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).
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.
Analysing2
Assess consumer demand
+Estimate current consumer demand for our mid-priced skincare line in Greater Manchester by combining last six…
Assess consumer demand
+Estimate current consumer demand for our mid-priced skincare line in Greater Manchester by combining last six months' sales, the customer complaint themes, and three competitor pricing moves, then flag whether to increase production this quarter.
The tools that do the workAmazon RedshiftESCOjob descriptionsO*NET
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Develop marketing insights
+Turn our survey results and website behavioural logs into three actionable marketing insights for the autumn…
Develop marketing insights
+Turn our survey results and website behavioural logs into three actionable marketing insights for the autumn campaign, each stating the customer need it meets, the expected lift, and one test we can run in four weeks.
The tools that do the workApache HiveESCOjob descriptions
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The daily work18
Research target markets
+Map the most promising target markets for our compact e-bike by combining demographic profiles, commuting…
Research target markets
+Map the most promising target markets for our compact e-bike by combining demographic profiles, commuting patterns, and social sentiment in Leeds, Bristol and Dublin, and rank them with a one-paragraph rationale and three entry risks for each.
The tools that do the workApache HadoopESCOjob descriptions
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Make recommendations for product positioning
+Recommend a product positioning for the new biodegradable detergent that differentiates on sustainability and…
Make recommendations for product positioning
+Recommend a product positioning for the new biodegradable detergent that differentiates on sustainability and convenience, give two headline value propositions, suggested price premium, and the one customer insight that must be proven before launch.
The tools that do the workAsanaESCOjob descriptions
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Monitor market conditions
+Monitor market conditions for our snack brand over the next month by tracking competitor promotions, supply…
Monitor market conditions
+Monitor market conditions for our snack brand over the next month by tracking competitor promotions, supply disruptions, and price movements, then send a daily summary when a trigger threshold for any metric is breached.
The tools that do the workAmazon Redshiftjob descriptionsO*NET
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Create presentations for management
+Build a ten-slide presentation for Friday's management review that explains consumer trends behind declining…
Create presentations for management
+Build a ten-slide presentation for Friday's management review that explains consumer trends behind declining conversion, three recommended fixes with expected impact and costs, and a one-slide appendix of the supporting data sources.
The tools that do the workCanvajob descriptionsO*NET
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Analyse internal factors of companies
+Map the company’s internal drivers: gather HR turnover, org charts, budgets, product roadmaps and leadership…
Analyse internal factors of companies
+Map the company’s internal drivers: gather HR turnover, org charts, budgets, product roadmaps and leadership interviews for Acme Foods, code drivers into strengths/weaknesses, flag three operational risks and two quick-win interventions by Thursday.
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Analyse consumer buying trends
+Aggregate recent purchase records, loyalty data and five customer interviews for the East region, identify…
Analyse consumer buying trends
+Aggregate recent purchase records, loyalty data and five customer interviews for the East region, identify shifting category preferences and price sensitivity, produce three buyer personas and recommend two merchandising changes for the October campaign.
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Prepare reports of findings, illustrating data graphically and translating complex findings into written text.
+Prepare the written findings from the 2026 Q1 customer segmentation study, create clear charts that show…
Prepare reports of findings, illustrating data graphically and translating complex findings into written text.
+Prepare the written findings from the 2026 Q1 customer segmentation study, create clear charts that show purchase frequency, share of wallet and churn by segment, and deliver a single illustrated report to Maya in insights by Thursday for the executive summary.
The tools that do the workCanvaO*NET
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Measure and assess customer and employee satisfaction.
+Run the pulse analysis for March employee and customer satisfaction, calculate Net Promoter Score and…
Measure and assess customer and employee satisfaction.
+Run the pulse analysis for March employee and customer satisfaction, calculate Net Promoter Score and satisfaction drivers, produce a one-page diagnostic with trend charts and recommended actions, then send it to HR lead Aaron and Head of CX by Tuesday.
The tools that do the workCanvaO*NET
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Direct trained survey interviewers.
+Issue the interviewer brief and the day plan for the field team, attach the finalized questionnaire, list…
Direct trained survey interviewers.
+Issue the interviewer brief and the day plan for the field team, attach the finalized questionnaire, list target quotas and refusal-handling rules, and schedule the kick-off call with team lead Sofia for Monday morning.
The tools that do the workAsanaO*NET
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Develop and implement procedures for identifying advertising needs.
+Draft the procedure for assessing advertising needs: define objectives, describe the data sources and…
Develop and implement procedures for identifying advertising needs.
+Draft the procedure for assessing advertising needs: define objectives, describe the data sources and audience signals to use, list the decision criteria and approval steps, and circulate it to marketing ops and procurement by Friday.
The tools that do the workAsanaO*NET
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Design surveys and research methods
+Design the survey and research method for the new product trial: state the sampling frame, question battery,…
Design surveys and research methods
+Design the survey and research method for the new product trial: state the sampling frame, question battery, mode mix and length limits, include pretest plan and field timeline, then send to the methodology group for review by Wednesday.
The tools that do the workCanvajob descriptions
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Present findings to stakeholders
+Prepare the stakeholder presentation of the market study: build a 12-slide deck with topline findings, three…
Present findings to stakeholders
+Prepare the stakeholder presentation of the market study: build a 12-slide deck with topline findings, three visualised insights, financial implications and three recommended next steps, rehearse notes and share with James in strategy before Friday noon.
The tools that do the workCanvajob descriptions
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Track trends in consumer behavior
+Track shifts in consumer buying across our three product categories for the past 12 months, flag persistent…
Track trends in consumer behavior
+Track shifts in consumer buying across our three product categories for the past 12 months, flag persistent behavior changes, and deliver a one-page brief with charts and recommended actions by next Tuesday for the brand team.
The tools that do the workAmazon Redshiftjob descriptions
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Study competitor activities
+Map competitor activity in the premium segment over the last six months, list their new offers, pricing…
Study competitor activities
+Map competitor activity in the premium segment over the last six months, list their new offers, pricing moves, and promotional channels, then produce a short implications memo for product and pricing by Friday.
The tools that do the workAmazon Redshiftjob descriptions
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Develop new research techniques
+Design and pilot two rapid research methods to capture household decision triggers—one qualitative diary…
Develop new research techniques
+Design and pilot two rapid research methods to capture household decision triggers—one qualitative diary approach and one quick online experiment—write protocols and a 4-week test plan for approval on Monday.
The tools that do the workAsanajob descriptions
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Use statistical techniques for data analysis
+Apply appropriate statistical models to the customer survey and transaction merge, test hypotheses about…
Use statistical techniques for data analysis
+Apply appropriate statistical models to the customer survey and transaction merge, test hypotheses about price sensitivity, and export a results file with coefficients, confidence intervals, and interpretation for the analytics lead by Thursday.
The tools that do the workAmazon Redshiftjob descriptions
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Study it to draw conclusions
+Analyze the qualitative interviews and transaction summaries for emerging patterns, produce three clear…
Study it to draw conclusions
+Analyze the qualitative interviews and transaction summaries for emerging patterns, produce three clear conclusions about why customers switch brands, and recommend next research steps for the head of insights by Wednesday.
The tools that do the workApple macOSESCO
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Define the way they can be reached
+Define the channels and messaging to reach our core segment aged 25–34, list preferred touchpoints, sample…
Define the way they can be reached
+Define the channels and messaging to reach our core segment aged 25–34, list preferred touchpoints, sample timings, and suggested KPIs, and hand the plan to the growth manager before the campaign brief on Friday.
The tools that do the workAsanaESCO
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Says who?
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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.
The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.
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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