What it pays
Government survey numbers — not estimates, not ads.
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.
Present results to management
+Create a concise slide deck for Monday’s leadership meeting that communicates ethnographic findings, the…
Present results to management
+Collaborate with organization members
+Organise a one-hour workshop with product, design and support leads to walk through the field clips, surface…
Collaborate with organization members
+Analyze information about alternative actions
+Map out the realistic alternative actions participants might take when faced with this policy change, list…
Analyze information about alternative actions
+Create simulations and predictive models
+Build behavior-driven simulations that model how different stakeholder groups will respond to the new levy,…
Create simulations and predictive models
+Break systems into components and analyze
+Decompose the service journey into people, tasks, tools, and policies, create a component map showing failure…
Break systems into components and analyze
+Optimize resource allocation and logistics
+Create an allocation plan that balances field researcher time, stakeholder interviews, and desk analysis…
Optimize resource allocation and logistics
+Design models to represent real-world systems and scenarios
+Design a set of causal and agent-based models that map how citizens, tax offices, and municipal services…
Design models to represent real-world systems and scenarios
+Integrate techniques from other mathematical sciences into problem-solving
+Integrate game theory, network analysis and probabilistic forecasting into the research plan so each method…
Integrate techniques from other mathematical sciences into problem-solving
+Assess the effectiveness of operational strategies
+Assess three current operational strategies by mapping workflows, estimating costs and wait times from…
Assess the effectiveness of operational strategies
+Research and develop taxation policies and legislation
+Research proposed tax measures by compiling precedent legislation, modelling revenue and distributional…
Research and develop taxation policies and legislation
+Advise official bodies on policy implementation and financial operations
+Prepare an advisory brief for the council and treasury that lays out implementation steps, risk register,…
Advise official bodies on policy implementation and financial operations
+Conduct cost-benefit analysis
+Run a cost–benefit analysis comparing the pilot community visits versus a remote diary study for the new…
Conduct cost-benefit analysis
+Develop and supply optimal networks for evaluation
+Design and supply three candidate participant networks for evaluation: a high-engagement veteran cohort, a…
Develop and supply optimal networks for evaluation
+Prepare management reports
+Prepare a one-page management report for the head of service summarising last quarter's ethnography findings,…
Prepare management reports
+Specify computational methods for models
+Specify the computational methods for the behavior model: state-transition probabilities from coded session…
Specify computational methods for models
+Identify extreme values of real-world objectives like profit, performance, or yield
+Identify extreme outcome scenarios for the service: best-case uptake, worst-case drop in compliance, and…
Identify extreme values of real-world objectives like profit, performance, or yield
+Solve problems related to minimizing loss, risk, or cost
+Solve the minimisation problem for fieldwork costs: propose a schedule and sample allocation that minimise…
Solve problems related to minimizing loss, risk, or cost
+Define data requirements and validate information
+Define exactly which participant attributes, contextual notes, and metadata we must collect from field…
Define data requirements and validate information
+Analyze data to identify trends and patterns
+Run an exploratory analysis of interview transcripts and survey exports to surface recurring themes,…
Analyze data to identify trends and patterns
+Develop decision support software or products
+Design the decision-support prototype requirements that translate ethnographic insights about clerk workflows…
Develop decision support software or products
+Develop and apply time and cost networks to plan, control, and review large projects.
+Build a time and cost network for the outreach programme by mapping activities from recruitment to follow-up,…
Develop and apply time and cost networks to plan, control, and review large projects.
+Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
+Draft and test new operating procedures that streamline ethnographic field capture, secure storage, and…
Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
+Review research literature.
+Conduct a targeted literature review of recent ethnographies and service design reports on tax…
Review research literature.
+Says who?
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Activities this job lives in
The human activities behind the tasks — each with its honest AI ceiling.
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 rest of the map
Same library, five ways in.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses