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
+Present the game-theoretic findings and three management recommendations to CEO Laura and CFO Miguel at…
Present results to management
+Collaborate with organization members
+Work with Head of Strategy Priya and policy lead Omar to draft a single coordinated response to stakeholder…
Collaborate with organization members
+Analyze information about alternative actions
+Analyze the payoff differences between sanctioning, bargaining, and realignment options for the new tax rule,…
Analyze information about alternative actions
+Create simulations and predictive models
+Build and validate dynamic simulations of actor responses to subsidy removal, include baseline and high-risk…
Create simulations and predictive models
+Break systems into components and analyze
+Decompose the procurement-rebate system into actors, information flows, and incentive constraints, map…
Break systems into components and analyze
+Optimize resource allocation and logistics
+Create an allocation plan that maximizes social welfare under the current budget cap, model logistics…
Optimize resource allocation and logistics
+Define data requirements and validate information
+Specify the datasets and field-level definitions I need to test candidate strategic-interaction models for…
Define data requirements and validate information
+Analyze data to identify trends and patterns
+Run exploratory analysis on the voter behaviour and budget allocation tables to surface recurring strategic…
Analyze data to identify trends and patterns
+Develop decision support software or products
+Prototype a decision-support module that scores policy options by expected equilibrium outcomes, implements…
Develop decision support software or products
+Develop and apply time and cost networks to plan, control, and review large projects.
+Construct time and cost networks for the statewide program rollout, map tasks to resource constraints and…
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.
+Design a set of business procedures for the policy modelling unit covering accounting of project funds, file…
Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
+Review research literature.
+Collect and summarise the latest game-theory literature on public-good provision and tax compliance, annotate…
Review research literature.
+Conduct cost-benefit analysis
+Run a cost–benefit analysis of extending the congestion charge to inner suburbs using last three years of…
Conduct cost-benefit analysis
+Develop and supply optimal networks for evaluation
+Design three candidate network structures for the city transit subsidy program that maximize social welfare…
Develop and supply optimal networks for evaluation
+Prepare management reports
+Prepare a one-page management report summarising model forecasts, key assumptions, scenario comparisons, and…
Prepare management reports
+Specify computational methods for models
+Specify the computational methods for the new bargaining model: equilibrium concept, solution algorithm,…
Specify computational methods for models
+Identify extreme values of real-world objectives like profit, performance, or yield
+Estimate the maximum achievable profit and minimum feasible social cost for the proposed tax shift, report…
Identify extreme values of real-world objectives like profit, performance, or yield
+Solve problems related to minimizing loss, risk, or cost
+Formulate and solve the loss-minimisation problem for the pension fund under regulatory limits, produce the…
Solve problems related to minimizing loss, risk, or cost
+Design models to represent real-world systems and scenarios
+Build a concise set of strategic models that map firm incentives, regulatory constraints and tax rules to…
Design models to represent real-world systems and scenarios
+Integrate techniques from other mathematical sciences into problem-solving
+Take techniques from network theory and stochastic control and graft them onto our auction and bargaining…
Integrate techniques from other mathematical sciences into problem-solving
+Assess the effectiveness of operational strategies
+Evaluate the current operational strategy for toll collection by comparing predicted revenue, enforcement…
Assess the effectiveness of operational strategies
+Research and develop taxation policies and legislation
+Draft a policy note that models the incidence and behavioural responses to the proposed corporate tax…
Research and develop taxation policies and legislation
+Advise official bodies on policy implementation and financial operations
+Prepare an advisory brief for the parliamentary implementation team that translates model outputs into…
Advise official bodies on policy implementation and financial operations
+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.
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