What it pays
Government survey numbers — not estimates, not ads.
Half of all Financial Specialists, All Other in the U.S. earn more than $81,100 a year — the middle 80% land between $48,460 and $151,490. About 132,130 people in the U.S. do this work. Figures are for the U.S. occupation group “Financial Specialists, All Other”. (U.S. Bureau of Labor Statistics survey, published 2025.) In India, Professionals earn about ₹38,298 a month on average — around ₹4.6 lakh a year (government PLFS survey via ILOSTAT, occupation-family figure).
$81,100typical pay / year
132,130people in this work
$151,490+top 10% earn
₹4.6 lakha year in India (family avg)
Think you get this job?Six quick questions on how it really works — with a hint and the reason behind every answer.
Test yourself →The work, task by task
These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.
Analysing5
Provide recommendations on financial matters
+Draft a concise recommendation memo for the desk recommending asset allocation shifts based on this quarter's…
Provide recommendations on financial matters
+Draft a concise recommendation memo for the desk recommending asset allocation shifts based on this quarter's corporate filings and central bank guidance, quantify expected P&L impact over six months and list three actionable trades with stop rules.
The tools that do the workMicrosoft ExcelESCOjob descriptionsO*NET
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Develop and maintain financial models
+Update the firm’s revenue and cost projection model with the latest earnings, refresh assumptions for…
Develop and maintain financial models
+Update the firm’s revenue and cost projection model with the latest earnings, refresh assumptions for volatility and liquidity, run stress scenarios for worst, base and best cases and attach a one‑page changelog and model health checklist.
The tools that do the workMicrosoft Exceljob descriptionsO*NET
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Assist in developing trading algorithms and risk tools
+Build a prototype risk module that computes intraday exposure and margin consumption for three strategies,…
Assist in developing trading algorithms and risk tools
+Build a prototype risk module that computes intraday exposure and margin consumption for three strategies, include parameter hooks for position limits and correlation shocks, and produce a short note on implementation risks and monitoring cadence.
The tools that do the workC++Linuxjob descriptionsO*NET
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Provide analytical support to researchers or traders
+Prepare a data pack for researchers showing cleaned price, volume and balance sheet indicators for the last…
Provide analytical support to researchers or traders
+Prepare a data pack for researchers showing cleaned price, volume and balance sheet indicators for the last five years, flag missing or suspect series, deliver summary charts and a prioritized list of follow-up data requests.
The tools that do the workMicrosoft Power BIjob descriptionsO*NET
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Define or recommend model specifications or data collection methods
+Specify the model inputs and collection plan for a new factor: define the variable, required frequency and…
Define or recommend model specifications or data collection methods
+Specify the model inputs and collection plan for a new factor: define the variable, required frequency and lookback, list source vendors and fallback fields, and provide a data validation checklist and estimated storage needs.
The tools that do the workAmazon Web Services AWSjob descriptionsO*NET
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The daily work15
Identify, track, or maintain metrics for trading system operations.
+Run daily operational metrics for the equities execution engine, flag latency, fill-rate, and failed-order…
Identify, track, or maintain metrics for trading system operations.
+Run daily operational metrics for the equities execution engine, flag latency, fill-rate, and failed-order counts for Desk 7 between 07:00 and 16:00, attach the hour-by-hour CSV and explain any spikes before 09:30.
The tools that do the workMicrosoft ExcelO*NET
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Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Build a repeatable ESG scorecard for our top 50 holdings that maps disclosed emissions, board independence,…
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Build a repeatable ESG scorecard for our top 50 holdings that maps disclosed emissions, board independence, and supplier risk into a single quarterly metric, include data sources and a sensitivity table showing score changes if emissions rise 10 percent.
The tools that do the workIBM SPSS StatisticsMicrosoft ExcelO*NET
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Analyze pricing or risks of carbon trading products.
+Price the three most traded carbon credit contracts using last 30-day settlement prices, compute implied…
Analyze pricing or risks of carbon trading products.
+Price the three most traded carbon credit contracts using last 30-day settlement prices, compute implied forward curves and value-at-risk by 95 percent over a one-week horizon, and summarise model assumptions and liquidity caveats for trading approval.
The tools that do the workC++O*NET
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Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
+Estimate direct financial vulnerability for our top 20 portfolio companies from coastal flood risk: model…
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
+Estimate direct financial vulnerability for our top 20 portfolio companies from coastal flood risk: model expected repair costs, insurance premium increases, and 10-year revenue disruption scenarios, then rank companies by expected annualized loss.
