R Analyst

R Analyst executes the role’s key duties laid out here and you’ll find 26 real tasks. The tasks show how performance is measured and where time is best spent in Data & Analytics. Each one shows where we found it, and comes with an AI prompt you can copy and use straight away.

26evidenced tasks
26ready prompts
10tools of the trade
13-2051.00O*NET-SOC code
361,980hold this job (US, BLS 2025)
$102,740median pay/yr (US)
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What it pays

Government survey numbers — not estimates, not ads.

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).
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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.

Keeping the record1

Prepare financial analysis reports

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Prepare the monthly financial analysis report for July using the closed books, reconcile variances against…
Prepare the monthly financial analysis report for July using the closed books, reconcile variances against budget, highlight three drivers of margin change, include income statement and cash flow summaries, and send the PDF to Finance Director Maria by Friday noon.
The tools that do the workMicrosoft ExcelMicrosoft PowerPointESCOjob descriptionsWikipedia
Analysing3

Assess the viability of financial actions or entities

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Assess the viability of renewing the small business lending product by modeling default scenarios, compute…
Assess the viability of renewing the small business lending product by modeling default scenarios, compute break-even loss rate and required price uplift, write a one-page recommendation for Head of Strategy Omar, and attach supporting scenario tables.
The tools that do the workMicrosoft ExcelESCOO*NETWikipedia

Gather and analyze financial information

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Gather the quarter-end financial data from general ledger, clean and aggregate revenue and expense lines,…
Gather the quarter-end financial data from general ledger, clean and aggregate revenue and expense lines, produce a reconciled set of trial balances and a one-page dashboard of key ratios, then upload results for Controller Jenna to review.
The tools that do the workMicrosoft AccessMicrosoft Exceljob descriptionsO*NET

Analyze investment projects

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Analyze the proposed warehouse expansion project by building a five-year discounted cash flow, include NPV,…
Analyze the proposed warehouse expansion project by building a five-year discounted cash flow, include NPV, IRR and sensitivity to capex and volume, summarize findings and recommend go/no-go to CFO Luis by next Tuesday.
The tools that do the workMicrosoft Exceljob descriptionsWikipedia
Protecting1

Develop financial models and forecasts

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Develop three-year financial models and top-down forecasts for revenue, costs and cash needs, include…
Develop three-year financial models and top-down forecasts for revenue, costs and cash needs, include scenario bands and a working capex schedule, then circulate the forecast workbook to CEO Anika and FP&A for budget planning.
The tools that do the workMicrosoft Exceljob descriptionsWikipedia
Make1

Develop and operate financial analysis tools

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Build and deploy a reusable set of financial analysis tools: a margin decomposition template, a…
Build and deploy a reusable set of financial analysis tools: a margin decomposition template, a variance-tracking workbook with automated checks, and a dashboard for monthly distribution to the business leads.
The tools that do the workAlteryxMicrosoft Power BIjob descriptionsO*NET
The daily work20

Advise clients or organizations on financial decisions

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Prepare a one-page financial recommendation for Acme Manufacturing that compares three cash flow scenarios,…
Prepare a one-page financial recommendation for Acme Manufacturing that compares three cash flow scenarios, shows projected EBITDA and net cash for the next five quarters, and end with a clear recommendation and next-step cost estimate by Wednesday.
The tools that do the workMicrosoft ExcelGoogle DocsO*NETWikipedia

Collaborate with portfolio managers and analysts

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Draft a two-slide briefing for portfolio managers and equity analysts summarising the top five holdings'…
Draft a two-slide briefing for portfolio managers and equity analysts summarising the top five holdings' performance drivers, recent risk exposures, and three trade ideas with expected return and conviction level for tomorrow’s meeting.
The tools that do the workMicrosoft PowerPointMicrosoft Exceljob descriptionsO*NET

Monitor financial markets and asset performance

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Produce a daily market-watch note that highlights overnight macro moves, the three worst and three best…
Produce a daily market-watch note that highlights overnight macro moves, the three worst and three best performing assets in our universe, and a table of YTD returns and volatility for the fund to circulate by 7:30 AM.
The tools that do the workMicrosoft ExcelMicrosoft Outlookjob descriptionsWikipedia

Purchase investments for companies in accordance with company policy.

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Execute a purchase order for $2.5 million of short-duration corporate bonds that meet the firm's credit…
Execute a purchase order for $2.5 million of short-duration corporate bonds that meet the firm's credit policy, attach the due-diligence memo showing duration, yield, and covenants, and notify trading compliance and treasury once filled today.
The tools that do the workMicrosoft ExcelMicrosoft OutlookO*NET

Confer with clients to restructure debt, refinance debt, or raise new debt.

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Call the client, review current debt schedules, propose refinancing options with estimated savings and…
Call the client, review current debt schedules, propose refinancing options with estimated savings and covenants changes, then draft a term sheet and email it to the client and our credit officer by Friday close of business.
The tools that do the workMicrosoft OutlookMicrosoft ExcelO*NET

Create client presentations of plan details.

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Create a 10-slide client presentation that explains the financial plan, key assumptions, scenario impacts on…
Create a 10-slide client presentation that explains the financial plan, key assumptions, scenario impacts on cash runway, and a one-page appendix with the detailed financial statements; deliver draft to Sarah by Tuesday morning.
The tools that do the workMicrosoft PowerPointMicrosoft ExcelO*NET

Perform securities valuation or pricing.

