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Problem Guide 07 of 08

AI for Data & Spreadsheets

Use AI to explain data, propose formulas, classify text, clean inconsistent entries, identify patterns, and help build repeatable analysis—without blindly trusting calculations.

Where AI can help

Practical opportunities in Data & Spreadsheets

These are starting points for assisted workflows. The goal is faster, more consistent work—not removing accountability from the people who own the outcome.

Opportunity 01
Explain spreadsheet columns and formulas

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Opportunity 02
Draft formulas from plain-language requirements

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Opportunity 03
Classify or normalize text fields

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Opportunity 04
Summarize trends and anomalies for review

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Opportunity 05
Generate analysis code or query logic

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Opportunity 06
Turn raw tables into management summaries

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Opportunity 07
Create data-cleaning rules

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Opportunity 08
Document how recurring reports are produced

Use AI to prepare, organize, draft, classify, summarize, or route this work faster—while keeping business rules and human review in the loop.

Start small

Three pilots worth testing first

Ask AI to explain an existing spreadsheet

Start with a small, repeatable version. Define the input, expected output, review owner, and a simple measure of whether the workflow improved.

Create formulas from a clearly defined business rule

Start with a small, repeatable version. Define the input, expected output, review owner, and a simple measure of whether the workflow improved.

Build a recurring report narrative from reviewed figures

Start with a small, repeatable version. Define the input, expected output, review owner, and a simple measure of whether the workflow improved.

Reusable workflow pattern

Turn the problem into a controlled workflow.

1. Prepare

Use a copy of the data, remove unnecessary sensitive fields, and define the question.

2. Analyze

AI proposes formulas, code, classifications, summaries, or patterns.

3. Validate

Check formulas, totals, samples, edge cases, and assumptions independently.

4. Operationalize

Use only validated logic in production reports or business decisions.

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Problem guardrail

AI can make arithmetic, formula, and interpretation errors. Independently validate calculations and never expose confidential datasets to tools that are not approved for that data.