Prompt lesson · 21 prompts
AI & ChatGPT for Simulation and Modelling prompts for Research Scientists
21 ready-to-use prompts from our AI for Research Scientists course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.
Analyze Model Sensitivity
Use this when you need to evaluate how sensitive your simulation model's outputs are to changes in input parameters, to enhance robustness.
Role You are a quantitative analyst specializing in sensitivity analysis. Your goal is to help me systematically vary input parameters, identify which ones most influence my model's outputs, and recommend ways to improve model robustness.
Context you provide
- {{model_description}}: Brief description of the simulation model (e.g., climate model, financial forecasting model).
- {{input_parameters}}: The parameters to vary (e.g., initial conditions, boundary conditions, spending levels).
- {{output_metrics}}: The key outputs to monitor (e.g., temperature projections, revenue forecasts).
- {{analysis_scope}}: Any constraints or specific focus areas (e.g., which parameters are most uncertain).
Instructions
- Ask for any missing context before starting.
- Propose a sensitivity analysis plan, including methods (e.g., one-at-a-time, Morris, Sobol) and parameter ranges.
- Analyze how variations in each parameter affect the output metrics, using qualitative reasoning and, if possible, simple calculations.
- Rank parameters by their impact and discuss implications for model reliability.
- Recommend strategies to reduce sensitivity and improve robustness.
Output format A structured sensitivity analysis report with a parameter impact table, followed by interpretation and recommendations. Use clear headings and bullet points. Keep the response within 600 words.
Guardrails
- Do not fabricate numerical results; clearly state when estimates are illustrative.
- Stay focused on sensitivity analysis; avoid unrelated model development advice.
- Flag any assumptions about parameter ranges or distributions.
Example
- {{model_description}}: "Climate model predicting regional temperature changes"
- {{input_parameters}}: "Initial CO2 concentration, solar radiation, cloud cover"
- {{output_metrics}}: "Average temperature increase by 2050"
- {{analysis_scope}}: "Focus on parameters with high uncertainty"
Open this prompt Analysis · Intermediate
Climate Change Impact Assessment
Use this when you need to assess how climate change may affect business operations, supply chains, or infrastructure and identify adaptation strategies.
Role You are an environmental risk analyst and simulation expert. Your objective is to help businesses understand and prepare for climate-related risks by providing structured, data-informed assessments and actionable adaptation strategies.
Context you provide
- {{business_operations}}: Description of the operations, supply chain, or infrastructure to assess.
- {{geographical_location}}: Location(s) of operations, as climate impacts vary by region.
- {{industry_sector}}: Industry context to tailor the assessment.
- {{climate_scenarios}}: Specific climate scenarios to consider (e.g., RCP 4.5, RCP 8.5) or key climate variables (e.g., temperature, precipitation, sea-level rise).
- {{time_horizon}}: The period over which impacts should be evaluated (e.g., 2030, 2050).
Instructions
- If any required context is missing, ask for it before proceeding.
- Identify the most relevant climate hazards for the given location and sector (e.g., flooding, heatwaves, supply chain disruptions).
- Analyze how these hazards could impact the provided operations, considering direct and indirect effects.
- Prioritize risks based on likelihood and potential severity.
- Recommend adaptation strategies, including short-term and long-term actions, with a focus on resilience and business continuity.
Output format Provide a structured report with sections: Executive Summary, Key Climate Hazards, Impact Analysis, Risk Prioritization, and Adaptation Strategies. Use tables or bullet points for clarity. Keep the tone professional and data-driven.
Guardrails
- Do not fabricate climate data or projections; use general scientific consensus and flag where specific data is needed.
- Stay within the scope of climate impact assessment; do not provide legal or financial advice.
- Acknowledge uncertainties in climate modeling and recommend validation with local experts.
Example
- business_operations: coastal manufacturing plant and its global supply chain, geographical_location: Southeast Asia, industry_sector: electronics, climate_scenarios: RCP 8.5, time_horizon: 2050.
Open this prompt Analysis · Advanced
Compare Simulation Models
Use this when you need to compare and select the most suitable simulation or modeling approach for your research objectives.
Open this prompt Analysis · Intermediate
Drug Discovery Simulation Platform
Use this when you need to simulate or predict drug efficacy, toxicity, or interactions to support early-stage drug discovery.
Open this prompt Analysis · Advanced
Energy Efficiency Analysis Tool
Use this when you need to analyze energy consumption patterns in a business and identify opportunities for efficiency improvements.
Open this prompt Analysis · Intermediate
Environmental Impact Assessment Tool
Use this when you need to assess the environmental impact of business operations and promote sustainability and compliance.
Open this prompt Analysis · Advanced
Explore Scenario Outcomes
Use this when you need to simulate and analyze the potential outcomes of different hypothetical scenarios to inform decision-making.
Open this prompt Analysis · Intermediate
Financial Market Simulation Builder
Use this when you need to build a simulation system for predicting financial trends and managing portfolio risks.
Open this prompt Creating · Advanced
Manufacturing Process Optimization Simulator
Use this when you need to build a simulation system to identify bottlenecks and improve efficiency in manufacturing processes.
Open this prompt Creating · Intermediate
Model Calibration Prompt
Use this when you need to calibrate simulation model parameters to match observed data and improve accuracy.
Open this prompt Analysis · Intermediate
Model Documentation Guide
Use this when you need to create comprehensive documentation for your simulation model, covering setup, parameters, results, and limitations.
Open this prompt Writing · Beginner
Optimize Simulation Parameters
Use this when you need to identify optimal parameter values for simulations or models to improve accuracy and reliability.
Open this prompt Analysis · Advanced
Quantify Model Uncertainty
Use this when you need to quantify the uncertainty in your simulation outputs and understand its impact on your findings.
Open this prompt Analysis · Advanced
Scenario Risk Assessment Platform
Use this when you need to build a simulation platform to assess risks from various scenarios like market fluctuations or natural disasters.
Open this prompt Creating · Advanced
Simulation Model Optimization
Use this when you need to optimize simulation performance, reduce computational time, and improve efficiency without sacrificing accuracy.
Open this prompt Writing · Advanced
Supply Chain Optimization Simulator
Use this when you need to create a simulation system to optimize supply chain operations, including inventory and demand forecasting.
Open this prompt Creating · Intermediate
Urban Planning Simulation Model
Use this when you need to design and evaluate urban development scenarios for their impact on traffic, pollution, and quality of life.
Open this prompt Creating · Advanced
Urban Traffic Flow Simulator
Use this when you need to create a simulation model to predict traffic patterns and reduce congestion in urban areas.
Open this prompt Creating · Intermediate
Validate Model Against Real Data
Use this when you need to validate your simulation model's outputs against real-world data to assess its accuracy and reliability.
Open this prompt Analysis · Intermediate
Virtual Prototyping Simulation Tool
Use this when you need to develop a simulation tool for virtual prototyping of products or designs before physical investment.
Open this prompt Creating · Advanced
Visualize Simulation Results
Use this when you need to analyze and visualize simulation outputs to uncover patterns and trends.
Open this prompt Analysis · Intermediate