This document discusses analytics maturity and describes the stages of analytics - descriptive, diagnostic, predictive, prescriptive, and automated decision making. It outlines Jisc's approach to developing analytics services on a national level, including standardized data and APIs, as well as specific services like dashboards, predictive modeling, and intervention management. The goal is to help institutions and the sector transform through increased awareness, experimentation, organizational support and transformation using analytics.

1. Apri 2016 Jisc Learning Analytics
Jisc/Open University Learning Analytics Network Event
November 2016 Analytics Maturity

2. Descriptive
Analytics
what
happened?
Diagnostic
Analytics
why did it
happen?
Predictive
Analytics
what will
happen?
Prescriptive
Analytics
what should
I do?
Automated
Decision
making
It's done
Analytics maturity

3. Descriptive Analytics
what happened? How do I compare?
Prescriptive Analytics
what should I do?
Predictive
what will happen?
Automated
it’s done
Data
Diagnostic Analytics
why did it happen?
Ordered Data
Sector
Transformation
Awareness
Experimentation
Organisation support
Organisational
transformation
Analytics without a national approach

4. Prescriptive Analytics
what should I do?
Predictive Analytics
what will happen?
Diagnostic Analytics
why did it happen?
Sector
Transformation
Awareness
Experimentation
Organisation support
Organisational
transformation
Descriptive Analytics
what happened? How do I compare?
Automated
it’s done
Standardised Data
Data
Ordered Data
Analytics with a national approach

5. Sector
Transformation
Awareness
Experimentation
Organisation support
Organisational
transformation
Adaptive learning etc.
Recommendation engines etc.
Predictive models, Intervention
management etc
Data exploration tools,
processes etc
Dashboards, Benchmarking
etc.
Data Warehouse, data stores
Data connectors
Analytics with a national approach
Prescriptive Analytics
what should I do?
Predictive Analytics
what will happen?
Diagnostic Analytics
why did it happen?
Descriptive Analytics
what happened? How do I compare?
Automated
it’s done
Standardised Data
Data
Ordered Data

6. Descriptive
Analytics
Predictive
Analytics
Prescriptive
Analytics
AutomatedDiagnostic
Analytics
Standardised
Data
Learning
Records
Warehouse
xAPI Plugins etc
Data
transformation
Data and API
Standards
Jisc Services
Other
Provider
Services
Basic
dashboards
Student App
Services for
researchers
Analytics Labs
Benchmarking
services
College
Analytics
Services for
researchers
Basic predictive
modelling and
intervention
management
Procurement
frameworks
Services for
researchers
Pilot projects
Services for
researchers
Pilot projects
Services for
researchers
Institutional
Dashboards
Data
visualisation
tools
Data
exploration
tools
Advanced
predictive
modelling
Integrated
intervention
management
??? ???

7. Learning
Records Warehouse
Tenant
...
Anonymization, aggregation and consent
Services for Research
Research
Learning
Records Warehouse
Tenant
Learning
Records Warehouse
Tenant
Learning
Records Warehouse
Tenant

8. jisc.ac.uk
Jisc Learning Analytics
Contact:
michael.webb@jisc.ac.uk
2/03/2
Michael Webb