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
+Write a concise research brief for the portfolio committee recommending whether to increase exposure to…
Provide recommendations on financial matters
+Write a concise research brief for the portfolio committee recommending whether to increase exposure to emerging markets this quarter, citing recent financial statements, macro indicators, projected returns and a clear downside scenario.
The tools that do the workMicrosoft ExcelESCOjob descriptionsO*NET
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Analysing4
Develop and maintain financial models
+Update the quarterly forecasting workbook with the latest audited income statements and balance sheets,…
Develop and maintain financial models
+Update the quarterly forecasting workbook with the latest audited income statements and balance sheets, refresh the scenario sheets so cash flow and valuation outputs recalculate, then flag any forecast lines that change by more than 10% and email the senior analyst a one-page variance summary by Wednesday.
The tools that do the workMicrosoft Exceljob descriptionsO*NET
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Assist in developing trading algorithms and risk tools
+Incorporate last week's market and factor returns into the prototype strategy backtest, adjust parameter…
Assist in developing trading algorithms and risk tools
+Incorporate last week's market and factor returns into the prototype strategy backtest, adjust parameter sensitivities for tail-risk and liquidity, run overnight stress scenarios and drop results that increase expected shortfall by over 15% into the risk dashboard for the quant lead to review on Thursday morning.
The tools that do the workC++Linuxjob descriptionsO*NET
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Provide analytical support to researchers or traders
+Pull the latest sector and macro datasets, merge with our coverage universe, produce daily return and…
Provide analytical support to researchers or traders
+Pull the latest sector and macro datasets, merge with our coverage universe, produce daily return and correlation tables, highlight names with anomalous volume or valuation moves, then upload the CSVs and a two-slide summary for the research desk by 08:30.
The tools that do the workMicrosoft Exceljob descriptionsO*NET
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Define or recommend model specifications or data collection methods
+Draft a data specification for the new factor model: list required time series, frequency, cleaning rules for…
Define or recommend model specifications or data collection methods
+Draft a data specification for the new factor model: list required time series, frequency, cleaning rules for outliers and missing values, and sample validation tests so the data engineering team can provision feeds and the model team can reproduce backtests by next sprint planning.
The tools that do the workMicrosoft Officejob descriptionsO*NET
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The daily work15
Perform stress tests and scenario analysis
+Run stress tests on the credit portfolio: apply the three downside macro scenarios to loan-level balances,…
Perform stress tests and scenario analysis
+Run stress tests on the credit portfolio: apply the three downside macro scenarios to loan-level balances, record impacts to PD, LGD and ECL, produce a summarized losses-by-sector table and flag any exposures breaching the 8% capital buffer by Friday close.
The tools that do the workMicrosoft ExcelMicrosoft Power BIjob descriptions
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Conduct economic research
+Compile a short research brief on the likely path of GDP, unemployment and inflation over the next 18 months…
Conduct economic research
+Compile a short research brief on the likely path of GDP, unemployment and inflation over the next 18 months using the latest national accounts, central bank guidance and IMF forecasts, highlight three risks that would change our revenue projections and attach source links.
The tools that do the workMicrosoft OfficeMicrosoft ExcelESCO
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Interpret financial statements
+Analyze the three most recent annual and quarterly reports for Acme Bank, extract operating income, net…
Interpret financial statements
+Analyze the three most recent annual and quarterly reports for Acme Bank, extract operating income, net interest margin, provision charges, loan growth and liquidity ratios, reconcile to prior model and write a one-page variance explanation with supporting tables.
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Offer financial services
+Prepare a client-ready memo proposing a cash management solution: compare our sweep, short-term deposit and…
Offer financial services
+Prepare a client-ready memo proposing a cash management solution: compare our sweep, short-term deposit and money market options for their 25 million working capital, show projected interest and fees over 12 months and recommend the option with implementation steps and timing.
