543ab0

Subscribe to this mod's changes

unit-economics is a skill published in the GitHub repository daloopa/investing (488 stars, last pushed 8d ago), licensed Apache-2.0. It adds 15 tokens to every session and 3,238 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Analytics and metrics Finance and fintech

unit-economics next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
unit-economicsdaloopa/investing	Skill	488	8d ago	Apache-2.0	A	15	Claude Code
sector-rotationHKUDS/Vibe-Trading	Skill	38k	yesterday	MIT	A	39	Claude Code, Codex
twitter-readerhimself65/finance-skills	Skill	3.5k	2d ago	MIT	A	110	Claude Code
strategy-pivot-designertradermonty/claude-trading-skills	Skill	3.7k	2d ago	MIT	A	28	Claude Code, Codex
energy-procurementhashgraph-online/awesome-codex-plugins	Skill	1.5k	yesterday	Apache-2.0	A	93	Claude Code, Codex
airdrop-hunting-guidenirholas/three.ws	Skill	269	yesterday	Apache-2.0	A	54	Claude Code, Codex
multi-expert-analyzerdigoal/blog	Skill	8.6k	2d ago	GPL-2.0	A	292	Codex

investing: Skill for Claude Code