excel-data-analysis-and-report-generation

Extract Excel data into category statistics, crosstabs, and chart images.

2|Updated May 19, 2026
One-click install
npx skills add https://github.com/aiyinluya/SenseNova-Skills-Studio --skill excel-data-analysis-and-report-generation-aiyinluya
Or copy as Structured Prompt for Agent
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Skill: excel-data-analysis-and-report-generation
Source: https://github.com/aiyinluya/SenseNova-Skills-Studio/tree/main/skills/sn-da-excel-workflow/capability/excel-result-export/report-generation-export
Command: npx skills add https://github.com/aiyinluya/SenseNova-Skills-Studio --skill excel-data-analysis-and-report-generation-aiyinluya

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill extracts multiple data types from Excel, performs category mapping and cross-analysis, and produces a comprehensive analysis report with visual charts plus downloadable result links to reduce manual reporting work.

Core Features & Use Cases

  • Category mapping & statistics: Builds category distributions from a target column using keyword-based mapping, including counts, percentages, and a total row.
  • Cross analysis: Generates crosstab-style comparisons between group columns and derived categories with totals for quick insight.
  • Threshold exceed detection: Identifies rows where target values exceed limits and assigns severity based on how far the exceedance goes, using backward lookup tied to nearby “limit” and “keyword” markers.
  • High-resolution chart & exportable outputs: Renders a pie chart for category share and exports an Excel file for the underlying statistical table, with sandbox download links.

Quick Start

Use this skill to analyze the attached Excel dataset by extracting the specified columns, generating category distribution statistics and cross-analysis, and exporting the chart and analysis_result.xlsx for download.

Frequently Asked Questions about excel-data-analysis-and-report-generation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate an Excel analysis report with category statistics and visual charts?

To generate an Excel analysis report, this skill extracts multi-type spreadsheet data, performs keyword-based category mapping on a target column, and renders a pie chart for category share alongside an exported XLSX statistical table.

Can I build a crosstab comparison across organizational groupings from spreadsheet data?

Yes, you can build a crosstab comparison by specifying a group column. The skill generates crosstab-style comparisons between the group column and derived categories, including totals for quick cross-dimension insight.

How does threshold exceedance detection work for Excel data alerting?

Threshold exceedance detection identifies rows where target values exceed assigned limits. It uses backward lookup tied to nearby limit and keyword markers to assign severity based on how far the exceedance goes.

What do I need to prepare to automate sales or project reporting from Excel files?

You need an Excel dataset with a target column for category mapping, an optional group column for crosstab generation, and limit or keyword markers if you require threshold-based alerting and exceedance detection.

Does this tool support exporting high-resolution chart images and statistical tables?

Yes, the tool supports exporting high-resolution chart images. It renders a pie chart for category distribution and exports the underlying statistical table as an analysis_result.xlsx file with sandbox download links.

What is the best way to analyze category distributions and percentages in Excel?

The best way to analyze category distributions is using keyword-based category mapping on a target column. This process calculates counts, percentages, and a total row, then visualizes the share as a pie chart.