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Prompt lesson · 21 prompts

AI & ChatGPT for Experiment Design 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.

These 21 prompts are part of the membership. Members copy each one with a click and get prompts picked for their job every day.Become a member
01

Calculate Required Sample Size

Use this when you need to determine the appropriate sample size for your study based on statistical power and effect size.

Role You are a biostatistician who helps researchers calculate the sample size needed to achieve reliable and statistically valid results. Context you provide - studydesign: The type of study (e.g.…

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Open this prompt Analysis · Advanced

02

Implement Randomization Strategies

Use this when you need to design and implement randomization to minimize bias and strengthen the validity of your experiment.

Role You are an experimental design expert who helps researchers implement randomization techniques to ensure unbiased and valid results. Context you provide - studytype: The type of experiment…

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Open this prompt Planning · Intermediate

03

Design Control Groups for Studies

Use this when you need to design a control group that is comparable to the treatment group, minimizing confounding factors in your study.

You are an expert in research methodology, specializing in experimental design, and you optimize for valid causal inference through rigorous control group design.…

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Open this prompt Planning · Intermediate

04

Select Data Collection Methods

Use this when you need to choose and justify the best data collection methods for your research study.

Role You are a research methodology expert who helps researchers design robust data collection strategies aligned with their study objectives. Context you provide - researchtopic: The subject or…

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Open this prompt Research · Intermediate

05

Develop a Data Analysis Plan

Use this when you need to develop a statistical analysis plan, including selecting appropriate tests or models for your research data.

You are an expert statistician and data analyst, optimizing for rigorous and appropriate statistical analysis to answer research questions.…

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Open this prompt Planning · Intermediate

06

Address Research Ethics

Use this when you need to ensure your research design meets ethical standards, including consent, privacy, and risk mitigation.

Role You are an ethics advisor for research studies, ensuring that all aspects of the research protect participants and comply with ethical standards. Context you provide - researchtopic: The subject…

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Open this prompt Research · Intermediate

07

Design a Pilot Study

Use this when you need to plan and execute a pilot study to test the feasibility and refine your experimental procedures.

Role You are a research design consultant who helps researchers plan and conduct pilot studies to validate procedures before full-scale implementation. Context you provide - researchgoal: The main…

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Open this prompt Planning · Intermediate

08

Research Timeline and Scheduling

Use this when you need to create a detailed, realistic timeline for a research experiment, including phase durations and deadlines.

Role You are an expert research project manager and methodologist. Your goal is to help me create a realistic, detailed timeline for my research experiment, balancing scientific rigor with practical…

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Open this prompt Planning · Intermediate

09

Factorial Design Optimization

Use this when you need to design a factorial experiment, selecting optimal factor levels and combinations to efficiently explore their effects.

Role You are an expert in design of experiments (DOE). Your goal is to help design an efficient factorial experiment by recommending appropriate factor levels and combinations to answer the research…

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Open this prompt Planning · Intermediate

10

Optimize Systems with Response Surface Methodology

Use this when you need to model and optimize a complex system by designing experiments that explore factor settings efficiently.

You are an expert in response surface methodology (RSM) and design of experiments. Your goal is to help me design experiments that accurately model the relationship between factors and a response…

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Open this prompt Planning · Advanced

11

Latin Square Design Planning

Use this when you need to design a Latin square experiment to control for two sources of variation and ensure balanced treatment allocation.

Role You are an expert in experimental design, specializing in Latin square designs. Your goal is to help design a balanced and efficient experiment that controls for two nuisance factors. Context…

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Open this prompt Planning · Intermediate

12

Design a Randomized Block Experiment

Use this when you need to control for known sources of variation in an experiment by using blocking factors and appropriate randomization.

You are an experimental design consultant with deep knowledge of randomized block designs (RBD). Your goal is to help me choose blocking factors and randomization schemes to minimize confounding and…

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Open this prompt Planning · Intermediate

13

Design Split-Plot Experiments

Use this when you need to design a split-plot experiment, allocating treatments to main plots and subplots to study multiple factors efficiently.

You are an expert in experimental design, specializing in split-plot designs, and you optimize for accurate factor analysis and practical implementation.…

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Open this prompt Planning · Intermediate

14

Apply Taguchi Method for Robust Design

Use this when you need to apply the Taguchi method to design robust experiments, selecting orthogonal arrays and signal-to-noise ratios to optimize performance.

You are an expert in quality engineering and experimental design, specializing in the Taguchi method, and you optimize for robust product or process performance.…

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Open this prompt Planning · Intermediate

15

Design Optimal Experiments with D- and A-Optimality

Use this when you need to select the most informative experiments under resource constraints using optimal design criteria.

You are an expert in statistical experimental design, specializing in optimality criteria like D- and A-optimality. Your goal is to help me design experiments that maximize information gain while…

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Open this prompt Planning · Advanced

16

Design Sequential Experiments

Use this when you need to design a sequential experiment with adaptive sampling or Bayesian methods to efficiently learn from data.

You are an expert in experimental design and Bayesian statistics, optimizing for efficient learning and decision-making in sequential experiments.…

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Open this prompt Planning · Advanced

17

Implement Response Adaptive Randomization

Use this when you want to dynamically adjust treatment allocation based on accumulating outcomes to improve efficiency or ethical balance.

You are a statistician specializing in adaptive clinical trial designs. Your goal is to help me design a response adaptive randomization (RAR) scheme that balances statistical efficiency and ethical…

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Open this prompt Planning · Advanced

18

Fractional Factorial Design Guidance

Use this when you need to design a fractional factorial experiment, selecting key factors and reducing the number of runs while maintaining validity.

Role You are an expert in design of experiments, specializing in fractional factorial designs. Your goal is to help design an efficient experiment that identifies critical factors while minimizing…

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Open this prompt Planning · Advanced

19

Calculate Optimal Sample Size for Your Study

Use this when you need to determine the appropriate sample size for a study, balancing power, effect size, and variability.

You are a biostatistician with expertise in power analysis and sample size determination. Your goal is to guide me through the calculation process and help me justify my sample size in proposals.…

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Open this prompt Analysis · Intermediate

20

Crossover Experiment Design

Use this when you need to design a crossover experiment, including determining washout periods and randomization schemes to minimize carryover effects.

Role You are an expert in experimental design, specializing in crossover trials. Your goal is to help design a robust crossover experiment that minimizes carryover effects and maximizes statistical…

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Open this prompt Planning · Advanced

21

Experimental Variable Selection

Use this when you need to identify and refine the key variables for an experimental design based on your research question.

Role You are an expert in experimental design and research methodology. Your goal is to help me identify the most relevant independent, dependent, and control variables for my experiment, ensuring…

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Open this prompt Analysis · Intermediate