20 careers · 14 certifications · 87 verified courses

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Real salary bands by level, exam fees from the issuing bodies, and step-by-step roadmaps with hours attached. Every number names its source and the month it was checked. Built for adults switching in, not students with four years to spare.

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20careers mapped end to end
14certifications with fees and pass rates
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Highest-paying finance careers

7 careers, sorted by mid-career median pay.

Finance Private Equity Associate Underwrite, diligence and monitor leveraged buyouts of private companies for roughly $275k-$475k all-in, in a job you are almost always recruited into out of investment banking. $330k entry → $650k senior Finance Quantitative Analyst (Quant Researcher / Quant Trader) Find statistical edge in market data and turn it into code that trades money - median total comp around $220k across the market, $600k at Citadel. $225k entry → $600k senior Finance Investment Banking Analyst Build the models and pitch books behind M&A deals and capital raises for 70-85 hours a week, in exchange for roughly $165k-$225k in year one. $190k entry → $650k senior Finance Financial Planner (CFP) Advise households on retirement, tax, insurance and investments as a fiduciary; median pay is $105,070 but the 90th percentile is $357,020 because the job is part profession and part book-of-business. $68k entry → $195k senior Finance Financial Analyst (Corporate FP&A) Own the budget, the forecast and the monthly variance story for a business unit - a BLS median of $103,570 and the most realistic finance career for an adult switching in from an unrelated job. $78k entry → $145k senior Finance Actuary Price and reserve for risk using probability and statistics; pay rises with every exam passed, from about $70,000 with two exams to a $130,000 median and $215,100 at the 90th percentile. $70k entry → $160k senior Finance Certified Public Accountant (CPA) A state-issued license that lets you sign audit opinions and file tax returns as a fiduciary, and that reliably moves accounting pay from the $70k band into the $110k-$180k band. $74k entry → $125k senior

Highest-paying data & ai careers

4 careers, sorted by mid-career median pay.

Data & AI Machine Learning Engineer Build, train and run models in production - the software engineering job where the software happens to learn. $140k entry → $270k senior Data & AI AI Engineer (LLM / Agent Applications) Build products on top of foundation models - retrieval, agents, evaluation and cost control - without training a model from scratch. $118k entry → $215k senior Data & AI Data Scientist Use statistics, experiments and models to answer questions the company cannot answer by querying the database. $110k entry → $180k senior Data & AI Data Analyst Answer business questions with SQL, a spreadsheet and a dashboard, fast enough that someone changes a decision because of it. $68k entry → $115k senior

Highest-paying tech careers

5 careers, sorted by mid-career median pay.

Tech Tech Sales Account Executive Carry a software quota: enter as an SDR near $85K OTE with no degree required, and reach a $280K median OTE as an enterprise AE in five to eight years. $85k entry → $280k senior Tech Software Engineer Write, ship and maintain the code that runs a company's product, for a US median of $135,980 (BLS, May 2025) and a $195,000 median total comp among engineers who report to Levels.fyi. $100k entry → $195k senior Tech Cloud / DevOps Engineer Own the infrastructure and the delivery pipeline that get other people's code into production safely, for a median of about $170,500 total compensation among DevOps-focused engineers reporting to Levels.fyi. $95k entry → $170k senior Tech Cybersecurity Analyst Detect, investigate and contain attacks on a company's systems, in an occupation BLS puts at a $129,180 median wage and 21% projected growth to 2035 - the fastest of any major tech role. $90k entry → $180k senior Tech UX / Product Designer Design the screens and flows people actually use: a $104,000 BLS median in May 2025, but the hardest entry-level market of any career here. $75k entry → $170k senior

Highest-paying business careers

4 careers, sorted by mid-career median pay.

Business Product Manager Decide what a software team builds next and why, for a US median total compensation of $230,000 among product managers reporting to Levels.fyi - in a role almost nobody enters directly. $123k entry → $270k senior Business Management Consultant Solve a company's hardest strategic and operational problems in 6-12 week engagements; the BLS median is $101,860 but an MBB associate clears $245,000-$285,000 in year one. $102k entry → $240k senior Business Project Manager (PMP) Own scope, schedule and budget for work other people do: a $102,320 BLS median in May 2025, rising to a $135,000 median once you hold the PMP. $68k entry → $135k senior Business Real Estate Agent / Investor Licensed in 2-6 months for under $1,000, then commission-only: NAR reports a median gross income of $8,000 for agents with two years or less in the business. $8k entry → $88k senior

