Best buyer

• Risk, pricing, capacity-planning, or game-economy teams making decisions from simulated outputs

Client’s question

Is our simulation actually sampling and aggregating the way we think it is?

Client’s input limits

• Model description, max 500 words, including the distribution assumed for each input

• One script section, max 150 substantive lines, implementing the core sampling loop

• One results summary (means, quantiles, or histogram description)

Deliverables

Two-page memo

• sampling-correctness assessment

• distribution-assumption review

• seed and reproducibility check

• convergence adequacy

• aggregation or weighting errors,

• whether the number of runs supports the reported precision

Five verification tests (XLSX or single .py or .cpp file)

• known-answer tests, invariant checks, and seed-reproducibility checks the client can run

30-minute debrief

Exclusions

• No large-scale reruns
• No variance-reduction implementation
• No performance or parallelization work
• No model redesign

Pricing

• 1,500 USD (delivery within 7 days)
• 2,500 USD (delivery within 5 days)
• 3,500 USD (delivery within 3 days)

Contact

To initiate the purchase or ask questions, please contact me.