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.
Convincing1
Provide recommendations on financial matters
+Draft a concise recommendation memo to the head of corporate finance and COO outlining three actionable…
Provide recommendations on financial matters
+Draft a concise recommendation memo to the head of corporate finance and COO outlining three actionable financial strategies for the next quarter — include projected impact on cash flow, required assumptions, and one preferred option with rationale by Thursday noon.
The tools that do the workMicrosoft ExcelESCOjob descriptionsO*NET
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The daily work19
Develop and maintain financial models
+Refresh the revenue and expense forecasting model for next fiscal year, update assumptions with last quarter…
Develop and maintain financial models
+Refresh the revenue and expense forecasting model for next fiscal year, update assumptions with last quarter actuals, add sensitivity scenarios for top three drivers, and produce a one-page executive summary for the CFO by Wednesday EOD.
The tools that do the workMicrosoft Exceljob descriptionsO*NET
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Assist in developing trading algorithms and risk tools
+Create prototype code and backtest plan for a mean-reversion intraday signal, document required data feeds,…
Assist in developing trading algorithms and risk tools
+Create prototype code and backtest plan for a mean-reversion intraday signal, document required data feeds, expected latency tolerances, and risk limits, then hand the package to the head trader for pilot approval by next Monday.
The tools that do the workC++Linuxjob descriptionsO*NET
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Provide analytical support to researchers or traders
+Prepare an analytic brief for the research desk comparing performance and turnover of our top five quant…
Provide analytical support to researchers or traders
+Prepare an analytic brief for the research desk comparing performance and turnover of our top five quant strategies over the past twelve months, include attribution to macro factors and a dataset checklist, deliver as a PDF report by Friday.
The tools that do the workMicrosoft Power BIjob descriptionsO*NET
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Define or recommend model specifications or data collection methods
+Propose a data collection plan and model specification memo for forecasting corporate default risk: list…
Define or recommend model specifications or data collection methods
+Propose a data collection plan and model specification memo for forecasting corporate default risk: list required fields, historical window, sampling frequency, target variable definition, and validation metrics; send to data engineering and risk quant by Tuesday.
The tools that do the workApache Hivejob descriptionsO*NET
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Identify, track, or maintain metrics for trading system operations.
+Create and maintain a live operations dashboard that tracks system uptime, trade processing latency, daily…
Identify, track, or maintain metrics for trading system operations.
+Create and maintain a live operations dashboard that tracks system uptime, trade processing latency, daily failed trade counts, and capital usage by strategy, validate the feeds each morning, and alert ops if latency exceeds 250ms or failures exceed five per hour.
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.
+Design and document an ESG scoring framework that translates revenue exposure, carbon intensity, board…
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Design and document an ESG scoring framework that translates revenue exposure, carbon intensity, board diversity, and controversy incidents into quarterly numeric scores by company, backtest it on the past five years, and produce a one-page methodology note for compliance.
The tools that do the workMicrosoft ExcelO*NET
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Analyze pricing or risks of carbon trading products.
+Build a daily risk sheet for carbon instruments showing mark-to-market P&L, bid-ask spreads, position…
Analyze pricing or risks of carbon trading products.
+Build a daily risk sheet for carbon instruments showing mark-to-market P&L, bid-ask spreads, position sensitivities to allowance prices, and scenario losses under three regulatory shock scenarios, then circulate to trading and risk by 09:00 GMT.
The tools that do the workMicrosoft 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 annual repair costs, insurance expense changes, and expected lost revenue for our top ten exposed…
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
+Estimate annual repair costs, insurance expense changes, and expected lost revenue for our top ten exposed sites under 1-in-20 and 1-in-100 climate scenarios, produce probabilistic loss distributions, and flag sites with expected annual losses over 1% of revenue.
The tools that do the workIBM SPSS StatisticsO*NET
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Use advanced statistical techniques to develop models
+Develop and validate a suite of predictive models using time-series cross-validation to forecast intraday…
Use advanced statistical techniques to develop models
+Develop and validate a suite of predictive models using time-series cross-validation to forecast intraday returns and volatility for each strategy, compare ARIMA, GARCH and a gradient boosting approach, and produce model performance metrics and deployment recommendations.