The tools that do the workMicrosoft ExcelO*NET
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Use advanced statistical techniques to develop models
+Develop and backtest a volatility forecasting model using advanced time-series and conditional…
Use advanced statistical techniques to develop models
+Develop and backtest a volatility forecasting model using advanced time-series and conditional heteroskedasticity techniques on six months of tick data for the equity alpha engine; report parameter stability, out-of-sample Sharpe, and a degradation plan if volatility regimes shift.
The tools that do the workLinuxMicrosoft Exceljob descriptions
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Monitor market and industry trends
+Compile a weekly trader briefing that summarises macro and sector moves, five biggest earnings surprises,…
Monitor market and industry trends
+Compile a weekly trader briefing that summarises macro and sector moves, five biggest earnings surprises, flow imbalances in our top ten sectors, and any regulatory headlines that could alter liquidity; deliver by 07:30 Friday.
The tools that do the workMicrosoft Power BIjob descriptions
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Advise on financial matters
+Review the hedge fund's latest quarterly financials, flag any revenue or expense lines that break the trading…
Advise on financial matters
+Review the hedge fund's latest quarterly financials, flag any revenue or expense lines that break the trading model assumptions, quantify the impact on projected Sharpe ratio for the next 12 months, and recommend position-sizing changes by Friday close.
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Business processes
+Map the execution-to-settlement workflow for the equity systematic desk, identify three bottlenecks that…
Business processes
+Map the execution-to-settlement workflow for the equity systematic desk, identify three bottlenecks that raise market impact or settlement risk, propose measurable fixes with owner and cost estimates for the next operations meeting.
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Perform business analysis
+Analyze last six months of strategy performance, break results into alpha, beta and costs, test which macro…
Perform business analysis
+Analyze last six months of strategy performance, break results into alpha, beta and costs, test which macro variables explain drawdowns, and produce a one-page dashboard showing drivers and recommended parameter retunes for the research team.
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Perform stress tests and scenario analysis
+Run a battery of stress tests on the equity and FX strategy portfolio using last-decade crisis scenarios and…
Perform stress tests and scenario analysis
+Run a battery of stress tests on the equity and FX strategy portfolio using last-decade crisis scenarios and a 25% sudden liquidity shock, report PnL, VaR, and tail-loss per strategy, and flag strategies breaching risk limits by Friday close.
The tools that do the workMicrosoft ExcelMicrosoft Azurejob descriptions
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Conduct economic research
+Compile a concise economic research brief on US recession probability over the next 12 months using latest…
Conduct economic research
+Compile a concise economic research brief on US recession probability over the next 12 months using latest CPI, unemployment, and yield-curve signals, include implications for our mean-reversion and trend-following signals and recommended parameter tweaks.
The tools that do the workMicrosoft ExcelESCO
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Interpret financial statements
+Review Acme Capital's latest quarterly report, extract revenue, margins, cashflow and debt metrics, normalise…
Interpret financial statements
+Review Acme Capital's latest quarterly report, extract revenue, margins, cashflow and debt metrics, normalise one-off items, and produce a one-page credit-quality assessment with buy/sell impact for our long-short book.
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Offer financial services
+Prepare a client note offering a tailored execution plan for a high-net-worth account seeking 6% target…
Offer financial services
+Prepare a client note offering a tailored execution plan for a high-net-worth account seeking 6% target return with max drawdown 8%, specify proposed strategy mix, expected fees, liquidity provisions and stress-test outcomes.
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Prepare financial projections
+Build three-year financial projections for the trading desk showing revenue by strategy, expense tiers,…
Prepare financial projections
+Build three-year financial projections for the trading desk showing revenue by strategy, expense tiers, headcount and capital usage under base, adverse and optimistic macro paths, highlight funding shortfalls and ROE sensitivities.
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Consider economic criteria in decision making
+When evaluating a new signal, run an economic-criteria checklist: GDP and inflation exposure,…
Consider economic criteria in decision making
+When evaluating a new signal, run an economic-criteria checklist: GDP and inflation exposure, rate-sensitivity, correlation to commodity cycles, and liquidity during tightening; score each item and recommend go/no-go.
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Says who?
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Activities this job lives in
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Shared with other careers — the same record means something different in each.
Related careers
Same family of work — each with its own tasks and prompts.
The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.
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Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses