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 full set of life‑table and loss‑development calculations on the portfolio claims file, produce a…
Perform actuarial computations
+Research and discover new mathematical ideas
+Scan recent literature and run exploratory computations to test whether a proposed operator on Sobolev spaces…
Research and discover new mathematical ideas
+Design mathematical models to interpret data
+Build a stochastic model that links sensor time series to incident risk, fit it to the last three years of…
Design mathematical models to interpret data
+Mentor others on mathematical techniques
+Prepare three mentoring problems: one on measure‑theoretic probability, one on PDE methods for option…
Mentor others on mathematical techniques
+Develop methods like exhaustion for calculations
+Derive and write up a sequence of exhaustion-style approximation methods to estimate the integral and…
Develop methods like exhaustion for calculations
+Apply knowledge to engineering and scientific challenges
+Translate the beam buckling case into solvable model equations, produce closed-form approximations where…
Apply knowledge to engineering and scientific challenges
+Conduct quantitative research
+Design and run the quantitative study to estimate parameter distributions for the thermal diffusion project,…
Conduct quantitative research
+Think analytically
+Work through the anomalous residuals from last month's model, produce three competing analytical explanations…
Think analytically
+Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
+Write and circulate a three-page research brief on our latest modelling of epidemic spread, prepare a short…
Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
+Assemble sets of assumptions, and explore the consequences of each set.
+List three coherent assumption sets for the fluid dynamics model, run sensitivity runs for each set over the…
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 the governing equations relating the measured variables, simplify using nondimensionalisation, and…
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 a new cipher framework for secure telemetry, analyse its resistance to known plaintext and chosen…
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
+Compile clear charts showing model output versus observations, label axes and uncertainty bands, and produce…
Compile charts and graphs for data presentation
+Identify problems through discussion with colleagues or clients
+Meet with Dr. Lane and the policy analyst at 10 a.m., list the three priority problems they describe, map…
Identify problems through discussion with colleagues or clients
+Collect data from statistical or experimental sources
+Gather temperature, pressure and sensor-readings from the last two field trials and the central lab dataset,…
Collect data from statistical or experimental sources
+Design experiments and research projects
+Draft the experimental plan to test diffusion rates: state hypotheses, list controllable variables, required…
Design experiments and research projects
+Analyze results to provide insights in various fields
+Run the statistical analysis on the completed trial: compute effect sizes, confidence intervals and model…
Analyze results to provide insights in various fields
+Derive corollaries from theorems
+From the proved theorem on convergence rates, derive and write three practical corollaries showing bounds…
Derive corollaries from theorems
+Calculate areas, volumes, and surface areas of shapes
+Compute exact areas, volumes and surface areas for the listed composite shapes, show the integration steps,…
Calculate areas, volumes, and surface areas of shapes
+Approximate mathematical constants such as π
+Implement and run three algorithms to approximate pi to twelve decimal places, report convergence rates and…
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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