The tools that do the workC++IBM SPSS Statisticsjob descriptions
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Monitor market and industry trends
+Compile a weekly market intelligence brief that tracks macro indicators, sector earnings surprises, commodity…
Monitor market and industry trends
+Compile a weekly market intelligence brief that tracks macro indicators, sector earnings surprises, commodity moves and regulatory developments affecting our book, highlight two actionable trade ideas and three risk warnings, and distribute to portfolio managers every Monday by 07:30.
The tools that do the workMicrosoft ExcelMicrosoft Power BIjob descriptions
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Advise on financial matters
+Advise the CFO and head of trading on our capital allocation for the next quarter: explain risks from rising…
Advise on financial matters
+Advise the CFO and head of trading on our capital allocation for the next quarter: explain risks from rising rates, show projected P&L under three macro scenarios, recommend a notional reallocation and a funding plan to preserve liquidity by June 30.
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Business processes
+Map the trade booking to settlement process, identify three bottlenecks causing daily fails, estimate time…
Business processes
+Map the trade booking to settlement process, identify three bottlenecks causing daily fails, estimate time and cost to fix each, and propose a revised approval flow and SLA that reduces fails by 60% by the next month-end.
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Perform business analysis
+Run a business analysis for head of products: segment revenue by client type, compute customer lifetime value…
Perform business analysis
+Run a business analysis for head of products: segment revenue by client type, compute customer lifetime value using past three years, highlight three underperforming segments with root causes and propose pricing or product fixes to lift margin by 200 basis points.
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Perform stress tests and scenario analysis
+Run a set of credit, market and liquidity stress tests on the trading book for the next quarter using…
Perform stress tests and scenario analysis
+Run a set of credit, market and liquidity stress tests on the trading book for the next quarter using existing risk factors, produce scenario P&L distributions and a short memo highlighting breaches for the risk committee by Thursday.
The tools that do the workMicrosoft ExcelMicrosoft Power BIjob descriptions
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Conduct economic research
+Assemble a two‑page economic research note synthesising recent CPI, unemployment and GDP releases, run simple…
Conduct economic research
+Assemble a two‑page economic research note synthesising recent CPI, unemployment and GDP releases, run simple time‑series tests on sectoral activity and recommend three macro scenarios that affect our rates forecast for the investment desk by next Tuesday.
The tools that do the workIBM SPSS StatisticsMicrosoft OfficeESCO
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Interpret financial statements
+Review the last three years of the client’s audited statements, extract operating cash flow, margins and…
Interpret financial statements
+Review the last three years of the client’s audited statements, extract operating cash flow, margins and leverage ratios, flag any one‑off items and produce a concise assessment of earnings quality and covenant risk for the credit analyst by end of day Friday.
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Offer financial services
+Prepare a clear client proposal outlining a tailored risk‑managed fixed income solution, include expected…
Offer financial services
+Prepare a clear client proposal outlining a tailored risk‑managed fixed income solution, include expected return scenarios, fees and liquidity terms, and draft the email to the relationship manager for delivery on Monday morning.
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Prepare financial projections
+Build three five‑year financial projection scenarios for the new product line using current margins, macro…
Prepare financial projections
+Build three five‑year financial projection scenarios for the new product line using current margins, macro growth assumptions and capex plans, show break‑even timing and sensitivity to a 100‑ and 200‑basis point GDP shock, deliver the workbook to product control by Wednesday.
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Consider economic criteria in decision making
+Create a short decision checklist that weighs inflation, unemployment, fiscal impulse and exchange‑rate risk…
Consider economic criteria in decision making
+Create a short decision checklist that weighs inflation, unemployment, fiscal impulse and exchange‑rate risk against project NPV and recommend whether to proceed, pause or reprice the deal for the investment committee meeting on Thursday.
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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