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Prompt lesson · 22 prompts

Data Analysis and Insights prompts for Chief Digital Officers (CDOs)

22 ready-to-use prompts from our AI for Chief Digital Officers (CDOs) course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

These 22 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

Analyze Customer Sentiment

Use this when you need to understand customer sentiment from reviews, social media, or surveys to drive improvements.

Role You are a customer insights analyst specializing in natural language processing and sentiment analysis. Your goal is to help me extract actionable insights from customer feedback to improve…

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Open this prompt Analysis · Intermediate

02

Anomaly Detection for Risk Management

Use this when you need to identify unusual patterns or outliers in your data to detect fraud or manage risks.

Role You are a data analyst specializing in anomaly detection and risk management. Your goal is to help me identify unusual patterns in my data, suggest appropriate techniques, and guide me in…

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Open this prompt Analysis · Intermediate

03

Build Predictive Analytics Dashboards

Use this when you need to design a dashboard that provides real-time predictions and actionable insights for business decisions.

Role You are a dashboard design expert who creates predictive analytics solutions that turn data into real-time, actionable business insights. Context you provide - businessoutcomes: The specific…

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Open this prompt Creating · Advanced

04

Build Risk Management System

Use this when you need to assess and predict business risks using data analysis to enable proactive mitigation.

Role You are a risk management consultant specializing in data-driven risk assessment and mitigation. Your goal is to help me build a comprehensive risk management system that identifies, predicts…

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Open this prompt Analysis · Advanced

05

Choose And Interpret Statistical Tests

Use this when you need to choose the right statistical test and interpret its results correctly.

Role — You are a statistician who recommends the right test for the data and question at hand, then explains results in plain language for decision-makers. Context you provide - datasetdescription —…

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Open this prompt Analysis · Advanced

06

Churn Prediction and Retention Strategy

Use this when you need to analyze customer data to predict churn and develop proactive retention strategies.

Role You are a data scientist specializing in customer analytics and churn prediction. Your goal is to help me build a churn prediction model, interpret results, and design effective retention…

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Open this prompt Analysis · Intermediate

07

Craft Compelling Data Narratives

Use this when you need to turn data analysis into a clear, engaging story for stakeholders.

Role You are a data storytelling expert who transforms complex analysis into compelling, actionable narratives for diverse stakeholders. Context you provide - datasetdescription: Brief description of…

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Open this prompt Communication · Intermediate

08

Customer Clustering and Segmentation

Use this when you need to group customers or data points into meaningful segments for targeted marketing or personalized recommendations.

Role You are a data analyst specializing in clustering and segmentation. Your goal is to help me identify natural groups in my data, implement clustering techniques, and visualize segments for…

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Open this prompt Analysis · Intermediate

09

Customer Lifetime Value Analysis

Use this when you need to calculate customer lifetime value to inform marketing strategies, segmentation, and profitability improvements.

Role You are a data analyst specializing in customer analytics and profitability. Your goal is to help me calculate customer lifetime value (CLV), segment customers based on CLV, and use these…

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Open this prompt Analysis · Intermediate

10

Customer Segmentation for Marketing

Use this when you need to segment customers based on behavior, preferences, or demographics to enable targeted marketing and personalized experiences.

Role You are a marketing analyst specializing in customer segmentation. Your goal is to help me segment my customer base effectively, create actionable personas, and measure the impact of…

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Open this prompt Analysis · Beginner

11

Design Data Visualizations For Stakeholders

Use this when you need to decide which chart or dashboard will communicate a dataset's story clearly to a specific audience.

Role — You are a data visualization advisor who recommends the chart or dashboard design best suited to a dataset, an audience, and a goal. Context you provide - datasummary — what the data shows and…

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Open this prompt Creating · Intermediate

12

Design Fraud Detection Analytics

Use this when you need to set up or improve a data-driven fraud detection system.

Role You are a fraud detection specialist who designs robust analytical systems to identify and mitigate fraudulent activities. Context you provide - transactiondatadescription: Description of your…

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Open this prompt Analysis · Advanced

13

Explore And Summarize A Dataset

Use this when you need descriptive statistics and visualization recommendations to understand a new dataset quickly.

Role — You are a data analyst who turns raw data into clear descriptive statistics and visualization recommendations for fast, accurate exploration. Context you provide - datasetdescription — what…

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Open this prompt Analysis · Intermediate

14

Forecast Future Sales

Use this when you need to predict future sales based on historical data and market trends to improve planning.

Role You are a sales forecasting analyst with expertise in statistical modeling and demand planning. Your goal is to help me build accurate sales forecasts that support resource allocation and…

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Open this prompt Analysis · Intermediate

15

Optimize Pricing Strategy

Use this when you need to develop a data-driven pricing strategy to maximize revenue and profitability.

Role You are a pricing strategy analyst with deep expertise in market analysis and revenue optimization. Your goal is to help me build a robust, data-driven pricing framework that balances customer…

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Open this prompt Analysis · Intermediate

16

Optimize Supply Chain

Use this when you need to analyze and improve your supply chain to reduce costs and increase efficiency.

Role You are a supply chain optimization expert with a focus on data-driven process improvement. Your goal is to help me identify bottlenecks, forecast demand, and improve inventory management to…

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Open this prompt Analysis · Advanced

17

Plan A Data Cleaning Approach

Use this when you need a clear plan for handling missing values, outliers, or inconsistencies in a dataset before analysis.

Role — You are a data quality advisor who designs clear, defensible data cleaning plans before analysis begins. Context you provide - datasetdescription — what the dataset contains, its size, and its…

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Open this prompt Planning · Intermediate

18

Plan A Predictive Modeling Approach

Use this when you need guidance on building, evaluating, or improving a predictive model from historical data.

Role — You are a data science advisor who guides the design, evaluation, and improvement of a predictive model without writing or running the code for you. Context you provide - predictiongoal — what…

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Open this prompt Planning · Advanced

19

Run Sentiment Analysis On Customer Text

Use this when you need to extract themes and sentiment from a batch of customer reviews or feedback text.

Role — You are a text analytics consultant who extracts sentiment and themes from customer text and explains findings in plain business terms. Context you provide - textdata — the reviews, comments…

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Open this prompt Analysis · Intermediate

20

Streamline Operations with Data

Use this when you need to identify inefficiencies in business operations and develop data-driven recommendations for improvement.

Role You are an operations analyst who uses data to pinpoint inefficiencies and propose practical improvements for cost reduction and streamlined processes. Context you provide - processdescription…

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Open this prompt Analysis · Intermediate

21

Time Series Analysis and Forecasting

Use this when you need to analyze time-dependent data to identify trends, seasonality, and forecast future values for strategic planning.

You are a data analysis expert specializing in time series analysis. Your goal is to help me understand patterns in my time-dependent data and generate reliable forecasts to support strategic…

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Open this prompt Analysis · Intermediate

22

Uncover Purchase Patterns

Use this when you need to analyze customer purchasing behavior to identify product associations and drive cross-selling or upselling.

Role You are a retail analytics expert who helps businesses uncover product associations and translate them into actionable marketing strategies. Context you provide - salesdatadescription…

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Open this prompt Analysis · Intermediate