Substrand B4

Complexity of Data

Data collected from real world scenarios is often complex across many dimensions including messiness, size, and structure. In order to be able to work with authentic real-world datasets of high complexity, these dimensions must be scaffolded such that increasingly higher levels of complexity are encountered as one approaches mastery.

Substrand B4

Complexity of Data

Data collected from real world scenarios is often complex across many dimensions including messiness, size, and structure. In order to be able to work with authentic real-world datasets of high complexity, these dimensions must be scaffolded such that increasingly higher levels of complexity are encountered as one approaches mastery.

Concept B.4.1
Concept B.4.1

Cleanliness

Work with datasets at increasing levels of cleanliness and identify how datasets need to be curated to address messiness issues.

Concept B.4.1
Concept B.4.1

Cleanliness

Work with datasets at increasing levels of cleanliness and identify how datasets need to be curated to address messiness issues.

Concept B.4.2
Concept B.4.2

Complexity of variables

Explore datasets containing various types of data and understand how each type serves different analytical purposes.

Concept B.4.2
Concept B.4.2

Complexity of variables

Explore datasets containing various types of data and understand how each type serves different analytical purposes.

Concept B.4.3
Concept B.4.3

Size

Work with datasets of increasing size in both number of observations and variables and arrange data in increasingly complex formats to facilitate meaningful analysis.

Concept B.4.3
Concept B.4.3

Size

Work with datasets of increasing size in both number of observations and variables and arrange data in increasingly complex formats to facilitate meaningful analysis.

Concept B.4.4
Concept B.4.4

Complexity of structure

Manipulate and combine data in increasingly complex ways to reveal new insights and patterns.

AI Literacy
Concept B.4.4
Concept B.4.4

Complexity of structure

Manipulate and combine data in increasingly complex ways to reveal new insights and patterns.

AI Literacy

Developed by our coalition

Coalition organizers