Category
Data Analysis AI Prompts
Analysis prompts fail without two things: context about the data and clarity about the decision it serves. Every template here asks for both — schema and sample rows on one side, the business question on the other — so the output is analysis you can act on, not a statistics lecture.
The set spans SQL writing and optimization, exploratory analysis, A/B test design and readouts, dashboard specs, and plain-English explanations of results. They pair well with tools that accept file uploads; otherwise paste representative rows into the variables.
PLG Activation Funnel Diagnostic Builder
Diagnose where self-serve users stall between signup and activation, then turn the findings into a prioritized product-led growth action plan.
SaaS Unit Economics Diagnostic
Analyze CAC, LTV, gross margin, payback period, and retention to diagnose whether your SaaS growth is efficient and sustainable.
Funnel Drop-Off Analysis Prompt
Diagnose where and why users drop off in your conversion funnel, with data interpretation frameworks, hypothesis generation, and prioritized experiment recommendations.
Transit Fare Evasion Pattern Analysis Builder
Analyze transit fare evasion patterns with station segments, time trends, inspection data, equity safeguards, revenue estimates, and intervention testing.
Food Pantry Distribution Demand Analysis Builder
Analyze food pantry demand, visit patterns, household needs, item stockouts, volunteer coverage, and distribution-slot capacity for nonprofit food programs.
Library Hold Queue Wait Time Analysis Builder
Analyze public library hold queues, copy availability, branch demand, wait times, and purchasing signals for print, ebook, audiobook, or media collections.
Sterile Processing Instrument Tray Turnaround Analysis Builder
Analyze sterile processing instrument tray turnaround times, bottlenecks, rework, case readiness, staffing, and quality issues for hospital operations.
Clinical Lab Specimen Turnaround Time Analysis Builder
Analyze clinical lab specimen turnaround time by collection, transport, accessioning, testing, verification, priority, department, and bottleneck risk.
Municipal Permit Processing Backlog Analysis Builder
Analyze building permit intake, review stages, resubmissions, staffing, and service targets to find bottlenecks and reduce municipal permit backlogs.
Fitness Class Attendance and Capacity Analysis Builder
Analyze fitness class attendance, waitlists, no-shows, instructor utilization, room capacity, membership segments, and schedule optimization opportunities.
Warehouse Slotting Efficiency Analysis Builder
Analyze warehouse slotting efficiency with SKU velocity, pick paths, cube movement, replenishment burden, congestion, safety constraints, and re-slotting recommendations.
Pharmacy Inventory Expiration Waste Analysis Builder
Analyze pharmacy inventory expiration and waste by NDC, location, lot, supplier, velocity, ordering pattern, and disposal cost with privacy-safe recommendations.
School Cafeteria Meal Participation Analysis Builder
Analyze school meal participation by campus, grade, menu, eligibility, daypart, waste, staffing, and outreach while protecting student privacy.
Public Library Program Attendance Analysis Builder
Analyze public library program attendance by branch, audience, topic, season, outreach source, capacity, repeat visits, and community impact signals.
Donor Retention Cohort Analysis Builder
Analyze nonprofit donor retention cohorts by acquisition source, gift size, cadence, campaign, stewardship touchpoints, and reactivation opportunities.
Retail Planogram Sales Lift Analysis Builder
Analyze whether a retail planogram or shelf placement change improved sales, margin, conversion, inventory movement, and store performance.
Volunteer Shift Coverage Analysis Builder
Analyze volunteer shift coverage, no-shows, skill gaps, demand peaks, and scheduling risk for nonprofits, events, and community programs.
Inventory Aging and Slow-Moving SKU Analysis Builder
Analyze aging inventory and slow-moving SKUs with sell-through, margin, days on hand, markdown risk, and action recommendations.
Retail Foot Traffic Conversion Analysis Builder
Analyze how store traffic turns into transactions by joining door counts, POS data, staffing, promotions, weather, and local events.
Manufacturing Scrap Rate Root Cause Analysis Builder
Analyze manufacturing scrap rate drivers with Pareto cuts, process variation checks, cost impact, root-cause hypotheses, and corrective action tracking.
Healthcare Claim Denial Trend Analysis Builder
Analyze healthcare claim denials by payer, code, provider, location, root cause, appeal outcome, and revenue impact.
Inventory ABC Classification Analysis Builder
Analyze inventory with ABC classification, velocity, margin, stockout risk, carrying cost, and replenishment actions for retail or warehouse teams.
Warehouse Labor Productivity Analysis Builder
Analyze warehouse labor productivity across shifts, zones, tasks, and demand patterns with fair normalization, bottleneck detection, and action recommendations.
Support SLA Breach Trend Analysis Builder
Analyze support SLA breaches by queue, priority, channel, staffing, backlog age, handoffs, and time zones to identify operational causes and recovery actions.
Site Search Zero-Results Analysis Builder
Analyze onsite search queries that return zero results, cluster intent, size revenue impact, and prioritize fixes for ecommerce or content discovery.
Data Freshness SLA Audit Builder
Audit dashboard and pipeline freshness expectations with SLA definitions, stakeholder impact, alert thresholds, and remediation actions.
Fraud Pattern and Chargeback Analysis
Analyze payment fraud, chargeback trends, risky segments, and prevention levers using transaction, dispute, and customer behavior data.
On-Time Delivery Delay Root Cause Analysis
Analyze late deliveries by lane, carrier, warehouse, product, and SLA to identify root causes and operational fixes.
Warehouse Fill Rate and Stockout Risk Analyzer
Evaluate order fill rate, stockout drivers, and replenishment risk across products, warehouses, or regions.
Time Series Decomposition and Trend Analysis
Decompose time series data into trend, seasonality, and residual components to uncover patterns and build better forecasts.
Customer Lifetime Value Prediction Model Builder
Build a predictive customer lifetime value (CLV) model using historical transaction data to forecast future revenue, segment customers by value tiers, and inform acquisition spend decisions.
Geospatial Data Analysis and Mapping Guide
Analyze location-based datasets to uncover geographic patterns, build heat maps, optimize service areas, and make data-driven decisions about physical expansion or logistics.
Customer Churn Analysis Prompt
Analyze customer churn patterns to identify at-risk segments, root causes, and retention interventions.
Frequently Asked Questions
How do I use these data analysis AI prompts?
Open any prompt, copy the template, and replace the bracketed [variables] with your own details. Then paste it into your AI tool — each prompt page shows a realistic example output and tips for better results.
Which AI tools work with these data analysis prompts?
Most templates in this category are written for ChatGPT, Claude and Gemini, and each prompt page lists exactly which tools it's been written for. The templates use structured plain language, so they transfer well between assistants.
Are these data analysis prompts free?
Yes — all 33 prompts in this category are free to copy, customize, and use. No signup required.