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.
The daily work18
Provide recommendations on financial matters
+Summarise the fund-level and parent company financials, highlight three material risks to cash flow and two…
Provide recommendations on financial matters
+Summarise the fund-level and parent company financials, highlight three material risks to cash flow and two recommended actions on hedging, capital allocation or dividend policy, with numbers and a cover memo for the CIO by Thursday.
The tools that do the workMicrosoft ExcelMicrosoft OfficeESCOjob descriptionsO*NET
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Develop and maintain financial models
+Update the revenue and cost drivers in the three-year forecast model, rebase assumptions to the latest…
Develop and maintain financial models
+Update the revenue and cost drivers in the three-year forecast model, rebase assumptions to the latest quarter, run a sensitivity sweep on sales growth and margins, and save a version labelled Q3-forecast for the head of strategy by Monday noon.
The tools that do the workMicrosoft Exceljob descriptionsO*NET
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Assist in developing trading algorithms and risk tools
+Back-test the proposed alpha signal against the last two years of tick and daily fills, calculate P&L, Sharpe…
Assist in developing trading algorithms and risk tools
+Back-test the proposed alpha signal against the last two years of tick and daily fills, calculate P&L, Sharpe and drawdown, surface the parameters that dominate risk, and produce a short note for the quant PM before the desk meeting on Wednesday.
The tools that do the workC++Linuxjob descriptionsO*NET
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Perform stress tests and scenario analysis
+Run stress tests and scenario analysis on the credit portfolio using last quarter's loan-level data, apply…
Perform stress tests and scenario analysis
+Run stress tests and scenario analysis on the credit portfolio using last quarter's loan-level data, apply the severe, adverse, and baseline macro paths through next three years, flag accounts breaching the 99th percentile loss and produce a one-page executive summary for Friday.
The tools that do the workMicrosoft ExcelMicrosoft Power BIjob descriptions
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Conduct economic research
+Conduct economic research to quantify downside GDP and unemployment tail risks for our target markets over…
Conduct economic research
+Conduct economic research to quantify downside GDP and unemployment tail risks for our target markets over the next two years, compile supporting primary sources and a methods appendix, and draft a two-page memo with policy implications for the investment committee meeting on Wednesday.
The tools that do the workIBM SPSS StatisticsESCO
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Interpret financial statements
+Interpret the latest consolidated financial statements for client Horizon Bank, reconcile off-balance items…
Interpret financial statements
+Interpret the latest consolidated financial statements for client Horizon Bank, reconcile off-balance items and loan provisions to cash flows, identify three ratio anomalies that change credit grade, and write a concise note with recommended covenant actions for Monday morning.
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Offer financial services
+Design a compliant packaged financial service for small commercial clients that includes a revolving credit…
Offer financial services
+Design a compliant packaged financial service for small commercial clients that includes a revolving credit line, FX hedge option, and fee schedule, model pricing assumptions over five years, and prepare client-facing one-page term sheet for the relationship manager by Thursday.
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Prepare financial projections
+Prepare five-year financial projections for the retail mortgage book using current origination rates,…
Prepare financial projections
+Prepare five-year financial projections for the retail mortgage book using current origination rates, prepayment assumptions and stress default curves, show central and downside cases, and deliver a forecast spreadsheet with clear assumptions tab by Tuesday.
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Consider economic criteria in decision making
+Evaluate the economic criteria for the proposed expansion into Southeast region, quantify GDP, wage growth…
Consider economic criteria in decision making
+Evaluate the economic criteria for the proposed expansion into Southeast region, quantify GDP, wage growth and interest rate impacts on demand, score alternatives on NPV and policy risk, and produce a recommendation slide for the board meeting next Friday.
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Identify, track, or maintain metrics for trading system operations.
+Create and maintain a dashboard of trading-system health metrics — latency, order fill rates, exception…
Identify, track, or maintain metrics for trading system operations.
+Create and maintain a dashboard of trading-system health metrics — latency, order fill rates, exception counts and position-limit breaches — update it daily, flag any metric outside predefined thresholds and email the ops lead by 9am if something trips.
