Principle
- Work in teams of 4 people.
- Topic of your choice description, including story, objective, indicators, and analytics questions (indicators) – discuss with the lecturer about your idea.
- Combine more than one dataset (see below)
- Preferably adhere to sustainable development goals (https://www.agenda-2030.fr/en/the-17-goals/)
Methodology
Use ≥2 open-data providers (with ≥2 releases/snapshots where possible), land them in a mini data lakewith a small metadata catalogue, transform them with Talend into a relational data warehouse (star or snowflake), and publish a Tableau dashboard that runs backend OLAP queries to compute your business indicators (see details below).
Final Deliverables
- Digital poster explaining the approach and results: before02/12/2025 at midnight
- Division of the work within the team (separate document)
- General idea of the project
- Data model adopted
- Processes created
- Demo fest 05/12/2025 (dashboard and results obtained)

Figure 1 Partial deliverables calendar
Evaluation Criteria
- Originality of the concept and the degree of alignment with the Sustainable Development Goals
- Use of different data sets described in the data lake
- An exploration interface for choosing portions of data for building a DW
- Data preparation and LT (Loading and Transformation) process to populate DW
- Analytics queries (OLAP)
- Relevance and interest of the indicators produced
- Level of difficulty (complexity of database, processes, etc.)
Material
List of tutorials
Follow this link to see an example for Talend:
- http://www.osaxis.fr/talend-open-studio-par-lexemple/
- https://business-intelligence.developpez.com/tutoriels/etl-open-source/?page=Introduction
- https://fr.talend.com/products/data-preparation
Open data collections
- United Nations Open Data http://data.un.org/Explorer.aspx
- UN women https://data.unwomen.org
- Open Medic https://www.assurance-maladie.ameli.fr/etudes-et-donnees/open-medic-base-complete-depenses-medicaments
- Open platform for French public data https://www.data.gouv.fr
- Metropolitan data for Greater Lyon https://data.grandlyon.com/portail/fr/accueil
- Public Health France https://www.data.gouv.fr/organizations/sante-publique-france/
- The Global Health Observatory https://www.who.int/data/gho/
- Open data Enseignement supérieur et recherche https://data.enseignementsup-recherche.gouv.fr/page/home/
- SNCF open data https://ressources.data.sncf.com/explore/?sort=modified
- Portail des données ouvertes de l’Union européenne https://data.europa.eu/en
- U.S. Government’s open data https://data.gov
- UK Government’s open data https://www.data.gov.uk/search
- Amazon Web Services Public Data Sets https://registry.opendata.aws
- Free Open Data Sources INSEE https://www.insee.fr/fr/statistiques?debut=0&categorie=3
- Working population aged 25 to 54 in employment by sector of activity and gender by municipality and department https://www.insee.fr/fr/statistiques/fichier/1893185/pop-act2554-empl-sa-sexe-cd-trav-6816.zip
- Codes and names of municipalities https://www.insee.fr/fr/statistiques/fichier/3720946/communes-01012019-csv.zip
[1] https://www.tableau.com/fr-fr
[2] https://www.qlik.com/us/home