A cross-quarter earnings research workflow for Indian equities
How to structure a quarterly research workflow that compounds across quarters — what to capture per call, what to track across quarters, and how to use the ConCallIQ scorecards inside the loop.
Most equity research workflows are quarter-shaped. Read the concall, write the note, post it, move on. The notes do not talk to each other across quarters. That is the most common reason individual investors stop following names properly within four or five quarters.
This post is the workflow we use internally, and that the ConCallIQ scorecards are designed to slot into.
The quarterly loop
The loop has three phases.
Phase 1: Pre-read (15 minutes before the call)
Before the print drops, write down the answer to four questions. These should be 1-2 lines each, no longer.
- What did management say last quarter would happen this quarter?
- What are the two specific guidance numbers I will be checking?
- Which two analyst questions will I want to hear asked?
- What would change my thesis if it appeared?
This pre-read is what stops a results read from drifting into post-hoc narrative fitting.
Phase 2: Read (during and immediately after the call)
Open the transcript or the live summary and look only for three things:
- The four pre-read items, marked as confirmed, denied, or unaddressed.
- New forward statements (specific number + window).
- New risks introduced or old risks withdrawn.
Nothing else goes in the note. Tempting to add reaction, but the reaction is the part most likely to be wrong.
Phase 3: Cross-quarter update (30 minutes after the call)
This is the part nobody does, and the part where the workflow compounds. Three updates:
| Update | Question | Where it lives |
|---|---|---|
| Promise ledger | Did the previous forward statements arrive? | Per-company scorecard |
| Tone tracking | Did the language shift on key axes? | Quarterly notes timeline |
| Silence detection | What did they stop talking about? | Topic tracker |
All three are mechanical. None require new opinions. All three are also visible on ConCallIQ's company pages, which is why the product exists — most individual investors do not have the time to maintain these three trackers manually across 20 names.
What the workflow gives you over time
Four benefits compound:
- Pattern recognition. After eight quarters of the loop, you stop misreading management tone shifts. The brain builds a library of "this kind of language has previously meant this kind of outcome".
- Higher signal-to-noise on the print. When 70% of the call is consistent with prior commitments, the new 30% becomes much easier to weight.
- Cleaner exit decisions. Most thesis breaks happen because three or four small commitments got missed in a row. Without the ledger, those look like noise.
- Less time spent re-orienting. New quarter starts at the bottom of the running file, not at zero.
How to use ConCallIQ inside the loop
The scorecards on each company page are the cross-quarter view. The credibility ranking is the cross-company view. The blog is where we write up patterns that show up across many names.
A reasonable starting setup is: one watchlist with the 10-20 names you actively follow, a quarterly calendar of when their calls drop, and a pre-read template that mirrors the four questions above.
Related: How to read an Indian earnings call in 2 minutes, Why concall summaries are not enough.