The tools that do the workMicrosoft Power BILinuxO*NET
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Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Assemble a repeatable scoring framework for corporate ESG performance using financial statement indicators,…
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Assemble a repeatable scoring framework for corporate ESG performance using financial statement indicators, emissions estimates and governance variables, backtest it across our active coverage universe, and produce a ranked list with methodology notes by Tuesday.
The tools that do the workIBM SPSS StatisticsMicrosoft ExcelO*NET
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Analyze pricing or risks of carbon trading products.
+Build a valuation and risk model for carbon credits that ingests historical price series, liquidity measures…
Analyze pricing or risks of carbon trading products.
+Build a valuation and risk model for carbon credits that ingests historical price series, liquidity measures and regulatory regime shifts, compute price sensitivities and Value-at-Risk, then summarize arbitrage opportunities and model limits for the desk by end of week.
The tools that do the workC++Microsoft ExcelO*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 financial impact scenarios from climate hazards on our top 50 clients: combine asset exposure,…
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
+Estimate financial impact scenarios from climate hazards on our top 50 clients: combine asset exposure, expected repair costs, insurance premium changes and downtime probabilities to produce 1-, 5-, and 10-year P&L and cashflow stress charts for the credit committee next month.
The tools that do the workMicrosoft ExcelO*NET
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Use advanced statistical techniques to develop models
+Develop and validate advanced statistical models — including factor regressions, state-space and hidden…
Use advanced statistical techniques to develop models
+Develop and validate advanced statistical models — including factor regressions, state-space and hidden Markov models — to forecast asset returns and volatility, run backtests across five markets and deliver the model performance report with parameter stability tests by Friday.
The tools that do the workC#IBM SPSS Statisticsjob descriptions
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Monitor market and industry trends
+Compile a weekly market-watch briefing: headline macro drivers, sector movers, competitor positioning and…
Monitor market and industry trends
+Compile a weekly market-watch briefing: headline macro drivers, sector movers, competitor positioning and signal changes from our models, include actionable trade ideas and conviction levels, and send to the research distribution list every Monday morning.
The tools that do the workMicrosoft OfficeMicrosoft Exceljob descriptions
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Advise on financial matters
+Review Acme Capital's latest balance sheet and cash flow, identify three near-term financial risks to the…
Advise on financial matters
+Review Acme Capital's latest balance sheet and cash flow, identify three near-term financial risks to the trading desk, recommend specific hedges or liquidity steps, and draft a one-page memo for CFO Rachel by Tuesday explaining costs and tradeoffs.
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Business processes
+Map the current trade onboarding workflow for Equity Derivatives, highlight three bottlenecks that raise…
Business processes
+Map the current trade onboarding workflow for Equity Derivatives, highlight three bottlenecks that raise compliance or funding costs, propose concrete process changes with accountable owners and a 60-day pilot plan to present to Head of Operations on Thursday.
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Perform business analysis
+Analyze last quarter's client revenue and cost data to find three client segments with declining margins,…
Perform business analysis
+Analyze last quarter's client revenue and cost data to find three client segments with declining margins, calculate projected P&L impact under a 10% downturn, and produce a two-page analysis with charts and recommended pricing or product changes for VP Strategy by next Monday.
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Analysing2
Provide analytical support to researchers or traders
+Deliver cleaned factor exposures, attribution tables and a one-page summary of signal performance with…
Provide analytical support to researchers or traders
+Deliver cleaned factor exposures, attribution tables and a one-page summary of signal performance with caveats and any data gaps that could bias estimates to the research lead by end of day Friday.
The tools that do the workMicrosoft ExcelMicrosoft Power BIjob descriptionsO*NET
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Define or recommend model specifications or data collection methods
+Recommend the data fields, sampling frequency and overlap adjustments for the new macro factor, describe…
Define or recommend model specifications or data collection methods
+Recommend the data fields, sampling frequency and overlap adjustments for the new macro factor, describe expected biases and an ETL checklist, and send the proposal to the data engineer and head of research by Tuesday noon.
The tools that do the workMicrosoft ExcelMicrosoft Azurejob descriptionsO*NET
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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