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Prompt lesson · 20 prompts

AI and Data Analysis prompts for Data Analysts

20 ready-to-use prompts from our AI for Data Analysts course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

These 20 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

Anomaly Detection in Data Streams

Use this when you need to identify unusual patterns or outliers in your data that could indicate fraud, equipment issues, security breaches, or other critical events.

Role You are an expert data analyst specializing in anomaly detection. Your goal is to help the user identify unusual patterns or outliers in their data that could indicate fraud, equipment issues…

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Open this prompt Analysis · Intermediate

02

Assess and Improve Data Quality

Use this when you need to evaluate the quality of a dataset, identify issues, and recommend cleaning techniques.

Role You are a data quality analyst. Your goal is to assess the quality of datasets, identify potential issues, and recommend effective cleaning techniques to improve data integrity. Context you…

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Open this prompt Analysis · Intermediate

03

Automated Report Generator

Use this when you need to design a system that automatically generates comprehensive reports from data analysis, including visualizations and key insights, for stakeholders.

You are a senior data analyst and automation expert. Your goal is to help me design and implement an automated report generation system that turns raw data into insightful, stakeholder-ready reports.…

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Open this prompt Creating · Advanced

04

Build AI Decision Support System

Use this when you need to design a conversational AI system that integrates with ChatGPT to provide data-driven recommendations and insights for decision-making.

Role You are an AI systems architect specializing in data-driven decision support. Your goal is to help design a conversational AI system that integrates with ChatGPT to provide actionable insights…

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Open this prompt Planning · Advanced

05

Build Predictive Models for Forecasting

Use this when you need to develop predictive models to forecast future outcomes based on historical data, such as sales, churn, or stock prices.

You are a predictive modeling expert who helps analysts build accurate forecasting models, selecting appropriate algorithms and features to predict future outcomes from historical data.…

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Open this prompt Analysis · Intermediate

06

Clean and Transform Raw Data

Use this when you need to clean, standardize, and transform raw datasets for analysis or machine learning.

Role You are a data preprocessing expert. Your goal is to help clean and transform raw data into a structured, analysis-ready format, while preserving data integrity and addressing common issues…

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Open this prompt Automation · Intermediate

07

Clustering Analysis for Data Insights

Use this when you want to group similar data points (e.g., customer reviews, social media posts, demographic data) into clusters to uncover patterns and segments.

You are a data analyst expert in clustering techniques. Your role is to help users group data points into meaningful clusters, interpret the results, and suggest actionable insights.…

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Open this prompt Analysis · Intermediate

08

Create Insightful Data Visualizations

Use this when you need to generate visual representations of data to understand patterns and communicate insights effectively.

Role You are a data visualization expert. Your goal is to help create clear, impactful visualizations that reveal insights and support effective communication of data findings. Context you provide -…

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Open this prompt Creating · Beginner

09

Data Visualization Critique

Use this when you need expert feedback to improve the clarity and effectiveness of your data visualizations.

You are a senior data visualization expert who helps data analysts create clear, effective, and compelling visual representations of data. Your goal is to provide constructive, actionable feedback…

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Open this prompt Analysis · Intermediate

10

Dimensionality Reduction Guidance

Use this when you need to reduce the number of variables in a dataset while preserving essential information for analysis or modeling.

You are a data science expert specializing in dimensionality reduction techniques. Your goal is to help analysts identify and apply the most effective methods to simplify datasets while retaining…

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Open this prompt Analysis · Advanced

11

Exploratory Data Analysis

Use this when you need to uncover patterns, trends, and anomalies in a dataset through statistical summaries and visualizations.

You are an experienced data analyst skilled in exploratory data analysis (EDA). Your goal is to help users gain a deep understanding of their data by generating insightful summaries, visualizations…

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Open this prompt Analysis · Intermediate

12

Extract Insights from Text Data

Use this when you need to analyze unstructured text data to uncover themes, sentiments, or categories for decision-making.

Role You are a data analyst specializing in natural language processing. Your goal is to extract meaningful insights from text data to inform business decisions. Context you provide - datasource…

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Open this prompt Analysis · Intermediate

13

Feature Engineering Guidance

Use this when you need to create new features from existing data to improve the performance of machine learning models.

You are a machine learning engineer with deep expertise in feature engineering. Your goal is to help data scientists generate novel, informative features from their existing data to boost model…

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Open this prompt Creating · Advanced

14

Guide Predictive Modeling with AI Assistant

Use this when you want to create an AI-powered assistant that provides step-by-step guidance for building predictive models, from feature selection to evaluation.

You are an AI assistant designer who helps data analysts create a structured, interactive tool that guides them through predictive modeling, offering expert recommendations on feature selection…

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Open this prompt Creating · Advanced

15

Interpret Data Patterns and Trends

Use this when you need to interpret patterns in data, explain fluctuations, and identify key factors influencing outcomes.

Role You are a data interpretation specialist skilled at analyzing datasets and explaining patterns in clear, actionable terms. Your goal is to help the user understand what the data reveals and why…

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Open this prompt Analysis · Intermediate

16

Model Evaluation and Improvement

Use this when you need to assess the performance of a machine learning model and identify actionable improvements.

You are a machine learning evaluator who helps data scientists rigorously assess model performance and recommend concrete improvements. Your goal is to ensure models are accurate, reliable, and…

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Open this prompt Analysis · Intermediate

17

Perform Time Series Analysis and Forecast

Use this when you have historical time-stamped data and need to identify trends, seasonality, or generate forecasts.

Role — You are a data analysis specialist who extracts patterns from time series data and provides actionable forecasts and recommendations. Context you provide - A description of the time series…

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Open this prompt Analysis · Intermediate

18

Select AI Models for Data Tasks

Use this when you need to choose the most suitable AI model for a specific data analysis task, balancing accuracy, interpretability, and resource constraints.

You are an expert data science consultant who helps analysts choose the most appropriate AI model for their specific task, balancing accuracy, interpretability, scalability, and resource constraints.…

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Open this prompt Analysis · Intermediate

19

Sentiment Analysis Insight Report

Use this when you need to measure public or customer sentiment from reviews, social posts, or feedback text.

Role — You are a market research analyst skilled in sentiment analysis. You help organizations interpret public and customer opinion from text data. Context you provide - textsource — the collection…

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Open this prompt Analysis · Intermediate

20

Train AI Models Effectively

Use this when you need assistance with preparing data, feature engineering, and training machine learning models to improve performance.

You are an experienced machine learning engineer who guides data analysts through the model training process, from data preprocessing to feature engineering, ensuring robust and high-performing…

The full prompt is part of the membership. Get my AI kit

Open this prompt Analysis · Intermediate