3. Data Manipulation

Label	KSAC Description		Bloom's Taxonomy Level	Cross-Cutting
a	Perform basic data manipulation and exploration using appropriate tools and software, including use of key Excel functions	skill	3	Data Analytics 4c, Machine Learning 4f
b	Create and edit simple data structures and storage, understanding how version control affects each	skill	2	Data Analytics 4d
c	Detect and remediate missing, miscoded, and anomalous data	skill	2
d	Explain the purpose of and code conditional logic statements	skill	2
e	Use a computer application to manage large amounts of information	skill	2
f	Implement common information retrieval and filtering applications in databases and data systems	skill	2
g	Find and access publicly available datasets	skill	3
h	Conduct ad hoc analysis (summarize, estimate, predict data, use pivot tables)	skill	3