The Hague Innovators Challenge Finals 2022

Try Our Software

Daniel in the EHV Innovation Café

Open Data: Gold Without Rush

When you need data from the past, it is too late to start collecting it. If you need satellite data, it is unlikely that you can have your own sensors in the space. Working with open data is sometimes cheaper than with market vendor data. But most open data is not processed. We made the investment to clean it for you.

Blog: Why is it so hard to work with it?

Our new, vertical observatories bring ESG and antitrust solutions from our domain-specific observatories. The competition observatory is in an early, conceptual phase. We are currently making progress with the ESG reporting issue, which overlap, for example, in providing evidence against greenwashing.

UN SDG 16

UN SDG 17

Search Things Not Strings

A very cold winter is coming to Europe.
Thermowatt is looking for specific locations in the Hague, then South Holland, then in the Benelux, then in the EU, to pump out the energy from lukewarm wastewater, protecting both your energy costs, the climate, and the biodiversity of natural water bodies.

Blog: Open Linked Data & Semantic Search for Buildings

Link Unconnected, Hard-to-use Data

Just weeks before the tragic, but sadly predictable Belgian floods we connected some open, but unprocessed opinion poll data about the perception of flood risk, hydrological data about the actual risk of flood, and public finance data in the extremely decentralized country.

The data has been there, but it was not in a form that public policymakers, insurers of NGOs could have used directly. We are looking for partners to create similar use cases with for computational antitrust researchers or practitioners.

Blog: Connect Hydrological, Public Finance, and Opinion Poll Data

Looking for partners

We are looking for partners within the Dutch AI Coalition Culture and Media Working Group and similar organizations to integrate our data observatories into global knowledge graphs and to use them deploy trustworthy AI. ☛ blogspot ☛ slides

Check Out Our Observatories!

Learn R With Our Team

Participating in open source is often a highly collaborative experience. We’re encouraged to create in public view, and we’re incentivize to welcome contributions of all kinds from people around the world. This makes the practice of open source as much social as it is technical. ☛ slides

Slides

REPREX
Big Data For All

The Reprex is a Netherlands-based data science startup founded in 2020. We help to decrease the inequalities caused by big data and AI, and we thrive to make an impact on the UN SDG agenda.
We are finalists in The Hague Innovators Award 2022 competition.

Latest News

Daniel Antal

Last updated on Dec 11, 2024 5 min read

Dataweek²⁴: Data-driven Compliance with the Corporate Social Responsibility Directive

Reprex is building a data sharing system, Reprexbase, which is built around Wikibase as a knowledge broker system. We design it in a way that it help compliance with ESG reporting and the new European Sustainability Reporting Standards.

Daniel Antal

Last updated on Jun 6, 2024 1 min read

Open Music Observatory: Towards a European Music Dataspace

Introduction of the Open Music Observatory, a decentralised way to create a data observatory with the help of a modern, federated, decentralised data-sharing space that is interoperable with various EU digital services.

Reprex

Last updated on Apr 20, 2024 1 min read

Building Public-Private Data Partnerships

This blogpost will be updated after the conference.

Reprex

Last updated on Dec 8, 2023 3 min read

Create Data Frames that are Easier to Exchange and Reuse

Reprex released the 0.2.6 version of its [dataset] R package to make data frames easier to exchange and reuse.

Daniel Antal

Last updated on Nov 12, 2023 8 min read

Categorizing Cultural & Creative Sectors: An Impossible Task?

Creating a more flexible and useful business and occupational categorisations for the music and film industries.

See all posts

Applications

Smart Policy Documents

Stop uploading your work onto the web 2.0 in a pdf, epub, or word file. Build a self-refreshing resource that re-refreshes the statistics, legal texts, tables, visualizations, footnotes and bibliography instead. This way you’ll have a greater impact: you’ll connect to web 3.0 of the global knowledge graphs, and your work can be reused much better.

Smart Reporting Resources

Stop uploading your work onto the web 2.0 in a pdf, epub, or word file. Build a self-refreshing resource that re-refreshes the statistics, legal texts, tables, visualizations, footnotes and bibliography instead. This way you’ll have a greater impact: you’ll connect to web 3.0 of the global knowledge graphs, and your work can be reused much better.

Application Development

We are building and ecosystem of open data, open software and trustworthy algorithms around our data observatories. We collaborate with scientific software developers, and their communities, such as rOpenGov. Our software tools have many thousand users, but they require coding skills.

Eviota

Connected financial and sustainability reporting

Listen Local

Listen Local is a trustworthy, ethical AI-powered system that aims to help great artists in small organizations and small countries using big data.

Automated Data Observatories

From open data and open-source statistical software to data-as-service.

Cultural & Creative Sectors and Industries Data Observatory

Relying on modern data science, the re-use of open governmental data, open science data, and novel harmonized data collection we aim to fill in the gaps left in the official statistics of the European Union about the creative and cultural sectors and industries.

Last updated on Oct 6, 2022

Cultural & Creative Sectors and Industries Data Observatory

Green Deal Data Observatory

An ambitious project to connect environmental sensory data, political and policy survey data with socio-economic indicators.

