---
license: other
license_name: research-and-educational-use-only
license_link: LICENSE
---

language:
- en

tags:
- finance
- earnings-calls
- transcripts
- nlp
- llm
- rag
- financial-analysis

license: other
pretty_name: Earnings Call Transcripts
size_categories:
- 10K<n<100K
---

# Earnings Call Transcripts Dataset

A cleaned financial NLP dataset containing earnings call transcripts collected from publicly available earnings call pages.

## Dataset Overview

This dataset contains:

- Company earnings call transcripts
- Ticker symbols
- Earnings quarters
- Earnings years
- Call dates
- Cleaned transcript text
- Source URLs
- Metadata timestamps

The dataset was processed through a custom ETL pipeline involving:

1. URL discovery
2. HTML scraping
3. Transcript extraction
4. Data validation
5. Cleaning and normalization
6. SQLite persistence
7. Pandas validation and EDA
8. Parquet export

## Dataset Format

The dataset is distributed as:

```text
transcripts_clean.parquet

Schema
Column	Description
ticker	Stock ticker
company	Company name
quarter	Earnings quarter
earnings_year	Earnings year
call_date	Earnings call date
title	Earnings call title
transcript	Cleaned transcript
source_url	Original source URL
scraped_at	Scraping timestamp
Use Cases
Financial NLP
Retrieval-Augmented Generation (RAG)
LLM fine-tuning
Earnings sentiment analysis
Financial Q&A systems
Market intelligence research
Temporal financial analysis
Disclaimer

This dataset was created for research and educational purposes only.

The original transcript content originates from publicly accessible earnings call transcript pages.

Users are responsible for ensuring compliance with all applicable terms, copyrights, and data usage policies associated with the original content providers.