Polar Bear / Claude Skills / Claude for Business Graduates

October 2026 · 9 min read

Claude for Business Graduates: 31 Claude Skills for the Work You Are Hired to Do

By Pauline Bertry, ex-McKinsey Manager

Thirty-one skills that follow the work a business graduate is hired to do, then how to show it. Get AI-fluent for work, research the business, analyse the numbers, write for busy people, present it, build a proof project, and show it to employers.

What these skills are

The work a business graduate is hired to do, as installable Claude skills.

This is Claude for the work a business graduate is actually handed: a company to understand before a call, an export with a question attached, a workbook nobody explained, one page for a manager who has twelve tabs of your analysis, a deck that has to land — and then the proof of it an employer can read in two minutes.

The skills follow the work in the order it happens, in seven stages, and each stage hands a named artifact to the next. Get AI-fluent for work hands over the delegation map, the Claude Project, the task brief, the output check and the use statement. Research the business hands over the company research brief, the PESTLE, the SWOT and the weekly commercial briefing. Analyse the numbers hands over the issue tree, the explained workbook, the analysis walkthrough, the financial model and the sanity check. Write for busy people hands over the executive summary, the email to a director, the business case and the weekly update. Present it hands over the storyline, the chart choices, the deck and the review. Build a proof project hands over the brief, the work log, the case study and the reflection. Show it to employers hands over the decoded job ad, the CV evidence lines, the interview answers, the voice check and the practice case.

The red line: Claude helps you prepare, practise, research, organise and critique your own work. It never sits a test, interview or assessment for you, never invents experience or results, and nothing goes to an employer that you have not checked and cannot explain yourself.

Each skill is one named method or one artifact, and keeps the real mechanics inside: the canvas blocks, the six PESTLE factors, branches that do not overlap, separate input and calculation tabs, assertion titles. It names the inputs it needs, where it breaks, a fixed output template, a finish line and the next skill to run. No invented numbers or experience — no made-up figures, quotes, results or projects; anything missing becomes a bracketed placeholder or an open question. Work is checked, people are not: the skills check evidence, options and fit to a brief, never the graduate or anyone else.

The first stage practises the four competencies of the AI Fluency framework — Delegation, Description, Discernment and Diligence — which the pack names and links rather than reproduces. Where a skill fits a Claude surface — Projects, web search, Claude in Chrome, Claude for Excel, Claude Docs, Claude Slides or Claude for PowerPoint — it says so, and beta features are marked beta.

Mechanically, each skill is one folder with a SKILL.md file. The 31 are grouped into the seven stages, and each one gives full value on its own: run one, run a stage, or work the whole thing through in the order it arrives.

Download all 31 skills. One zip: ready-to-install skill zips, readable SKILL.md files, and the sources behind every method. Free, no signup. The same 31 skills are open on GitHub: polar-bear-org/claude-skills.

The 31 skills you get

The set follows the work, in seven stages: getting AI-fluent, researching the business, analysing the numbers, writing for busy people, presenting it, building a proof project — and showing it to employers.

1 · Get AI-fluent for work

1. AI Delegation Map

Use when: You use AI for everything or nothing and cannot say where it helps

Output: Your recurring tasks sorted into do it yourself, Claude helps, Claude drafts and you check, never AI, with reason, risk and the rules that apply

2. Claude Project Setup

Use when: Every chat starts from zero and you keep re-explaining your work

Output: Project instructions, files to add, a "never paste" list, a checking rule, three test prompts

3. AI Task Brief

Use when: Claude's first answer is generic because your request was one line

Output: Goal, audience, sources, format, an example of good, constraints, how Claude should work, the check you will run

4. AI Output Check

Use when: The answer sounds right and you are about to send it to someone senior

Output: Claim-by-claim table, numbers recomputed, reasoning gaps, fix or cut list, a revised brief

5. AI Use Statement

Use when: You are unsure whether or how to say you used AI

Output: What Claude did, what you did, what you checked, what data went in, in three lengths

2 · Research the business

6. Company Research Brief

Use when: You need to understand a company fast for a project, a call or an interview

Output: Business model canvas, revenue lines, customers, competitors, results and filings, recent news, every line sourced

7. PESTLE Analysis

Use when: A manager asks what is going on in the market and a list of trends will not do

Output: Six external factors for one sector, each with a dated source, likely effect and "so what", plus the one to watch

