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.
Provide recommendations on financial matters
+Draft a brief memo to the head of wealth management recommending three actionable financial strategies for…
Provide recommendations on financial matters
+Draft a brief memo to the head of wealth management recommending three actionable financial strategies for the next quarter based on the firm's latest balance sheets, interest rate outlook, and our macro forecasts, state expected returns and key risks.
The tools that do the workMicrosoft ExcelESCOjob descriptionsO*NET
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Develop and maintain financial models
+Build and validate the revenue and cashflow projection model for the new product line with monthly…
Develop and maintain financial models
+Build and validate the revenue and cashflow projection model for the new product line with monthly granularity for two years, include sensitivity switches for price, volume and cost, and deliver a version with clear assumptions documented for finance review.
The tools that do the workMicrosoft Exceljob descriptionsO*NET
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Assist in developing trading algorithms and risk tools
+Prototype a simple backtest and risk monitor for the momentum strategy: ingest recent trade-level P&L and…
Assist in developing trading algorithms and risk tools
+Prototype a simple backtest and risk monitor for the momentum strategy: ingest recent trade-level P&L and position data, compute daily returns, rolling volatility and max drawdown, and flag parameter sets where Sharpe falls below 0.5.
The tools that do the workC++Linuxjob descriptionsO*NET
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Provide analytical support to researchers or traders
+Prepare a one-page analytics pack for the research team showing factor return decomposition for the past 12…
Provide analytical support to researchers or traders
+Prepare a one-page analytics pack for the research team showing factor return decomposition for the past 12 months, correlations between our signals and market beta, and recommended data adjustments before the next strategy meeting.
The tools that do the workMicrosoft Power BIjob descriptionsO*NET
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Define or recommend model specifications or data collection methods
+Draft recommended model specifications and a data collection checklist for the credit-scoring model: define…
Define or recommend model specifications or data collection methods
+Draft recommended model specifications and a data collection checklist for the credit-scoring model: define target variable, required features, sampling window, update frequency, and data quality checks to be run daily.
The tools that do the workIBM SPSS Statisticsjob descriptionsO*NET
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Advise on financial matters
+Advise the CFO and head of sales on the cash management memo for next quarter, state the forecasted liquidity…
Advise on financial matters
+Advise the CFO and head of sales on the cash management memo for next quarter, state the forecasted liquidity gap under three macro scenarios, recommend one actionable hedging and one short-term financing move, and deliver a two-page memo by Thursday morning.
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Business processes
+Map the end-to-end client onboarding process, identify three bottlenecks causing delays in account openings,…
Business processes
+Map the end-to-end client onboarding process, identify three bottlenecks causing delays in account openings, quantify their cost in lost revenue this year, and propose two process changes with estimated implementation effort for the operations director.
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Perform business analysis
+Produce a business-analysis packet for the product committee: compile historical product P&L, run price…
Perform business analysis
+Produce a business-analysis packet for the product committee: compile historical product P&L, run price elasticity scenarios to model demand changes, highlight three KPIs that should change if we raise prices, and recommend a price path with projected margin impact.
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Perform stress tests and scenario analysis
+Run stress tests on the trading book for the next twelve months: define baseline, adverse and severe macro…
Perform stress tests and scenario analysis
+Run stress tests on the trading book for the next twelve months: define baseline, adverse and severe macro scenarios, shock interest rates, FX and equity vol by scenario, produce percentile loss tables and a one-page memo for the risk committee by Friday noon.
The tools that do the workMicrosoft ExcelMicrosoft Power BIjob descriptions
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Conduct economic research
+Survey recent GDP, unemployment and policy announcements, assemble time series and cross-country comparisons,…
Conduct economic research
+Survey recent GDP, unemployment and policy announcements, assemble time series and cross-country comparisons, run regressions to test demand elasticity, and draft a two-page research brief with forecasts and policy implications for the strategy team by Wednesday.