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Prepare financial projections
+Build a five-year financial projection for the retail division that incorporates three macro scenarios,…
Prepare financial projections
+Build a five-year financial projection for the retail division that incorporates three macro scenarios, translate GDP and inflation paths into topline growth and input cost adjustments, produce profit and cash flow lines and stress the model for covenant breaches.
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Consider economic criteria in decision making
+Prepare a decision memo that applies economic criteria: assess project X using NPV under baseline and…
Consider economic criteria in decision making
+Prepare a decision memo that applies economic criteria: assess project X using NPV under baseline and downside GDP scenarios, include sensitivity to inflation and wage growth, report the break-even GDP growth rate and recommendation to proceed or defer.
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Advise on financial matters
+Advise Priya in corporate finance and Sanjay the portfolio manager on the risks and cashflow impact of…
Advise on financial matters
+Advise Priya in corporate finance and Sanjay the portfolio manager on the risks and cashflow impact of extending trade credit to Vendor Z, include three-year projected income and balance effects, key ratios, and a recommended decision by Thursday close of business.
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Business processes
+Map the procurement-to-pay process for the marketing team, identify three bottlenecks driving late vendor…
Business processes
+Map the procurement-to-pay process for the marketing team, identify three bottlenecks driving late vendor payments, quantify their monthly cost using last six months' spend, and propose two process changes to cut delays by half for review on Friday.
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Perform business analysis
+Perform a business analysis of the subscription product line: segment monthly churn drivers, model revenue…
Perform business analysis
+Perform a business analysis of the subscription product line: segment monthly churn drivers, model revenue and margin under three pricing scenarios for the next 12 months, and recommend the scenario to pursue at the leadership meeting Tuesday.
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Identify, track, or maintain metrics for trading system operations.
+Track and report daily latency, fill rates, and failed-trade counts for the trading system for the past 30…
Identify, track, or maintain metrics for trading system operations.
+Track and report daily latency, fill rates, and failed-trade counts for the trading system for the past 30 days, flagging any metric outside historical 95th percentile and emailing a one-page summary to Marcus in ops by 10am Monday.
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.
+Create a scorecard that measures carbon intensity, board diversity, and safety incidents for our top 20…
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
+Create a scorecard that measures carbon intensity, board diversity, and safety incidents for our top 20 issuers, weight the components for a single ESG rating, and produce a two-page methodology note for Anna in sustainable finance by Friday noon.
The tools that do the workIBM SPSS StatisticsO*NET
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Analyze pricing or risks of carbon trading products.
+Price and risk-check the front-month and December forward carbon contracts using historical volatility,…
Analyze pricing or risks of carbon trading products.
+Price and risk-check the front-month and December forward carbon contracts using historical volatility, current EUA spot, and scenario shocks, then produce P/L sensitivities and a recommended bid/ask spread for trading desk review at 4pm today.
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 expected repair costs, increased insurance premiums, and two-week revenue loss for our…
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 expected repair costs, increased insurance premiums, and two-week revenue loss for our coastal portfolio under a 1-in-50 year storm plus 2°C warming scenario, and send a concise exposure memo to Lily in risk by Wednesday.
The tools that do the workMicrosoft Power BIO*NET
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Use advanced statistical techniques to develop models
+Build and validate a multivariate model predicting quarterly revenue using macro indicators, competitor…
Use advanced statistical techniques to develop models
+Build and validate a multivariate model predicting quarterly revenue using macro indicators, competitor pricing, and seasonality, include model diagnostics and a five-quarter forecast, and circulate to James in strategy by Thursday.
The tools that do the workIBM SPSS Statisticsjob descriptions
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Monitor market and industry trends
+Compile weekly intelligence on sector headlines, M&A chatter, commodity moves, and regulatory changes for…
Monitor market and industry trends
+Compile weekly intelligence on sector headlines, M&A chatter, commodity moves, and regulatory changes for utilities and materials, summarise thematic shifts in one slide and send to the investment team every Monday morning.
The tools that do the workMicrosoft OfficeMicrosoft 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