The Earnings-Season Workflow for a Research Analyst
Earnings season is the busiest fortnight of your quarter. Results land in clusters, often after market hours, and every client wants to know what theirs means before the next open. The analysts who thrive in it are not faster typists. They have a workflow. Here is one that holds up across a 25-client book.
Start with the calendar, not the surprise
Build a results calendar for the stocks your clients hold before the season starts. You already know which days will be heavy. Decide in advance which results you will cover, in what order, and where you will be when they land. Reacting to a wall of filings on the day is how things get missed. Planning around the calendar is how you stay ahead of it. See the 2026 earnings calendar for the broad rhythm.
Compress the filing-to-note gap
The value of a results note decays by the hour. A note that lands the same evening is worth far more than one that arrives two days later. The thing to optimise is the gap between the results hitting the exchange and your note reaching the client. Most of that gap is the manual work of spotting the filing, reading it, and writing the factual summary, all of which can be automated.
Keep the template tight, put judgement where it counts
A good results note is mostly structure: the headline numbers against expectations, the one or two things that genuinely moved, the guidance, and your view. The factual base is repeatable and should be templated. Your time is best spent on the judgement, the part a client is actually paying a registered analyst for. Let the factual draft come to you and spend your minutes on the call.
The Aktai version of results day
Aktai picks up the results filing within about 90 seconds, surfaces it weighted by which of your clients hold the stock, and drafts a factual note in under 10 seconds. You add your view, select the affected clients, and send white-label over WhatsApp or email. From filing to client note in under a minute, every send hashed into your audit trail. On a heavy results evening, that is the difference between covering your whole book and covering half of it.
FAQ
How do I keep up when results land in clusters?
Plan around the calendar, not the surprise. Build a results calendar for the stocks your clients hold, know which days are heavy, and have a note template ready. The analysts who struggle are reacting; the ones who keep up have already decided which results they will cover and in what order.
How fast do clients expect a note after results?
Same day, often within the hour. A results note that arrives two days later has lost most of its value. The gap between the filing hitting the exchange and your note reaching the client is the thing to compress.
What should a results note contain?
The headline numbers (revenue, profit, margins) against expectations, the one or two things that actually moved, any guidance, and your view. Keep the factual base tight and put your judgement where it adds value. Drafting the factual base is exactly what AI does well.
How does Aktai compress the results-day workflow?
It picks up the results filing within about 90 seconds, surfaces it weighted by which clients hold the stock, and drafts a factual note in under 10 seconds. You add your view, pick the affected clients, and send white-label over WhatsApp or email. From filing to client note in under a minute, with the audit trail handled.