Data Science

K12 CS Framework Aligned

CodeHS

CodeHS is a comprehensive teaching platform for helping schools teach computer science including K-12 curriculum, IDE, coding LMS, and more!

The Data Science course equips students with the essential skills of a data scientist which include data collection, cleanup, transformation, analysis, and visualization. Students will write algorithms, tell data stories, and build statistical models using Python libraries.

URL:

https://codehs.com/course/data_scie …

Cost:

Some Paid Content

K12 CS Framework Components

What is this?
Grade Band:
9-12
Concept:
Data and Analysis
Sub-Concept:
Collection
Statements:
Data is constantly collected or generated through automated processes that are not always evident, raising privacy concerns. The different collection methods and tools that are used influence the amount and quality of the data that is observed and recorded.
Grade Band:
9-12
Concept:
Data and Analysis
Sub-Concept:
Storage
Statements:
Data can be composed of multiple data elements that relate to one another. For example, population data may contain information about age, gender, and height. People make choices about how data elements are organized and where data is stored. These choices affect cost, speed, reliability, accessibility, privacy, and integrity.
Grade Band:
9-12
Concept:
Data and Analysis
Sub-Concept:
Visualization and Transformation
Statements:
People transform, generalize, simplify, and present large data sets in different ways to influence how other people interpret and understand the underlying information. Examples include visualization, aggregation, rearrangement, and application of mathematical operations.
Grade Band:
9-12
Concept:
Data and Analysis
Sub-Concept:
Inference and Models
Statements:
The accuracy of predictions or inferences depends upon the limitations of the computer model and the data the model is built upon. The amount, quality, and diversity of data and the features chosen can affect the quality of a model and ability to understand a system. Predictions or inferences are tested to validate models.
Grade Band:
9-12
Concept:
Algorithms and Programming
Sub-Concept:
Modularity
Statements:
Complex programs are designed as systems of interacting modules, each with a specific role, coordinating for a common overall purpose. These modules can be procedures within a program; combinations of data and procedures; or independent, but interrelated, programs. Modules allow for better management of complex tasks.
Grade Band:
9-12
Concept:
Algorithms and Programming
Sub-Concept:
Program Development
Statements:
Diverse teams can develop programs with a broad impact through careful review and by drawing on the strengths of members in different roles. Design decisions often involve tradeoffs. The development of complex programs is aided by resources such as libraries and tools to edit and manage parts of the program. Systematic analysis is critical for identifying the effects of lingering bugs.
Grade Band:
9-12
Concept:
Impacts of Computing
Sub-Concept:
Culture
Statements:
The design and use of computing technologies and artifacts can improve, worsen, or maintain inequitable access to information and opportunities.
Grade Band:
9-12
Concept:
Impacts of Computing
Sub-Concept:
Social Interactions
Statements:
Many aspects of society, especially careers, have been affected by the degree of communication afforded by computing. The increased connectivity between people in different cultures and in different career fields has changed the nature and content of many careers.
Grade Band:
9-12
Concept:
Impacts of Computing
Sub-Concept:
Safety, Law, and Ethics
Statements:
Laws govern many aspects of computing, such as privacy, data, property, information, and identity. These laws can have beneficial and harmful effects, such as expediting or delaying advancements in computing and protecting or infringing upon people’s rights. International differences in laws and ethics have implications for computing.
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