Lakshya

Trading & Capital Markets

Trade Operations & Clearing

Trading · the best entry route in this family

Settlement, breaks, corporate actions and reconciliation. Unglamorous, indispensable, and the door most people actually get in through.

Settlement, breaks, corporate actions and reconciliation. Unglamorous, indispensable, and the door most people actually get in through.

A day that is actually representative

TimeWhat you are actually doing
07:30Overnight files: obligations from the clearing corporation, custodian statements, corporate action notices.
09:00Reconciliation. Positions, cash, and the two breaks that are not obviously explainable.
11:00A settlement failure. Somebody's securities did not arrive and there is an auction consequence.
13:30A corporate action to process — a bonus issue with an ex-date today, and every downstream system needs the same view.
16:00Margin calls and pay-in obligations, against a hard cut-off that does not move.

The decisive round

“There is a break of 200 shares between your book and the custodian.”

Interviewer: “What do you do?”

A weak answer. “I'd investigate the discrepancy, check the trade records against the custodian's statement, identify where the difference came from, and correct whichever side is wrong.” Describes the goal rather than a method, and it treats a break as an accounting problem. Operations people are hired for what they do about the ones that do not resolve today.

A strong answer. “The instinct I'd want to establish first is that a break is never nothing. Two hundred shares is small enough that it's tempting to write it off, and small breaks are frequently the visible edge of a systematic error that is also affecting positions you haven't noticed.

Method, cheapest first. Is it a timing difference or a real difference? A trade booked on our side today and settling tomorrow will show as a break against a settled-basis custodian statement and is not an error at all. That single check resolves a large share of breaks in a minute.

Then: does the quantity mean anything? Two hundred shares against a corporate action ratio is suspicious — a bonus or split we processed and the custodian did not, or applied on a different date. If the security had an ex-date recently, that is where I'd look next, because corporate actions are the most common source of real breaks and the most likely to be systematic.

Then trade-level matching: pull our fills and their movements and match on time, price and quantity. What's left is usually one trade, and then it's a question of who booked it wrong — and whether it was booked to the wrong account, which is a different and more serious problem.

What I'd do in parallel, and this is the part that distinguishes the answer: quantify the exposure now. Two hundred shares of an illiquid stock in a volatile market is a real market risk sitting unhedged while we investigate, and someone should know about it immediately rather than at the end of the investigation. Operations that only reports resolved breaks reports too late.

And if it doesn't resolve today, it gets aged, owned by a named person, and escalated on a schedule. Every serious operational loss I've read about was preceded by breaks that were carried for weeks because nobody owned them.

Then the systemic question: is this the first one, or the third this month on the same security or the same counterparty? If it's a pattern, fixing this instance is the least valuable thing I could do.”

Timing versus real difference first, corporate actions as the prime suspect, quantifying the live exposure in parallel, and treating a repeated break as a systemic finding.

What to build or bring

  • Know the settlement cycle — T+1 in both India and the US, what happens on a failure, and what an auction settlement is in the Indian market.
  • Understand corporate actions: splits, bonuses, rights, dividends, mergers, and how each changes a position.
  • Excel and SQL properly. This role runs on both and the bar is higher than people expect.
  • Show you automated something. A reconciliation that used to be manual is the artefact that moves you out of operations and into engineering or risk.

Compensation

MarketBandNotes
United States$70k – $150kBanks, brokers and fund administrators
India₹5L – ₹25LVery large market; the most accessible entry point into capital markets

The book for this field

Trading & Capital Markets

Eight chapters on how markets actually work: the order lifecycle end to end, the limit order book and how a price is made, the Indian and US market structures side by side, what each instrument is really for, the full cost of a trade, market data and the errors that ruin research, and the latency budget.

CHAPTER 1What actually happens when you press buyFrom a tap to a settled share, in both markets. The structural difference between India and the US is bigger than people expect, and it changes what the jobs are.READ THE CHAPTER →CHAPTER 3The Indian market: NSE, BSE, SEBI and the plumbingTwo exchanges, two depositories, one regulator that moves faster than most, and the largest derivatives market in the world by contract count.READ THE CHAPTER →CHAPTER 4The US market: fragmentation, Reg NMS and the NBBOSixteen exchanges, dozens of dark pools, and a rulebook built to make a fragmented market behave like one. This is where American market-structure jobs come from.READ THE CHAPTER →

All 8 chapters in Trading & Capital Markets →

Also read for this role

Banking & Capital Markets Systems

What Indian banks and financial institutions actually run — core banking, payments, lending, treasury, custody, the registrar duopoly and regulatory reporting — and, just as usefully, which of it can be verified at all.

CHAPTER 7Custody, depositories, and the settlement fact everyone gets wrongCDSL and NSDL do not split the market the way people assume, and India has not moved to T+0.READ THE CHAPTER →CHAPTER 8Fund management and the registrar duopolyCAMS and KFin — a structurally Indian category that international guides miss entirely.READ THE CHAPTER →CHAPTER 3Payments, and the liability nobody seesNPCI rails versus RBI rails, why a switch is not the NFS, where the aggregator boundary sits, and who actually carries the blame when UPI fails.READ THE CHAPTER →

All 13 chapters in Banking & Capital Markets Systems →

Cross-cutting

Skills every archetype tests

These are shared across every field on this site — the same question asked in different vocabulary — so preparation here compounds rather than being spent once. The book above is specific to your field.

Failure and incident narrativeEvery archetype asks for this story. The outage is the setting; the decisions are the content.READ THE CHAPTER →The controlOne habit separates strong candidates from plausible ones more reliably than any technical depth.READ THE CHAPTER →Measuring what resists measurementTested in every field on this site under a different name — evals, SLOs, DORA, ablations. Named in 59% of AI and 42% of platform postings, and almost nobody studies it deliberately.READ THE CHAPTER →

Practice the 10 Trading questions →  ·  Back to Trading & Capital Markets →