Complete, downloadable MLB player statistics from 1901 to present. Free and fully documented.
Used in all The Baseball Scholar analytical articles and historical research.
What’s included
- Every MLB player season since 1901
- Standard batting and pitching stats, and fielding positions
- One row per player per season
- Cleaned, consistent column names
- Regularly updated for new seasons
Download the Data
| Dataset | Seasons | Format | Download |
| Complete MLB Player Stats | 1901 – Present | CSV | Download |
| Complete MLB Player Stats | 1901 – Present | Excel | Download |
| Batting Only | 1901 – Present | CSV | Download |
| Pitching Only | 1901 – Present | CSV | Download |
Data Sources & Methodology
This dataset is compiled from publicly available historical baseball records and standardized to ensure consistency across eras. Column definitions, data sources, and known limitations are documented to support accurate historical comparison.
How This Data Is Used
All Baseball Scholar analysis is grounded in this dataset. Articles about player performance, all lists, and other historical writings draw directly from these files.
Data Updates
The datasets are updated as new seasons conclude and corrections are identified.
This dataset is provided for educational and research use. Attribution to The Baseball Scholar is appreciated when cited.
The Baseball Scholar 