Last updated on Aug 29, 2022

Competition Data Observatory

Our observatory is monitoring the certain segments of the European economy, and develops tools for computational antitrust in Europe.

Last updated on Aug 29, 2022

Economy Data Observatory

An incubator for socio-economic data observatories. Its first offspring is the Competition Data Observatory.

Last updated on Jul 11, 2021

Digital Music Observatory

The Digital Music Observatory is a fully automated, open source, open data observatory that links public datasets in order to provide a comprehensive view of the European music industry.

Last updated on Aug 29, 2022

Meet our team →

Accomplishments

Smart Policy Documents Monitor National Policy

Slovak Ministry of Culture

Mar 2023 – Dec 2025 Bratislava, Slovakia

Reprex’s Smart Policy Documents technology will be used to monitor the national cultural and creative industry policies of the Slovak Republic.

Finalist, Winner of Audience Prize

The Hague Innovators Challenge 2022

Sep 2022 – Nov 2022 The Hague, Netherlands

We want to bring the future European Music Observatory, and various SGD related international data projects to the Hague.

Listen Local Lithuania

MXF

Sep 2022 – Feb 2023 Vilnius, Lithuania

Integration of knowledge about the Lithuanian commercially released music in the world. Help Lithuanian artists and music providers to find locally relevant content and increase market share.

OpenMuse

Sinus + OpenMuse Consortium

Jul 2022 – Dec 2025 Berlin, Germany

Launch our research automation tools from data collection to dissemination for scientific, business and policy partners, including OPA-compatible smart policy documents for music economy, music diversity, music innovation policies and ESG reporting.

Eviota

Inova+ & European Music Council

Jul 2022 – Feb 2023 Brussels, Belgium

Awarded project in the Green Recovery section of MusicAire.

Trustworthy AI Systems Hub

Competition Policy Centre, University of East Anglia & partners

Feb 2022 – Apr 2023 London, United Kingdom

With our Digital Music Observatory and Listen Local we are partners in finding potential adverse outcomes of AI-driven, autonomous music recommendation systems on market competition.

Cultural Creative Sectors Industries Data Observatory

University of Amsterdam

Oct 2021 – Present Amsterdam, Netherlands

A first replication and extension attempt of our beachhead product, the Digital Music Observatory to serve the film, fashion, book, design, gaming industries.

Listen Local Slovakia Demo App & Feasibility Study

Slovak Arts Council & SOZA

Sep 2020 – Dec 2020 Bratislava, Slovakia

Formalizing our automated data observatory product and our bridghead into the music industry

AI+Blockchain Product/Market Fit Validation

University X

Oct 2020 – Dec 2020 Delft, Zuid-Holland, Netherlands

Formalizing our automated data observatory product and our bridghead into the music industry

Central European Music Industry Report

CEEMID, state51 group

Oct 2020 – Dec 2020 Brussels, Belgium

A 12-country music data harmonization and reporting project with a a best-practice report.

Software

tuRtle

Synchronize datasets with global knowledge hubs

Jan 2024 – Present

The new, very early stage tuRtle package helps the annotation of datasets created in the R statistical environment with the Resource Description Frameworks Turtle language for linking across the Internet.

dataset

Synchronize datasets with global knowledge hubs

Jun 2022 – Present

The primary aim of dataset is create well-referenced, well-described, interoperable datasets that can be easily placed on global knowledge graphs using the W3C DataSet and RDF definition, or syncronized via APIs that follow the Statistical Data and Metadata eXchange standards.

eviota

Connect financial and environment accounts, create financial + ESG reports

Jul 2022 – Dec 2025

Our minimum viable product will create CSRD sustainability reports.

statcodelists

Make your data codes understood globally

Aug 2023 – Present

Use the standardized codebooks of the Statistical Data and Metadata eXchange for international, language-independent, machine-to-machine data exchanges.

regions

Create from raw survey data more granular statistics in any EU country.

May 2020 – Present

Malta and Germany are hard to compare. Compare provinces with provinces, regions with regions. Documentation & download

retroharmonize

Harmonize questions banks, recycle answers from past surveys

Jul 2020 – Present

Never start a questionnaire from scratch. Recycle questions from question banks, answer from open data repositories, and let your respondents add theirs. Documentation & download

iotables

Create economic or environmental impact assessments in any EU country.

Nov 2018 – Present

Tax, employment, green house gas multipliers, induced effects, policy scenarios. Documentation & download

Projects

TextileBase

The main goal of TextileBase is to help dress history scholars and practitioners by creating a gateway to linked data that have been collected and stored by researchers and memory institutions.

Reprex

SKCMDb

Download our feasibility study from https://doi.org/10.5281/zenodo.6427514. In 2020, we studied the effect of increasingly AI-driven streaming platforms on the Slovak music repertoire. We realised that music is being recommended by algorithms, not only to YouTube or Spotify subscribers but also to radio editors, concert promoters, and festival organisers.

Reprex

The Finno-Ugric Data Sharing Space

We would like to present the concept and a demo of a Finno-Ugric Data Sharing Space as a knowledge base and a trustworthy AI application, and a replication of our Slovak Comprehensive Music Database created with a data sharing space in 2020-2024.

