Implementation and Operation · IO-WRL-001 · OPM code 422
Data Analysis
From NICE Framework Components v2.2.0
Description
From NICE Framework Components v2.2.0
Free · NICE Framework Components v2.2.0Responsible for analyzing data from multiple disparate sources to provide cybersecurity and privacy insight. Designs and implements custom algorithms, workflow processes, and layouts for complex, enterprise-scale data sets used for modeling, data mining, and research purposes.
Tasks
From NICE Framework Components v2.2.0, open one for the AI skills Workforce Automation maps to it
Free · NICE Framework Components v2.2.0T0068 Develop data standards, policies, and procedures
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT0349 Collect metrics and trending data
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT0383 Program custom algorithms
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT0460 Develop and implement data mining and data warehousing programs
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1020 Determine the operational and safety impacts of cybersecurity lapses
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1063 Determine data requirements
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1064 Determine data specifications
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1065 Determine data capacity requirements
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1066 Plan for anticipated changes in data capacity requirements
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1297 Recommend new database technologies and architectures
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1400 Design and develop secure applications
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1440 Assess the validity of source data
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1445 Conduct hypothesis testing
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1458 Develop data gathering processes
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yetT1491 Design data management systems
WFA · Part of the paid plan when accounts openWFA (Workforce Automation) analysis: AI skills mapped to this task
Not mapped yet
Knowledge
From NICE Framework Components v2.2.0
Free · NICE Framework Components v2.2.0- K0647Knowledge of data visualization tools and techniques
- K0674Knowledge of computer networking protocols
- K0675Knowledge of risk management processes
- K0676Knowledge of cybersecurity laws and regulations
- K0677Knowledge of cybersecurity policies and procedures
- K0678Knowledge of privacy laws and regulations
- K0679Knowledge of privacy policies and procedures
- K0680Knowledge of cybersecurity principles and practices
- K0681Knowledge of privacy principles and practices
- K0682Knowledge of cybersecurity threats
- K0683Knowledge of cybersecurity vulnerabilities
- K0684Knowledge of cybersecurity threat characteristics
- K0685Knowledge of access control principles and practices
- K0686Knowledge of authentication and authorization tools and techniques
- K0693Knowledge of complex data structure capabilities and applications
- K0694Knowledge of computer algorithm capabilities and applications
- K0695Knowledge of programming principles and practices
- K0699Knowledge of data administration policies and procedures
- K0700Knowledge of data standardization policies and procedures
- K0702Knowledge of data warehousing principles and practices
- K0703Knowledge of data mining principles and practices
- K0704Knowledge of database management system (DBMS) principles and practices
- K0705Knowledge of database query language capabilities and applications
- K0706Knowledge of database schema capabilities and applications
- K0707Knowledge of database systems and software
- K0708Knowledge of digital rights management (DRM) tools and techniques
- K0716Knowledge of host access control (HAC) systems and software
- K0717Knowledge of network access control (NAC) systems and software
- K0736Knowledge of information technology (IT) security principles and practices
- K0738Knowledge of low-level programming languages
- K0739Knowledge of mathematics principles and practices
- K0742Knowledge of identity and access management (IAM) principles and practices
- K0744Knowledge of operating system (OS) systems and software
- K0746Knowledge of policy-based access controls
- K0747Knowledge of Risk Adaptive (Adaptable) Access Controls (RAdAC)
- K0750Knowledge of query languages
- K0751Knowledge of system threats
- K0752Knowledge of system vulnerabilities
- K0759Knowledge of client and server architecture
- K0766Knowledge of data asset management principles and practices
- K0775Knowledge of information management tools and techniques
- K0805Knowledge of command-line tools and techniques
- K0813Knowledge of interpreted and compiled programming language characteristics
- K0814Knowledge of secure coding tools and techniques
- K0862Knowledge of data remediation tools and techniques
- K0867Knowledge of database application programming interfaces (APIs)
- K0897Knowledge of logging tools and technologies
- K0904Knowledge of machine learning principles and practices
- K0914Knowledge of binary analysis tools and techniques
- K0952Knowledge of information theory principles and practices
- K0953Knowledge of data mining tools and techniques
- K0983Knowledge of computer networking principles and practices
- K0991Knowledge of database administration principles and practices
- K0992Knowledge of database maintenance principles and practices
- K1014Knowledge of network security principles and practices
- K1094Knowledge of hexadecimal data
- K1096Knowledge of data analysis tools and techniques
- K1097Knowledge of data mapping tools and techniques
- K1099Knowledge of code analysis tools and techniques
- K1101Knowledge of analytics
- K1146Knowledge of data gathering tools and techniques
- K1157Knowledge of enterprise-wide version control systems
- K1219Knowledge of statistical processes
- K1233Knowledge of UNIX scripts
- K1238Knowledge of Windows scripts
Skills
From NICE Framework Components v2.2.0
Free · NICE Framework Components v2.2.0- S0028Skill in developing data dictionaries
- S0029Skill in developing data models
- S0109Skill in identifying hidden patterns or relationships
- S0114Skill in performing sensitivity analysis
- S0118Skill in developing machine understandable semantic ontologies
- S0172Skill in applying secure coding techniques
- S0399Skill in creating complex data structures
- S0400Skill in creating programming languages
- S0558Skill in developing algorithms
- S0559Skill in performing data structure analysis
- S0562Skill in creating mathematical models
- S0563Skill in creating statistical models
- S0579Skill in preparing reports
- S0586Skill in administering databases
- S0597Skill in writing code in a currently supported programming language
- S0600Skill in collecting relevant data from a variety of sources
- S0610Skill in communicating effectively
- S0621Skill in performing binary analysis
- S0622Skill in implementing one-way hash functions
- S0626Skill in identifying common encoding techniques
- S0631Skill in performing data preprocessing
- S0636Skill in performing format conversions
- S0640Skill in performing regression analysis
- S0644Skill in performing transformation analytics
- S0646Skill in applying descriptive statistics
- S0648Skill in detecting anomalies
- S0649Skill in removing outliers
- S0650Skill in writing scripts
- S0681Skill in performing design modeling
- S0700Skill in mining data
- S0701Skill in performing data mining analysis
- S0709Skill in developing analytics
- S0711Skill in interpreting metadata
- S0712Skill in evaluating data source quality
- S0728Skill in preparing briefings
- S0735Skill in programming
- S0791Skill in presenting to an audience
- S0807Skill in solving problems
- S0808Skill in assessing an organization’s data assets
- S0819Skill in caching data
- S0820Skill in cataloging data
- S0828Skill in compiling data
- S0835Skill in distributing data
- S0854Skill in performing data analysis
- S0877Skill in performing quantitative analysis
- S0897Skill in retrieving data
Workforce Automation analysis, not part of the source
O*NET jobs this role maps to
WFA · Part of the paid plan when accounts openJobs from the ETO-CSET NICE/O*NET crosswalk (2024), with the share of each job’s detailed work activities (DWAs) that has a mapped AI skill. We haven’t mapped AI skills to this role’s own tasks yet; until then, these jobs show the coverage the role reaches through the occupations it maps to.
- Geographic Information Systems Technologists and Technicians 15-1299.02DWAs covered9 of 25
Equivalents
O*NET jobs
Mapped to this role by the ETO-CSET NICE/O*NET crosswalk (2024); jobs from O*NET 30.3
Free · O*NET 30.3DCWF work roles
From DoD DCWF Tool v5.3 (2026-09-25), linked by its NCWF ID or NICE's OPM code
Free · DoD DCWF Tool v5.3 (2026-09-25)- Data Analyst 422 · Data/AI · linked by DCWF Tool NCWF ID