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What a performance analyst
really does.

20 tasks, each one witnessed by the sources that watched the job — and behind every one, a prompt you can use tonight.

20evidenced tasks
898,280in the US (2025)
$101,860median pay / year
6systems it runs on
See the 20 tasks ↓Open in the atlasThe full career map →
This is what one task looks like here
Implement strategies to improve efficiency
Design and run a set of cost-and-time experiments across the billing, …2 sources agree

The shape of the day

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The work, task by task

20 tasks
Hands on the work11
Provide recommendations on financial matters+
Produce three actionable financial recommendations to reduce operating spend by 8 percent next quarter, modelling cashflow and cost-benefit for each option, and send the two highest-return proposals to finance and the CFO on Monday.
escojd2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Analyze operational workflows to identify inefficiencies+
Observe two weeks of the order-fulfilment process, measure cycle time, error rates and rework costs, run a root-cause regression, and deliver a ranked list of three fixes with expected savings and implementation complexity by next Tuesday.
jdwiki2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Gather and organize information on problems or procedures.+
Collect recent incident logs, audit notes, and procedure documents for the finance operations team, reconcile them into one problem register with root-cause fields and priority scores, and deliver a clean sortable dataset by Friday.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Recommend purchase of storage equipment and design area layout to locate equipment in space available.+
Survey available storeroom space, price three racking options, model cost per square metre including installation and depreciation, and produce a recommended layout that maximises usable capacity while staying within this quarter's capital limit.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Design systems and procedures+
Draft new procedures to reduce processing time for vendor invoices, include decision rules, required inputs, exception paths and KPIs, then circulate the draft to procurement and finance for feedback before piloting next month.
jd
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Oversee a team of analysts and professionals+
Set objectives and quarterly targets for the analyst team, assign ownership for the cashflow, procurement and performance dashboards, schedule weekly one-on-ones, and send the team a performance charter by Monday.
jd
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Advise on technology implementation and integration+
Assess integration options for Westfield Health's service desk and payroll systems: map current data flows, estimate implementation and recurring costs, identify two integration architectures with ROI and risk analysis, and present recommendations to Tom in IT and Maya in Finance next Thursday.
wiki
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Collaborate with teams to implement changes+
Coordinate with product, ops and finance to draft an implementation plan that lists required changes, owner per change, impact on KPIs, and a three-week pilot schedule so teams can start next Monday.
jd
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Grow the practice4
Watch and assess4
Work with people1

What the work runs on

named inside the evidenced tasks
11 tasksAlteryxautomates data blending, runs repeatable experiments and prepares datasets for analysis
3 tasksApache Hiveorganises large metadata inventories and supports querying of distributed record indexes for schedule creation
3 tasksAmazon Redshiftruns the cost and space optimisation models on consolidated inventory and pricing data
1 taskApache Hadoopstores and processes historical transaction logs to identify common exception paths and baseline KPI performance
1 taskAmazon Web Services AWShosts the dashboards and scheduling infra so targets, ownership and meeting cadences are visible and tracked
1 taskApache Kafkamodels and tests streaming data architectures to show integration patterns, latency and reliability trade-offs for recommendation
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The same task, four heights

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ExecuteDo today's task, with fewer mistakesyou are here → ImproveMake it easy for the next person to acceptin the atlas → DecideWork out the right move when it is unclearin the atlas → BecomeLearn the pattern so it stops coming backin the atlas →

Can AI actually do this job?

the honest answer

It can

where it genuinely helps
  • Explain the theory behind the work
  • Draft, tidy and structure your writing
  • Rehearse a hard conversation before you have it
  • Build a study plan that fits your gaps

It cannot

where it stops, completely
  • Be in the room where a performance analyst actually works
  • Carry the responsibility when the call is wrong — that weight stays yours
  • Notice what no one wrote down: the hesitation, the thing left unsaid
  • Live with the outcome

What the work pays

two countries, two different measures

United States

this exact occupation · BLS 2025
  • $101,860 a year — the middle: half earn more, half earn less
  • The lowest tenth earn near $60,640; the top tenth near $171,640
  • 898,280 people employed in this occupation

India

the occupation GROUP, not this job · PLFS via ILOSTAT 2025
  • ₹38,298 a month — the median for Professionals, the group this work sits in
  • India publishes pay by broad occupation group, so this covers many jobs besides this one. It is a shape, not a salary.
read this carefullyThese two numbers are not comparable and must not be converted into each other. One is a yearly figure for this job alone; the other is a monthly figure for a whole family of jobs. What travels between them is the pattern, not the amount: experience lifts pay almost everywhere.

Where the evidence lives

open any of it yourself
O*NETThe US Department of Labor's own record of this job5 of these tasks ESCOThe European skills and occupations register2 of these tasks Job descriptionsReal postings, in the wild12 of these tasks WikipediaHow the world describes this work6 of these tasks US Bureau of Labor StatisticsPay and employment, by occupation2025 figures UK NOS LANWFS5Analyse operational performance in workplace and facilities servicesnational standard UK NOS PPL.E403Analyse and present reports on sales, stock and profit performancenational standard

Close to this work

12 nearby
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Questions people actually ask

You’ll split time between data work, meetings, and change activities. Morning might be cleaning data in Alteryx or running queries in Amazon Redshift, then a mid-day meeting with operations to review workflow bottlenecks you observed on-site.

Afternoon often means writing a short report or slide deck with recommendations, designing a new record layout, or coaching staff on a new process. Some days you lead a project to redesign a business process; other days you’re doing interviews and observations on the floor.

Start with Alteryx and Amazon Redshift (or basic SQL). Alteryx gives fast hands-on data prep and workflows you’ll use every day. Redshift is a common cloud data warehouse where you’ll run analytics.

Learn basics of AWS (how Redshift and S3 store data) next. Apache Hive, Hadoop, and Kafka matter more for large-scale environments; learn them after you can build end-to-end reports and automation.

Use AI as an assistant, not an oracle. For example, use Alteryx or scripts to automate repetitive cleaning steps, and use ML models only after you validate their accuracy with current operational data.

Document assumptions, keep human review in the loop for recommendations that affect staff or finance, and store model outputs and logs in AWS so you can trace decisions if something goes wrong.

According to the U.S. Bureau of Labor Statistics (BLS), there were about 898,280 people in related roles and the median wage is $101,860 per year. The lowest tenth earned $60,640 and the top tenth earned $171,640 (BLS).

Pay varies by city, industry, and how technical your role is (big data skills like Hive, Hadoop, Kafka, AWS often push pay toward the top tenth).

Pick one project: analyze a dataset from start to finish. Use Alteryx for cleaning, then run queries in Redshift or Hive. Host data in AWS S3 and practice loading it into Redshift. Follow tutorials and replicate a dashboard.

Also practice interviewing and on-site observation: visit a small team, map their workflow, and write a short report with at least three concrete recommendations you could measure after implementation.

Compared with a business analyst, a performance analyst spends more time on measuring operational efficiency, doing on-site observations, recommending layout and records management, and leading process-overhaul projects.

Compared with a data engineer, you write fewer production pipelines. Data engineers build and maintain systems like Hadoop, Kafka, and Redshift; you use those systems to analyze workflows, recommend changes, and coach teams on new procedures.