Explore KSACs by Pathway

Explore Knowledge, Skills, Abilities, and Credentials (KSACs) by IT Pathway.

2. Data Modeling and Design

Label KSAC Description Bloom's Taxonomy Level Cross-Cutting
a Describe the System Development Life Cycle (SDLC) and differentiate the waterfall vs agile approaches. knowledge 3
b Explain data modeling and identify the various types of data models (including relational, object-oriented and NoSQL). knowledge 2
c Understand the significance of business requirements and be able to elicit and document those requirements. skill 3
d Describe business rules and demonstrate ability to translate them into the components of a data model. ability 3
e Explain basic data modeling components including entities, attributes, attribute domains, identifiers, relationships and cardinality. knowledge 3
f Describe and differentiate conceptual, logical and physical data model. knowledge 3
g Awareness of the various ER diagramming techniques (such as Chen, Crow's Foot, UML class, Object-role, etc.). knowledge 2
h Identify appropriate technique and create an ER diagram (ERD) to graphically represent a data model. ability 3
i Evaluate and apply appropriate data structures and data types. ability 4
j Ability to normalize a database through 3rd normal form. ability 3 Software Development
k Describe normalization and denormalization and its associated benefits and risks. knowledge 2
l Demonstrate ability to implement primary and foreign keys and indexes. ability 3
m Recognize the capabilities of data modeling (software) tools. knowledge 2
n Demonstrate ability to use basic SQL data definition language such as Create Table/Index, Alter Table/Index, Drop Table/Index. ability 4
o Understand performance requirements for the database. knowledge 2

Credentials

Vendor Certifications - DBMS

  1. Oracle Associate
  2. Microsoft
  3. IBM

Vendor Certifications - Cloud

  1. AWS
  2. Oracle
  3. Microsoft

Vendor Certifications - Tools

  1. Tableau
  2. SAS

Others

  1. DAMA CDMP
  2. DataCamp Certificate