Category
Research Workflow
34 articles
-
How Institutional Investors Build Financial Models
How institutional investors turn sourced financial history, business drivers and scenarios into a reviewable model, and where spreadsheets and AI fit.
Read article -
Investing Then vs Now: What AI Actually Changed
AI did not remove the need to understand a business. It changed the unit of research from one company at a time to one sourced question across the market.
Read article -
Profit Positive, Cash Negative: Five FY26 Cases Worth Investigating
Positive profit with negative operating cash flow is a forensic signal, not a verdict. Five FY26 cases show the questions it should trigger.
Read article -
Building a Financial Model from Primary Sources
Build a model from the filings themselves: pull the reported statements, read the notes, rebuild the history, then drive it with segment and KPI assumptions.
Read article -
Continuous Research Is the New Competitive Edge
Research done once decays fast. The edge now belongs to desks that monitor many names continuously, so thesis-breaking events surface as they happen, not a quarter late.
Read article -
Continuous Research vs One-Time Research
One-time research studies a company at purchase and rarely again. Continuous research watches it always. Here is the head-to-head on effort, cost, and what each one catches or misses.
Read article -
Detecting Management Narrative Shifts
Spot when management's story quietly changes by tracking the metric they stop mentioning, the new word that appears, and the hedge that creeps into guidance across quarters.
Read article -
Finding Hidden Risks Before the Market Does
Hidden risks live in the footnotes, off-balance-sheet items, customer and supplier concentration, contingent liabilities, and working-capital creep. Here is a repeatable way to hunt for them.
Read article -
Forecasting Using Management Guidance
To forecast with management guidance, read the band and the hedge, discount it by how reliably that management has hit past guidance, and combine it with your own driver work instead of copying the number.
Read article -
How Analysts Forecast Revenue Before Earnings
Analysts forecast revenue by breaking it into drivers like price and volume, anchoring each driver to management guidance and observable signals, then building a range rather than a single number.
Read article -
How Hedge Funds Actually Research Companies
Hedge funds research companies by starting from primary sources, hunting for disconfirming evidence, and building a variant view. Here is the mindset.
Read article -
How Professional Investors Actually Build an Investment Thesis
A thesis is a falsifiable claim about why the market is wrong. Here is the thinking that gets you there: understand the business, map revenue, isolate the drivers, and name what breaks it.
Read article -
How to Compare Companies Across 10 Years of Filings
To compare a company across a decade, normalise for restatements, segment redefinitions, and accounting changes first, so every year is measured on the same basis before you read the trend.
Read article -
How Professionals Monitor a Portfolio of Holdings Without Drowning
Monitor many holdings by defining per-name guideposts and triggers up front, watching a few KPIs per business, checking guidance against actuals, and setting filing alerts.
Read article -
How to Monitor a Stock After You Buy It
Watch one holding by tying it to the two or three drivers your thesis rests on, checking guidance against actuals each quarter, and separating signal from daily noise.
Read article -
How to Read an Earnings Call Like an Analyst
Read an earnings call by separating what management measures from what it emphasises, tracking how guidance language shifts, and recording forward claims to grade later.
Read article -
How Top Funds Prepare for Earnings Season
Top funds prepare for earnings by refreshing driver forecasts, writing down what they expect and what would surprise them, listing the exact questions each print must answer, and pre-committing to how they will react.
Read article -
The Institutional Equity Research Workflow, End to End
Institutional equity research runs a full lifecycle: idea, business map, model, forecast, forensic checks, committee, and monitoring, with AI reshaping each stage.
Read article -
Why Your Investment Thesis Should Be a Living Document
A thesis is not a decision you make once at purchase. It is an object you maintain: falsifiable claims, key drivers, and guideposts you grade over time.
Read article -
KPI Tracking That Actually Matters: Pick the Two or Three That Decide the Outcome
Most KPIs are noise. A handful decide the result. Here is how to find the two or three operating metrics that actually drive a business and track those instead of everything.
Read article -
Mapping Every KPI to the Financial Statements
Every operating KPI moves a specific line in the accounts. Map subscribers, ARPU, utilisation and receivable days to revenue, margin and cash to trace the business into profit.
Read article -
Reading Between the Lines of an Annual Report
The signal in an annual report hides in the notes, related-party tables, accounting-policy changes, and auditor language. Read the parts most people skip and the wording that quietly shifts.
Read article -
Revenue Mapping Explained: The First Thing Institutional Investors Do
Revenue mapping breaks a company's single topline into segments, then into the drivers of each segment, so you can see where profit actually sits versus where revenue sits.
Read article -
Segment Analysis Explained: How to Read a Conglomerate Clearly
Segment analysis reads a company's own business-by-business disclosure so you can see where revenue sits versus where profit sits, instead of trusting one blended topline.
Read article -
Stock Forensics: How to Find Problems Before the Market Does
Stock forensics means pressure-testing reported accounts instead of taking them at face value: comparing cash to profit, reading working capital, and checking that the statements agree.
Read article -
The Anatomy of an Institutional Research Report
An institutional research report is the standing document a desk keeps on a company: thesis, business, drivers, model, valuation range, risks, and a monitoring plan.
Read article -
The Thesis Monitoring Checklist
A reusable checklist for monitoring an investment thesis: the drivers to watch, the guideposts to record, the cadence, the triggers, and the disclosures to never miss.
Read article -
Tracking Historical Guidance Accuracy: How to Grade Management on Their Promises
Grade management by whether they hit past guidance. A team that keeps missing its own numbers has earned less trust in its next forecast than one that delivers.
Read article -
What Happens Before an Investment Committee Approves a Stock
Before capital is committed, a committee stress-tests the idea: it attacks the thesis, checks the risks, sizes the position, and attaches conditions.
Read article -
What Should Trigger a Sell?
A sell should be triggered when the specific reason you bought stops being true. Define those triggers in writing before you own the position, not during a drawdown.
Read article -
Why Forensic Analysis Matters
Forensic analysis matters because reported numbers are interpretations, not facts, and taking them at face value is how investors get surprised by problems that were visible all along.
Read article -
Why Most Investors Miss Thesis-Breaking Events
Thesis-breaking news slips past because investors follow too many names, only pay attention at results, never wrote down what would break the case, and let noise drown the signal.
Read article -
Why One Sentence in a Filing Can Change Your Thesis
A single line in a filing can confirm or break a thesis. The discipline is tying each thesis claim to the exact sentences that would move it, then watching for them.
Read article -
Your Thesis Does Not End When You Buy
The day you buy is a handoff from research to ownership. Here is the concrete work a disciplined desk sets up at that moment: record the thesis, stand up the monitoring, and schedule the re-read.
Read article