The tools that do the workIBM SPSS StatisticsMicrosoft ExcelESCO
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Interpret financial statements
+Review the latest audited and interim statements for Acme Bank, reconcile cash flow to reported earnings,…
Interpret financial statements
+Review the latest audited and interim statements for Acme Bank, reconcile cash flow to reported earnings, flag off-balance items and covenant ratios, produce a one-page risks and adjustments note for the lending committee by close of business tomorrow.
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Offer financial services
+Prepare a client advisory offering a conservative wholesale funding plan: price expected returns, model…
Offer financial services
+Prepare a client advisory offering a conservative wholesale funding plan: price expected returns, model liquidity buffers under three drawdown scenarios, and produce a signed term sheet and implementation checklist for the client meeting next Tuesday.
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Prepare financial projections
+Build three-year financial projections for the portfolio: project revenues, costs and capital needs under…
Prepare financial projections
+Build three-year financial projections for the portfolio: project revenues, costs and capital needs under base and downside macro scenarios, produce monthly cash flow for covenant monitoring and a sensitivity table for portfolio managers by Friday afternoon.
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Consider economic criteria in decision making
+Assess the investment decision using economic criteria: quantify NPV under current GDP and inflation…
Consider economic criteria in decision making
+Assess the investment decision using economic criteria: quantify NPV under current GDP and inflation outlooks, include unemployment and policy rate scenarios, score projects by macro sensitivity and recommend go/no-go to the investment committee on Thursday.
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Identify, track, or maintain metrics for trading system operations.
+Track operational metrics for the equities execution system: capture daily latency, fill rates, and failed…
Identify, track, or maintain metrics for trading system operations.
+Track operational metrics for the equities execution system: capture daily latency, fill rates, and failed order counts, flag anomalies above historical thresholds, update the dashboard, and send a morning summary to trading ops and the head of desk by 09:00 tomorrow.
The tools that do the workMicrosoft ExcelMicrosoft Power BIO*NET
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Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Design an ESG performance scorecard for the corporate portfolio: define environmental, social and governance…
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Design an ESG performance scorecard for the corporate portfolio: define environmental, social and governance submetrics tied to financial statements, weight them to reflect sector risk, test on last three years of data, and deliver a memo with scoring rules to the sustainability committee by Friday.
The tools that do the workIBM SPSS StatisticsMicrosoft ExcelO*NET
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Analyze pricing or risks of carbon trading products.
+Produce a pricing and risk report for the carbon forward book: build mark-to-market P&L, calibrate volatility…
Analyze pricing or risks of carbon trading products.
+Produce a pricing and risk report for the carbon forward book: build mark-to-market P&L, calibrate volatility and collateral charge assumptions, run stress scenarios for price shocks, and circulate expected loss and VAR estimates to the head of carbon trading before the desk meeting on Wednesday.
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 climate-driven financial exposures for our coastal real estate clients: map projected flood…
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
+Estimate climate-driven financial exposures for our coastal real estate clients: map projected flood frequency to repair cost curves, model insurance premium trajectories, and produce projected cashflow impacts and contingency reserves for the credit committee by next Tuesday.
The tools that do the workMicrosoft ExcelMicrosoft AzureO*NET
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Use advanced statistical techniques to develop models
+Develop and validate advanced statistical models for credit default prediction: select features from balance…
Use advanced statistical techniques to develop models
+Develop and validate advanced statistical models for credit default prediction: select features from balance sheets and macro indicators, train regularised models, backtest on two holdout years, and hand over model code and performance report to model risk by end of month.
The tools that do the workIBM SPSS Statisticsjob descriptions
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Monitor market and industry trends
+Monitor market and industry trends relevant to our energy portfolio: compile weekly sector revenue and margin…
Monitor market and industry trends
+Monitor market and industry trends relevant to our energy portfolio: compile weekly sector revenue and margin changes, flag divergences from macro forecasts, annotate drivers, and email an executive one-page brief with recommended tactical actions every Monday morning.
The tools that do the workMicrosoft Power BIMicrosoft Exceljob descriptions
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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