Latest guides

All guides

Certifications · 10 min The Best Cybersecurity Certifications in 2026, Ranked by Cost per Study Hour CompTIA Security+ is the best first cybersecurity certification in 2026: $439 and 80-150 study hours buys the credential most often named in analyst job ads. CISSP, at $749 plus five years of experience, is a mid-career purchase and not a starter one. Updated 16 September 2026 Courses · 12 min The Best Coursera Certificates for Getting a Job in 2026 Across the 70 Coursera credentials we track, Google Cybersecurity, Google Project Management and Google Data Analytics give the best hours-to-entry-pay ratio: 140-180 hours against $68,000-$90,000 entry medians. None get you hired without two or three portfolio projects. Updated 16 September 2026 Courses · 11 min The 8 Best Coursera Courses for Data Analysts in 2026 For a career changer with no analytics background, the Google Data Analytics Professional Certificate is the best first Coursera course in 2026: about 180 hours, $49 a month after a 7-day free trial, and the one credential hiring managers already recognise. Updated 16 September 2026 Certifications · 11 min Which certification has the best ROI per study hour? All 14 ranked Ranked by annual pay lift per hour of study, the Certified Kubernetes Administrator leads the 14 certifications we track at roughly $149 per study hour, ahead of the PMP at $109 and the AWS Solutions Architect Associate at $93. The CFP trails at about $20. Updated 16 September 2026 Getting in · 10 min How to Become a Cybersecurity Analyst Without a Degree Yes. The reliable route in 2026 takes 12-24 months: IT support or help desk first, CompTIA Security+ ($439, 80-150 hours), a documented home lab, then SOC tier 1 or junior GRC at roughly $55,000-$85,000 - not a $90,000 analyst seat on day one. Updated 16 September 2026 Getting in · 10 min How to become a data analyst with no degree Yes. Analytics is one of the few fields with an $88,000 mid-career median where three SQL and BI portfolio projects plus a recognised certificate substitute for a degree, but plan 9-18 months to a first offer at $55,000-$75,000, not the four months certificate marketing implies. Updated 16 September 2026

Do the math before you enroll

Every tool runs in your browser with the same data as the career pages.

Salary calculator

Pick a career, level and city. See the band, not a single number.

Certification ROI

Exam fees plus study hours against the pay lift: months to break even.

Study planner

Hours per week in, calendar date of your first application out.

Career-fit quiz

Twelve questions, ranked matches, and the first step for each.

How the numbers are made

Salary bands start from the US Bureau of Labor Statistics Occupational Employment and Wage Statistics (May 2025 release) and are widened with level-specific market data where a job's pay depends heavily on level or bonus. Certification fees, formats and pass rates come from the issuing body's own pages and carry the month they were checked. Course titles, hours and prices are read from the provider's page on the build date. Read the full methodology, including how disagreements between sources are handled and how to request a correction.

Terms you'll meet in interviews

Full glossary

DCF
A discounted cash flow model values a business by projecting its future free cash flows and discounting them back to today at the cost of capital. Small changes to the discount rate or the terminal growth assumption swing the answer enormously, which is why bankers run sensitivity tables rather than quoting one number.
EBITDA
Earnings before interest, taxes, depreciation and amortisation, used as a rough proxy for operating cash generation. It is the standard unit in which private companies are bought and sold, usually quoted as a multiple such as 8x EBITDA.
LBO
A leveraged buyout acquires a company mostly with borrowed money, using the target's own cash flows to service the debt. Returns come from paying down that debt, growing earnings, and selling at a higher multiple than you paid.
Carry
Carried interest is the share of investment profits, typically 20% above a hurdle rate, that a fund's investment team keeps. It is why senior private equity pay can dwarf the cash salary, and why it arrives in lumps years after the work.
Due diligence
The investigation a buyer runs on a target before closing, covering financials, legal exposure, customers, technology and management. Associates live inside data rooms during diligence, and finding the one broken assumption is the whole job.
Comps
A comparable company analysis values a business against the trading multiples of similar public companies. Choosing the comparison set is the judgement call, and a defensible set is worth more than a precise calculation on a bad one.
Three-statement model
A linked model in which the income statement, balance sheet and cash flow statement all update from one set of drivers. Building one from a filing without circular reference errors is the standard test of whether someone can actually do finance.
Bulge bracket
The largest global investment banks, including Goldman Sachs, Morgan Stanley, JPMorgan and Bank of America. They pay roughly $110k-$120k base to first-year analysts, and elite boutiques often pay more for the same hours.
IRR
Internal rate of return is the annualised return that makes an investment's net present value zero. It rewards getting money back early, which is why a quick flip can post a higher IRR than a deal that returns more total cash over a longer hold.
AUM
Assets under management, the total client money a firm or advisor oversees. Advisor pay is usually a percentage of it, so a planner with $80m at a 1% fee is working with roughly $800k of annual revenue.
Fiduciary duty
A legal obligation to act in the client's best interest ahead of your own, including on fees and product selection. CFP professionals are held to it, and it is the clearest dividing line between advice and sales in financial services.
GAAP
Generally Accepted Accounting Principles, the US rulebook for financial reporting. Knowing where GAAP allows discretion, such as revenue recognition timing or impairment testing, is what separates a reviewer from a preparer.