8. SWOT Analysis

Use when: You must present a SWOT and want more than four boxes of adjectives

Output: Evidence-backed strengths, weaknesses, opportunities and threats, cross-moves, two priorities

9. Commercial Awareness Briefing

Use when: You are asked what challenges the business faces and only have headlines

Output: Three stories a week, why each matters, "so what for this employer", a question to ask, sources

3 · Analyse the numbers

10. Issue Tree

Use when: You are handed a vague question and do not know where to start

Output: Problem statement, branches that do not overlap, a hypothesis per branch, the analysis each needs, the order

11. Spreadsheet Explainer

Use when: You inherited a workbook nobody explained and must update it by Friday

Output: Formula map, each step in plain words with its cell, a rebuild exercise, questions for the owner

12. Data Analysis Walkthrough

Use when: You have a raw export and a question and need findings you can defend

Output: Cleaning log, each step with its formula or pivot, findings you recompute, limits of the data

13. Simple Financial Model

Use when: Someone asks what it would cost or make and you need a model, not a guess

Output: Inputs, calculations and outputs on separate tabs, sourced assumptions, base and two scenarios

14. Spreadsheet Sanity Check

Use when: You are about to send numbers upward and one wrong cell would cost trust

Output: Cross-footed totals, units and signs, magnitude checks, broken references, hard-codes, pass, fix or ask list

4 · Write for busy people

15. Executive Summary

Use when: Your manager wants one page and your analysis is twelve tabs

Output: The answer first, three supporting points with evidence, the ask, one page, checked against the analysis

16. Email to Senior Stakeholders

Use when: You need something from a director and keep rewriting the first sentence

Output: A subject that states the point, bottom line first, two lines of context, the ask with a date, a tone check

17. Business Case

Use when: Your recommendation must survive the finance question

Output: Case for change, options in a trade-off table, sourced costs and benefits, pre-mortem risks, delivery, the decision asked

18. Weekly Status Update

Use when: You send a weekly update and nobody reads past the first line

Output: Done, next, blocked, RAG per workstream with the reason, asks of your manager

5 · Present it

19. Deck Storyline

Use when: You are about to open a blank deck and the story is not clear yet

Output: Situation, complication, resolution, an action title per slide, the evidence each needs, a slide budget

20. Chart Choice

Use when: Your slides have the right numbers and nobody can see the point

Output: Per number, the message, the chart or table that shows it, a takeaway title, axis rules, what to cut

21. Slide Deck Build

Use when: The storyline is agreed and you need the deck by tomorrow

Output: Slides from the storyline, assertion titles with evidence, speaker notes, a source line on every number

22. Deck Review

Use when: The deck is done and you are about to send or present it

Output: Titles-only read, a sceptic's read of numbers and sources, consistency check, an edit list by severity

6 · Build a proof project

23. Proof Project Brief

Use when: You have no work experience to point to and want something real to show

Output: One real business question from public data, the deliverable, a two-week scope, sources, what Claude will not do

24. AI Work Log

Use when: You want to show how you used AI, not just say it

Output: Dated entries of what you asked, what came back, what you checked and changed, and why

25. Portfolio Case Study

Use when: The project is finished and you need a version an employer reads in two minutes

Output: One page with the question, your approach, your decisions, what Claude did and what you checked, the result

26. Project Reflection

Use when: You finished something and want the lessons ready for interviews

Output: What happened, what worked, what you learned about the work and about AI, what you would change, written by you

7 · Show it to employers

27. Job Ad Decoder

Use when: The ad lists twelve skills and you cannot tell what the job is

Output: Must-haves, nice-to-haves, hidden tasks, AI and data skills, your evidence for each, gaps and what to do

28. CV Evidence Lines

Use when: Your CV says "proficient in AI" and so does everyone else's

Output: CV bullets with action, tool, how you checked it and result, each traceable to your work log

29. AI Interview Answer

Use when: An interviewer asks how you use AI and a list of tools will not do

Output: Two or three STAR stories on how you briefed, checked and disclosed AI, practised aloud with follow-ups

30. Application Voice Check

Use when: Your application reads like everyone else's AI-polished answer

Output: Generic phrases, claims you cannot back, missing examples, words you would never say, an edit list you apply

31. Assessment Centre Case Practice

Use when: You have an assessment centre next week and have never done a case exercise

Output: A fictional practice case, your notes and recommendation, a critique of structure and numbers, a presentation plan

Where to start, and how the skills chain

There is no compulsory sequence. Bring the thing that is due: if you have a company to understand by Thursday, start at Research the business; if you inherited a workbook, start at Analyse the numbers; if your manager asked for one page, start at Write for busy people; if the application is open, start at Show it to employers. Every skill lists the inputs it needs, so it tells you when the stage before it is the one that is actually missing.

