Articles
Ideas, research and perspectives on AI, stock research and global markets. For information and education, not investment advice.
What is FIRE? A beginner's guide to financial independence
Financial Independence, Retire Early is about having enough invested that work becomes optional. How the idea works, the main variations, and its trade-offs.
How to build an emergency fund, and how big it should be
An emergency fund is the cushion that stops a surprise bill from becoming a debt or a forced sale of investments. Here is how to size it and where to keep it.
The 4% rule: what it is, and what it is not
The 4% rule is the most cited guideline in retirement planning. Where it comes from, how it works, and why you should treat it as a starting point.
Budgeting that actually sticks: the 50/30/20 rule and its limits
A budget is only useful if you follow it. The 50/30/20 rule is a simple starting point, and here is how to adapt it to real life.
Your savings rate matters more than your investment returns
Early on, how much you save usually has a bigger effect on your timeline than which investments you choose. Here is why, and how to raise it.
Good debt, bad debt: how to decide what to repay first
Not all debt is equal. Learn how interest rates, purpose and flexibility shape which debts to clear first and when investing is the better use of spare cash.
How to read a P/E ratio without being fooled by it
The price-to-earnings ratio is the most quoted number in investing and one of the most misread. What it says, what it leaves out, and how to use it in context.
The power of compounding, and why starting early matters
Compounding means earning returns on your earlier returns. A few simple numbers show why time in the market is one of an investor's biggest advantages.
How to read an income statement in five minutes
The income statement shows how a company turns sales into profit. A quick walk down the page, from revenue to net income, and what to check along the way.
Diversification and asset allocation, explained simply
Spreading your money across different assets can reduce the damage when one of them falls. How to think about the mix that suits your goals.
Free cash flow versus profit: why cash tells a clearer story
Profit includes accounting choices. Free cash flow shows the cash a business actually has left after investing in itself. Why investors watch both.
How fees quietly eat your returns
A one percent fee sounds small. Over decades it can cost a large part of your final balance. A look at expense ratios and how to compare them.
How to read an earnings call transcript like an analyst
Management sets the tone in prepared remarks, but the questions often reveal more. What to look for in a quarterly earnings call.
Using AI to research stocks: what it does well and where to be careful
AI can summarise filings and earnings calls in seconds. Here is how to get value from it while keeping a healthy skepticism about what it tells you.
Asking better questions: how to prompt AI for useful investment research
The quality of an AI answer depends on the question. A few habits that turn vague prompts into specific, checkable research.
Spotting AI mistakes in finance before they cost you
AI can state a wrong number as confidently as a right one. The common failure modes, and simple checks that catch them.
Why currency matters when you invest globally
Buying a company listed in another country means taking on its currency as well. A short guide to how exchange rates change what you actually earn.
Understanding stock market indexes: S&P 500, Nasdaq, FTSE, Nifty and more
An index is a basket of shares used to track a market. What indexes measure, how they are weighted, and why they differ.
Investing across borders: taxes, listings and what to check first
Buying foreign shares can broaden your portfolio, but it brings extra rules. Withholding tax, listing types and account rules to understand before you start.
Credit scores explained: what shapes yours and how to improve it
A credit score summarises how reliably you have repaid debt. The common factors behind it and the habits that help it over time.
How much do you need to retire? A step-by-step way to estimate it
There is no single magic number. A simple method to estimate your own target from your spending, other income and a sensible withdrawal rate.
Insurance basics: protecting what you cannot afford to lose
Insurance transfers a large, unlikely loss to a company in exchange for a regular premium. The main types, and how to decide what you need.
Sequence of returns risk: why the order of returns matters in retirement
Two retirees can earn the same average return and end up very differently. Why early losses hurt more once you start withdrawing, and how to prepare.
Dollar-cost averaging versus investing a lump sum
Should you invest everything at once or spread it over time? The trade-off between expected return and the comfort of avoiding a badly timed entry.
ETFs, mutual funds and index funds: what is the difference?
Three terms that are often mixed up. How each works, how they are traded and what to compare when choosing.
Bonds explained: how they work and why prices move with interest rates
A bond is a loan to a government or company. How coupons, maturity and yield work, and the main risks.
Set financial goals and track your net worth
Your net worth is what you own minus what you owe. Tracking it, and tying it to specific goals, turns vague intentions into a plan you can measure.
Staying calm in a market crash: a plan before you need it
Falling markets test every investor. Why panic selling can be costly, and how to prepare yourself so that you can stick to your plan.
How to read a balance sheet: assets, liabilities and what they reveal
The balance sheet is a snapshot of what a company owns and owes. The key lines and ratios that show financial strength.
Return on equity and ROIC: measuring how well a company uses capital
Profit is more meaningful relative to the money used to make it. How ROE and ROIC work and where each can mislead.
Build a repeatable stock research checklist with AI
A consistent checklist keeps your research disciplined. How to use AI to work through the same questions for every company, and to compare the answers.
Dividend yield and payout ratio: how to judge a dividend
A high yield looks attractive, but it may not last. How to check whether a dividend is sustainable.
Inflation and your money: why cash loses value quietly
Prices rise over time, so the same amount buys less. How inflation works, and why it matters for savings and investing.
Developed versus emerging markets: opportunity and risk
Emerging markets can grow faster but come with extra risks. What separates the two groups and how investors think about including them.
How interest rates affect stock prices
Central bank decisions move markets. The main ways rates influence valuations, borrowing costs and investor choices, and why the effect is not mechanical.