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Value the bond portfolio held by Corporate Treasury as of close today: pull latest cash flows and coupons,…
Value the bond portfolio held by Corporate Treasury as of close today: pull latest cash flows and coupons, discount each instrument to present value using market yields, flag any instruments off-market and return a one-page summary for finance review.
The tools that do the workMicrosoft ExcelO*NET

Develop and maintain client relationships.

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Prepare a client relationship update for the three high-net-worth accounts I manage: summarise portfolio…
Prepare a client relationship update for the three high-net-worth accounts I manage: summarise portfolio performance, recent trades, upcoming rebalancing proposals and three suggested next steps, and draft the email for relationship managers to send this Friday.
The tools that do the workMicrosoft OutlookMicrosoft ExcelO*NET

Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.

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Create three clear charts for the Q2 technical report: a historical returns line, sector allocation donut and…
Create three clear charts for the Q2 technical report: a historical returns line, sector allocation donut and volatility heatmap, format them to print at A4, and export high-resolution images for insertion into the report by Monday morning.
The tools that do the workMicrosoft ExcelO*NET

Prepare all materials for transactions or execution of deals.

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Assemble the transaction packet for the North Ridge acquisition closing: final term sheet, signed NDAs,…
Assemble the transaction packet for the North Ridge acquisition closing: final term sheet, signed NDAs, valuation memo, cap table, and funds release instructions; check all signatures and document versions, then deliver the packet to legal and operations before tomorrow noon.
The tools that do the workMicrosoft OfficeO*NET

Supervise, train, or mentor junior team members.

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Run a two-hour workshop for the junior analysts on our valuation model: walk through drivers, common…
Run a two-hour workshop for the junior analysts on our valuation model: walk through drivers, common pitfalls, hands-on exercises with live model examples, and leave them with a one-page checklist for model review.
The tools that do the workMicrosoft PowerPointMicrosoft ExcelO*NET

Make investment recommendations

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Produce three ranked investment recommendations for the growth portfolio: include expected return, downside…
Produce three ranked investment recommendations for the growth portfolio: include expected return, downside case, time horizon, and position sizing for each idea, attach the supporting model outputs and send to the CIO with a recommended decision date next Wednesday.
The tools that do the workMicrosoft ExcelMicrosoft Outlookjob descriptions

Handle all the matters in reference to the finance and investments of a company

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Prepare a consolidated financial plan and quarterly forecast for the board showing cash flow, capex needs,…
Prepare a consolidated financial plan and quarterly forecast for the board showing cash flow, capex needs, investment returns and sensitivity to a 10% revenue drop, include reconciled financial statements and recommendations for growth capital by next Tuesday.
The tools that do the workMicrosoft ExcelMicrosoft Power BIESCO

Maintain transparent financial operations for taxation and auditing bodies

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Assemble a transparent audit pack for the tax authority and external auditors: trial balance, reconciled bank…
Assemble a transparent audit pack for the tax authority and external auditors: trial balance, reconciled bank statements, tax schedules, supporting invoices and a reconciliation memo, and certify completeness to the CFO by Friday close of business.
The tools that do the workIntuit QuickBooksGoogle DocsESCO

Follow-up on financing records with backers

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Check the backers ledger, reconcile missing entries against bank statements, then email each backer a concise…
Check the backers ledger, reconcile missing entries against bank statements, then email each backer a concise update on outstanding commitments and ask for the promised document or payment within seven days so we can close the quarter.
The tools that do the workMicrosoft ExcelMicrosoft Outlookjob descriptions

Present findings to stakeholders

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Prepare a sharp slide deck summarising the key metrics, variance drivers, and recommended actions, then…
Prepare a sharp slide deck summarising the key metrics, variance drivers, and recommended actions, then schedule a 30-minute presentation with the board and circulate the slides and a one-page executive summary one day before the meeting.
The tools that do the workMicrosoft PowerPointMicrosoft Outlookjob descriptions

Meet with company management and key players

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Set up a 60-minute review with the CEO, CFO and head of sales to run through the forecast, surface key risks,…
Set up a 60-minute review with the CEO, CFO and head of sales to run through the forecast, surface key risks, agree on three priority actions, and capture owners and deadlines so we can adjust the rolling plan by next Monday.
The tools that do the workMicrosoft OutlookGoogle Docsjob descriptions

Evaluate the stability of financial investments

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Run a stability assessment on the invested portfolio: calculate rolling volatility, drawdown history, and…
Run a stability assessment on the invested portfolio: calculate rolling volatility, drawdown history, and correlation to the benchmark, then flag any position with sustained underperformance for a discussion with portfolio owners this week.
The tools that do the workIBM SPSS StatisticsMicrosoft ExcelWikipedia

Research market trends and economic data

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Collect the latest economic indicators and sector reports, run a trend analysis to identify shifts in demand…
Collect the latest economic indicators and sector reports, run a trend analysis to identify shifts in demand and pricing, then produce a two-page memo with implications for our revenue forecasts to circulate to product and sales by Thursday.
The tools that do the workMicrosoft Power BIGoogle DocsWikipedia

Compare financial products and services

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Compare current financial products and fees by creating a side-by-side cost and feature table, highlight the…
Compare current financial products and fees by creating a side-by-side cost and feature table, highlight the cheapest three and the best-fit for our cash profile, and recommend one to adopt at the next treasury meeting.
The tools that do the workMicrosoft ExcelWikipedia

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The logs, files & records this job keeps

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.

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