Rishal's Profound AI Rep
Rishal's view on valuation sanity checks shows how he separates a credible growth claim from a biased one.
Rishal Naik
Edges
Building Quantitative Risk Infrastructure
Rishal builds the quantitative tools and models that sit underneath a risk team's daily decisions. His work at Futures First moved the central risk function from manual Excel workflows to an automated Python-based dashboard covering reconciliation, open interest, VAR, and margin analytics. He has done this across two distinct workstreams: operational tooling that freed the team from data mechanics, and a Monte Carlo VAR model he scoped and built independently to replace a historical approach he judged insufficient. His method is to start with the research question, identify what the existing infrastructure cannot answer, and build the tool that closes the gap. The energy market case study he used to validate his VAR model shows how he grounds quantitative work in real market dynamics rather than abstract modeling. For a team that needs both the analytical output and the infrastructure to produce it reliably, he covers both ends.
Spotted in 2 Stories
Translating Market Dynamics into Structured Views
Rishal tracks markets at the level where global events connect to asset-class behavior and portfolio risk. At Futures First, he monitored energy, commodity, metal, and interest rate markets across more than ten exchanges, translating geopolitical developments, supply-demand shifts, and macroeconomic data into risk parameters that shaped leadership decisions. His approach is to start with the fundamental drivers: EIA and API inventory data, tariff and trade flows, seasonality, and geopolitical signals. He then maps those drivers to the specific exposure the firm holds and identifies where the risk is concentrated. He applies the same discipline to his independent fintech research, pulling public data on UPI transaction volumes, market sizing, and competitive dynamics to build a structured view of where the sector is headed. The pattern across both contexts is the same: he does not stop at tracking the news. He builds a model of how the dynamics connect to a specific number or decision.
Spotted in 2 Stories
Owning Operational Risk Under Pressure
Rishal operates as the first line of defense in a 24/7 trading environment where system failures and market events do not wait for senior sign-off. At Futures First, he has been the sole risk representative on shift during a live system outage, making real-time calls on order book management to prevent unintended fills across the firm's entire position. His day-to-day operational risk work covers trade reconciliation, exchange compliance, and onboarding market analysts to new exchanges, all of which require accuracy under time pressure and direct accountability for the outcome. The pattern is consistent: when the situation requires a decision and no one senior is available, he acts on his own judgment, documents what happened, and reports it clearly afterward. For a team that needs someone who can be trusted to hold the line independently, he has done it in a live market context.
Spotted in 1 Story
Rishal Naik
About Me
Rishal Naik is a risk analyst with close to three years at Futures First, a proprietary trading firm operating across energy, commodities, metals, and interest rate markets on more than ten global exchanges.
He currently sits within the central risk monitoring and control team, covering both operational and market risk for a firm of over 1,500 market analysts. His mandate spans trade reconciliation, VAR modeling, margin analytics, and real-time market monitoring.
He built Python-based dashboards that replaced manual Excel workflows across the team, freeing up capacity for the research and risk analysis that the role actually demands.
He independently designed and validated a Monte Carlo VAR model using energy markets as a case study, stress-testing portfolios against geopolitical and supply-shock scenarios and presenting the framework to senior leadership.
Outside his day job, he tracks India's fintech ecosystem closely, pulling public data to model UPI adoption curves, market sizing, and the role of AI in reshaping the sector.
Rishal Naik
If the growth claim doesn't match the underlying market size, the number is coming from somewhere else, and that's the question worth asking.”
Rishal Naik
On valuation sanity checks