Table 2.

Main findings of the three configurations based on the dimensions of analysis proposed: organise rational layers, roles and competences and data flow and management

Organisational configurationOrganisational layersOrganisational rolesData management
Centralised modelCA: the Ministry decides the analysis of national interest according to the political direction. Having an overview of the national educational system is the main goal
The CA represents the barycentre of educational data analytics
Data collector: schools, in particular secretaries and teachersSeveral bounces of data due to the following flow:
1. Government or national agencies require schools to send them specific data based on a centrally established framework of analysis
School: Principals decide the analysis of interest to improve the educational proposition + have access to the KPIs selected and analysed by the CAData analyst: specific role in CA2. Schools, in particular student offices, collect information, that is sent back to the CA
 Communicator: CA or schools’ principals3. The CA analyses data and produces reports
  4. Reporting is available for schools and families (and maybe complemented by additional school-developed analysis)
Decentralised modelCA: the Ministry decides the analysis of national interest according to the political direction. Having an overview of the national educational system is the main goalData collector: Technical teachers or data experts collect, clean and store relevant data into the school’s database1. Government or national agencies require schools to send them specific data to implement analysis of interest. In parallel, school principals may carry out additional analysis
School: Principals decide the analysis of interest to improve the educational proposition + provide the data and KPIs needed by the CA
The school represents the barycentre of educational data analytics
Data analyst: led by schools2. Schools, in particular teachers or technical figures, collect information that is partly shared with the CA and partly used for internal analysis
 Communicator: School principals and CA3. The CA and schools analyses data e produce reports
  4. National and internal reporting is available for schools
Network-based modelCA: the Ministry decides the analysis of national interest according to the political direction. Having an overview of the national educational system is the main goalData collector: the network’s educational data scientist, based on the goals decided by schools’ principals, collect and clean data1. Government or national agencies require the network to send them specific data to implement analysis of interest. In parallel, network’s school principals may have been interested in specific analysis
Schools’ network: the principals’ board define the main objectives, requiring the adoption of an integrated analytical frameworkData analyst: the network’s educational data scientist analyses data2. The network's educational data scientist collects data that are partly shared with the CA and partly used for internal analysis
School: Principals decide the analysis of interest to improve the educational propositionCommunicator: the network’s educational data scientist reports the main results by supporting data interpretation3. The CA and the network’s educational data scientist analyse data e produce reports
  4. National and internal reporting is available for schools

Note:

CA stands for central administration

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