---
name: lead-list-analysis
description: >-
  Assesses the quality, composition, and usefulness of a lead list.
  Use when the user provides a lead list and wants completeness,
  distribution, quality issues, and recommended next actions.
license: MIT
metadata:
  author: ProfileSpider
  version: "1.0"
  category: analysis
  source: https://profilespider.com/resources/lead-list-analysis
---

# Lead List Analysis

## Purpose

Assess the quality, composition, and usefulness of a lead list with next actions.

## When to use this skill

- Sanity-checking a list before outreach
- Measuring field completeness and gaps
- Understanding list composition
- Deciding what to fix or enrich next

## When not to use this skill

- You want per-record scoring (use Lead Qualification)
- The file has no consistent structure
- You need market-level patterns (use Market Research)

## Required inputs

- A lead list

## Optional inputs

- Required fields for your use
- Your ICP for fit distribution
- A quality threshold

## Rules

1. Report real completeness rates, not estimates.
2. Surface concrete quality issues with counts.
3. Tie next actions to the issues found.
4. Do not invent missing values.
5. Keep the analysis structure consistent.

## Process

1. Profile the list size and fields.
2. Compute field completeness.
3. Summarize segment distribution.
4. Detect quality issues and missing data.
5. Recommend next actions.

## Output format

Return a list-quality report with the following fields:

- list_overview
- field_completeness
- segment_distribution
- quality_issues
- missing_data
- recommended_next_actions

## Validation

- Confirm completeness rates match the data.
- Confirm issue counts are accurate.
- Confirm actions address the issues.

## Limitations

- Analysis reflects the supplied list only.
- It measures completeness, not factual correctness.

## Source and license

Source: https://github.com/spiralcrew-ou/profilespider-agent-skills/blob/6c65d0507687364704a180476613b72467028e87/lead-list-analysis/SKILL.md

MIT License

Copyright (c) 2026 SpiralCrew

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.