Reprex

OpenProductions

We bring data-, sustainability-, rights management innovation, and novel distribution models nearer to the grassroots level of creation.

Reprex

Re-visiting the digitisation of cultural heritage: What, how and why?

OpenMuse brings together music industry stakeholders and researchers from 12 European countries. Our partners represent the diversity of the industry, as well as the shared need to find financially, socially, and environmentally sustainable policy and business models in multiple, sometimes-fragmented streams (e.g., live music, composers/publishers, and recordings with producers and performers).

Music Eviota

We enable small music organisations to adopt evidence-based sustainability reporting for all environmental and social matters, prioritising greenhouse gas emissions where harmonised methodologies and benchmarks already exist.

Reprex, MusicAIRE

Surveyharmonies

We will help small music organizations in their sustainability reporting, where detail data and reporting standards are only available for greenhouse gas emissions.

Reprex, Digital Music Observatory Team

Open Policy Analysis

Open Policy Analysis is an approach to policy analysis wherein data, code, materials, and clear accounts of methodological decisions are made freely available to facilitate collaboration, discussion, and reuse.

Open Music Europe

Open Music Europe brings together music industry stakeholders and researchers from 12 European countries. Our partners represent the diversity of the industry, as well as the shared need to find financially, socially, and environmentally sustainable policy and business models in multiple, sometimes-fragmented streams (e.g., live music, composers/publishers, and recordings with producers and performers).

Listen Local

Listen Local is a trustworthy, ethical AI-powered system that aims to help great artists in small organizations and small countries using big data. We want to make sure that audiences are not only recommended global superhits, but locally relevant music, too. At present, corporate algorithms fail to connect listeners in small countries with music from the local scene - with artists whom the listener can easily see perform live in local venues, who sing in the listener’s language and who connect with the listener’s feelings and experiences.

Music Creators' Earning Project

Our Digital Music Observatory contributed to the Music Creators’ Earnings in the Streaming Era project with understanding the level of justified and unjustified differences in rightsholder earnings, and putting them into a broader music economy context. The entire research paper is published by the UK Intellectual Property office, and we made the details of our analysis available in a joint publication.

CEEMID

CEEMID was multi-country project that was a predecessor of Reprex’s Digital Music Observatory.

Featured Publications

Daniel Antal

September 2021

An Empirical Analysis of Music Streaming Revenues and Their Distribution

This report was commissioned by the Music Creators’ Earnings Project as an empirical analysis of justified and unjustified differences in music creators’ music streaming earnings.

Daniel Antal, Amelia Fletcher, Peter Ormosi

February 2021 In CPI Antitrust Chronicle

Music Streaming: Is It a Level Playing Field?

Urgent consideration should be given to a user-centric payment system, as well as greater transparency of the factors underpinning playlist creation and of negotiated agreements

Martin Senfleben, Thomas Margoni, Daniel Antal, Balazs Bodó, Stef van Gompel, Christian Handke, Martin Kretschmer, Joost Poort, João Quintais, Sebastian Felix Schwemer

February 2021 In JIPITEC

Ensuring the Visibility and Accessibility of European Creative Content on the World Market: The Need for Copyright Data Improvement in the Light of New Technologies

While the US have already taken steps to provide an integrated data space for music as of 1 January 2021, the EU is facing major obstacles not only in the field of music but also in other creative industry sectors. Weighing costs and benefits, there can be little doubt that new data improvement initiatives and sufficient investment in a better copyright data infrastructure should play a central role in EU copyright policy. A trade-off between data harmonisation and interoperability on the one hand, and transparency and accountability of content recommender systems on the other, could pave the way for successful new initiatives.

Daniel Antal, Dáša Bulíková (translator)

December 2020 Published by SOZA.

Feasibility Study On Promoting Slovak Music In Slovakia & Abroad

Why are the total market shares of Slovak music relatively low both on the domestic and the foreign markets? How can we measure the market share of the Slovak music in the domestic and foreign markets? We offer some answers and solution based on empirical research and with the creation of a database and an AI application."

Balazs Bodó, Daniel Antal, Zoltan Puha

December 2020

Can scholarly pirate libraries bridge the knowledge access gap? An empirical study on the structural conditions of book piracy in global and European academia

The topic of the paper is Library Genesis (LG), the biggest piratical scholarly library on the internet, which provides copyright infringing access to more than 2.5 million scientific monographs, edited volumes, and textbooks. The paper uses advanced statistical methods to explain why researchers around the globe use copyright infringing knowledge resources. The analysis is based on a huge usage dataset from LG, as well as data from the World Bank, Eurostat, and Eurobarometer, to identify the role of macroeconomic factors, such as R&D and higher education spending, GDP, researcher density in scholarly copyright infringing activities.

Daniel Antal

January 2020

Central & Eastern European Music Industry Report 2020

The results of the first Hungarian, Slovak, Croatian and Czech music industry reports are compared with Armenian, Austrian, Bulgarian, Lithuanian, Serbian and Slovenian data and findings.