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.
Perform actuarial computations
+Run the actuarial batch for the Q2 portfolio using the validated loss distributions, produce a table of…
Perform actuarial computations
+Research and discover new mathematical ideas
+Explore extensions of the current estimator by deriving asymptotic variance for a proposed bias-correction…
Research and discover new mathematical ideas
+Design mathematical models to interpret data
+Develop a parsimonious model linking sensor covariates to outcome rates: specify the equations, fit competing…
Design mathematical models to interpret data
+Mentor others on mathematical techniques
+Prepare a one-hour hands-on session for the junior analysts on maximum likelihood and bootstrapping: draft…
Mentor others on mathematical techniques
+Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
+Write a 1,200–1,500 word research report summarising our March–June simulation results on turbulent plume…
Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
+Assemble sets of assumptions, and explore the consequences of each set.
+Create five coherent assumption sets for the coastal circulation model varying boundary forcing and…
Assemble sets of assumptions, and explore the consequences of each set.
+Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
+Derive and typeset the governing equations linking scalar variance to dissipation rate for our mixing study,…
Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
+Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
+Design and test a prototype cipher framework for secure telemetry between sensor nodes and the control…
Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
+Compile charts and graphs for data presentation
+Produce publication-quality charts showing ensemble mean, standard deviation, and outlier trajectories for…
Compile charts and graphs for data presentation
+Identify problems through discussion with colleagues or clients
+Schedule and lead a one-hour problem-discovery meeting with Sam in modelling, Aisha in instrumentation, and…
Identify problems through discussion with colleagues or clients
+Develop methods like exhaustion for calculations
+Develop and document an exhaustion-style numerical method for the turbulent mixing calculation, include…
Develop methods like exhaustion for calculations
+Apply knowledge to engineering and scientific challenges
+Translate the fluid–structure interaction requirement into a solvable computational experiment, design…
Apply knowledge to engineering and scientific challenges
+Conduct quantitative research
+Assemble and run a quantitative study of heat transfer coefficients across three geometries, clean and…
Conduct quantitative research
+Think analytically
+Break the complex inverse problem into testable subproblems, produce analytic checks and quick numerical…
Think analytically
+Collect data from statistical or experimental sources
+Gather raw measurements and logged outputs from the thermal conductivity runs and the field sensor CSVs,…
Collect data from statistical or experimental sources
+Design experiments and research projects
+Write the protocol for the next three-factor study: list hypotheses, independent variables, randomisation…
Design experiments and research projects
+Analyze results to provide insights in various fields
+Run the regression and residual diagnostics on the simulation outputs, compute effect sizes and confidence…
Analyze results to provide insights in various fields
+Derive corollaries from theorems
+Starting from the proven lemma, generate all direct corollaries, provide concise proofs or counterexamples…
Derive corollaries from theorems
+Calculate areas, volumes, and surface areas of shapes
+Compute exact areas, volumes, and surface areas for the set of analytic shapes used in the report, include…
Calculate areas, volumes, and surface areas of shapes
+Approximate mathematical constants such as π
+Implement and run three independent algorithms to approximate pi to at least one million digits, compare…
Approximate mathematical constants such as π
+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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