They chain. gbiz-ai-delegation-map decides what Claude touches at all and gbiz-claude-project-setup stops every chat starting from zero; gbiz-ai-task-brief gets a first answer worth having, gbiz-ai-output-check reads it before anyone senior does, and gbiz-ai-use-statement says how you used it. gbiz-company-research, gbiz-pestle-analysis, gbiz-swot-analysis and gbiz-commercial-awareness build the picture of the business and its market. gbiz-issue-tree turns a vague question into branches, gbiz-spreadsheet-explainer and gbiz-data-analysis make a workbook and an export something you can defend, gbiz-financial-model builds the numbers and gbiz-sanity-check checks them before they go upward. gbiz-executive-summary, gbiz-email-to-senior, gbiz-business-case and gbiz-status-update put the answer in front of busy people; gbiz-storyline, gbiz-chart-choice, gbiz-slide-deck and gbiz-deck-review turn it into a deck with a story and a last read. gbiz-proof-project-brief gives you something real to show, gbiz-ai-work-log records how you worked, gbiz-portfolio-case-study and gbiz-project-reflection make it readable and reusable. Then gbiz-job-ad-decoder, gbiz-cv-evidence-lines, gbiz-ai-interview-answer, gbiz-application-voice-check and gbiz-case-study-practice take it to employers — each CV line and interview story traceable back to the work log.

The sources behind each method are in resources/evidence-and-sources.md, inside the pack.

Setup guide

  1. Download the pack. One zip: an install folder with 31 ready-to-upload skill zips, a skills folder with the same 31 skills as readable SKILL.md files, and resources/evidence-and-sources.md, which names the source behind every method and where it stops.
  2. Install your skills. In Claude Code, add the marketplace and install grad-business-pack, and all 31 load at once. In Claude, turn on code execution and file creation in Settings, Capabilities, then go to Customize, Skills and upload one zip per skill from the install folder. Prefer working from files? Add the SKILL.md files to your Project knowledge instead; it works, just less cleanly.
  3. Start with whatever is due this week. There is no setup phase to clear first. Pick the thing on your desk — a company to understand, a workbook to update, one page for your manager, a deck, an application, an assessment centre — and run the one skill named for it. Each skill lists the inputs it needs and names the next skill to run, so one run turns into the chain on its own.

Where to start

Your situationSkill to run
You cannot say what to give AI and what to keep?AI Delegation Map
Every chat starts from zero?Claude Project Setup
The answer sounds right and it is going to someone senior?AI Output Check
A company to understand before Thursday's call?Company Research Brief
A vague question and no idea where to start?Issue Tree
A workbook you inherited and must update by Friday?Spreadsheet Explainer
Numbers about to go upward, and one wrong cell would cost trust?Spreadsheet Sanity Check
Your manager wants one page and your analysis is twelve tabs?Executive Summary
A blank deck and no story yet?Deck Storyline
No work experience to point to?Proof Project Brief
A CV that says "proficient in AI", like everyone else's?CV Evidence Lines
An assessment centre next week and no case practice?Assessment Centre Case Practice

The quality bar

Every skill in the pack holds the same standard, the one we hold when we run our own company:

Who made this

Polar Bear is a people ops consultancy for human-size teams (20 to 200 people). Built by ex-McKinsey founders with a dream to make AI work for People, not instead of them. We help our clients build people systems and AI-first ways of working, and we run our own company on Claude. This pack is the free, self-serve version of how we work.

The pack carries the work a business graduate is hired to do. When you want a whole team working this way, AI carrying the overhead so people do the part only people can do, across analysis, writing and everyday operations, that's what we build with clients.

Find 30 min together

Install in Claude Code

Two lines, and every skill in the pack loads at once.

/plugin marketplace add polar-bear-org/claude-skills
/plugin install grad-business-pack@polar-bear-skills

Using Claude on the web instead? Download the zip and upload each skill from its install folder under Customize → Skills.