Market figures, in open access

The Observatory's open databases bring together fifteen years of series on the art market: index, volumes, number of lots, median prices, unsold rate, by segment and by region.
They are published under an open licence, in CSV format and through a programming interface, with a dictionary of variables and methodological notes. They are updated every quarter.
This page presents the content of the databases, the available formats and good reuse practices.
Databases in figures
Source: OIMAP Observatory.
What the databases contain
The databases contain eleven main series: global index, indices by segment and by region, transaction volumes, number of lots sold, median prices, unsold rates, annual rankings of the biggest sales, number of certificates issued, breakdown by type of operator, digital market volumes and regulation indicators.
Each series comes with a sheet: definition, source, period, frequency, unit, margin of error, date of last update. A revision log makes it possible to find the values as they were published on a given date.



Formats and access
The data are offered in CSV, XLSX and JSON format. A programming interface makes it possible to query the series by code, period and filter, with a limit of 100 requests per minute. A free key is issued on simple registration.
For heavier needs, a complete file is made available every quarter. The dictionary of variables describes each field and its possible values.
Data in the service of research
The open databases have enabled about a hundred academic works to see the light since 2019. They are also used by insurers to calibrate their premiums, by banks to assess guarantees, and by journalists to verify information.
The Observatory lists the works that use its data and presents them in an online bibliography. Users are invited to declare their publications there.
Main series
| Series | Frequency | Start | Format |
|---|---|---|---|
| Global index | Monthly | 2015 | CSV, JSON |
| Indices by segment | Monthly | 2015 | CSV, JSON |
| Indices by region | Monthly | 2018 | CSV, JSON |
| Volumes and lots | Quarterly | 2010 | CSV, XLSX |
| Sales rankings | Annual | 2010 | CSV |
Landmarks
- First series
Global index.
- Open licence
Release of the data.
- API
Programmatic access.
- 11 series
Quarterly updates.
Citing a series
File or API

File
CSV, XLSX- Simple
- Ideal for a spreadsheet
- Frozen file
For one-off use.
![Bifolium from a Bible: Initial E[t factum est] with Ezekiel (c. 1290)](/images/bibliotheque/manuscrit/cma135736-s.webp)
API
Programmatic interface- Automatic updates
- Targeted queries
- Requires a key
For regular use.



Using the databases
- Choose
Select the series.
- Read
Consult the sheet.
- Download
Retrieve the file or the API key.
- Analyse
Process the data.
- Cite
State the source and the version.
Good practices
A developer

« The API is well documented and stable. I built the index into a dashboard in one afternoon. »
Vocabulary of data
- API
- Interface for accessing data programmatically.
- Dictionary
- Description of the fields of a database.
- Series
- Sequence of values over time.
- Revision
- Correction of a value already published.
Frequently asked questions
Do I need to register?
Only to obtain an API key.
Is the data free?
Yes, under an open licence.
Can they be used commercially?
Yes, with mention of the source.
How do I report an error?
Through the contact form.
Useful documents
Contacts

Back to publications
Image credits (16)
- Illuminated Opening Page Titled Laila and Majnun from a Khamsa (Quintet) of Nizami of Ganja, Ja'far Baisunghuri (835 AH/1431–32 CE) — The Metropolitan Museum of Art, CC0 1.0
- Bookplate: Boylston Medical Library, George Girdler Smith (1806–39) — Cleveland Museum of Art, CC0 1.0
- Left side of a double-page album folio: Outside a Royal Encampment (recto) and Calligraphy, Persian Verses (verso), Bihzad (c. 1485) — Cleveland Museum of Art, CC0 1.0
- Sweet Melancholy, Joseph-Marie Vien (1756) — Cleveland Museum of Art, CC0 1.0
- A Manuscript of Five Sections of a Qur'an (18th century) — The Metropolitan Museum of Art, CC0 1.0
- A Lady Reading, Francis Seymour Haden (1833–1910) — Cleveland Museum of Art, CC0 1.0
- Bifolium from a Bible: Initial E[t factum est] with Ezekiel (c. 1290) — Cleveland Museum of Art, CC0 1.0
- Letter Box, Ogata Kōrin (1700s) — Cleveland Museum of Art, CC0 1.0
- Miniature from a Manuscript of the Apocalypse: The War in Heaven (c. 1295) — Cleveland Museum of Art, CC0 1.0
- St. Anthony Reading, Albrecht Dürer (1519) — Cleveland Museum of Art, CC0 1.0
- Leaf from a Missal: The Crucifixion (recto) and Text (verso) (c. 1330–40) — Cleveland Museum of Art, CC0 1.0
- Eighteen Views of Rome: The Piazza Farnese (recto); Cartouche (verso), Lievin Cruyl (1664) — Cleveland Museum of Art, CC0 1.0
- Hours of Queen Isabella the Catholic, Queen of Spain, Master of the First Prayerbook of Maximillian (c. 1500) — Cleveland Museum of Art, CC0 1.0
- An Indigo Factory, Allahabad, Louis-Théophile Marie Rousselet (1865–68, published 1869–70) — Cleveland Museum of Art, CC0 1.0
- Nuova pianta di Roma data in luce da Giambattista Nolli l’anno MDCCXLVII, known as La Pianta Grande di Roma, Giovanni Battista Nolli (1748) — Cleveland Museum of Art, CC0 1.0
- Seal of Doge Michele Steno (reverse) (1400–1409) — Cleveland Museum of Art, CC0 1.0
The Metropolitan Museum of Art · CC0 1.0
Studies and publicationsAnalysis notes, sector studies and databases of the OIMAP Observatory, in open access.›
MethodologyCollection, checking, calculation and publication: the detailed method that produces the OIMAP art market statistics.›
Global indexThe OIMAP global index tracks changes in art market prices at constant quality, every month, since 2015.›