Table 2 Objectives of the identified professional development and higher education courses

Understand and use data effectively

×

X

Efficiently collect educational data and metadata from a wide range of data sources for future analyses

X

X

X

Manipulate the educational datasets that capture the learning experience

X

X

Conduct (basic) data wrangling and analyses

X

X

X

X

X

X

Employ teaching analytics to analyse the lesson plans

X

Inform teaching and learning decisions

X

X

X

Deploy personalized support actions for the students

X

Use data-driven methods to answer practical educational questions

X

X

X

X

Address evaluation issues, key diagnostic metrics and their uses, and validity issues

X

Reflect on the teaching practice by combining insights from both teaching and learning analytics

X

Raise ethics and privacy considerations

X

X

Other learning objectives (non data-related)

3

4

6

1

2

1

3

2

0

5

1

0