Business Data Analytics (CBDA) Certification in Qatar

1.1    Identify and Frame the Business Situation

• Understand challenges and opportunities that business like to address
• Follow rules to understand needs and analyze the current situation 
• Understand the future situations like the outcomes from the analytics research
• Understand the gaps between the current and future state
• Explore the KPI to measure success
• Explore the benefits of analytical effort
• Explore dependencies, constraints, and analytical assumptions
• Basic knowledge of the present situation of analytics in an organization such as skills and systems 

• General awareness of analytics work,activities, deliverables, and models
• Understand formulation of analytical questions 
• General Awareness of picking tools & techniques according to categories in analytics
• Basic Knowledge of work activities sequences
• Understand obtaining approval on approach including research question

• Basic understanding of the data required to answer research questions
• Knowledge of contribution about required/available data

• Determine already collected data and the required data
• Basic knowledge of data sources to make up the data set

• Basic skills of locating data flow and frequency
• Comprehend assessment of data for quality purpose

• Basic skills of determining sample size, acquiring data, cleaning data, data linking and dependencies between data 
• Basic skills of assisting data scientists during sampling of data and adjusting the data acquisition
• Comprehend relationship in data, assessment of data integrity, and detecting features/noise in a data set

• Comprehend producing data, scope, and decision models
• Basic skills of creating architectural diagrams, mathematical models, data, and performing data analysis
• Basic understanding of providing suggestions and implement predictive models like decision trees, and logistic regression
• Comprehend whether the analytical results helpful in answering business-related questions
• Basic skills to adjust the analytical approach based on results and needs
• Basic skills of adjusting models and interpreting regression output

• Comprehend interpreting results and deriving insights
• Understands refining problem/opportunity statements based on findings and provide recommendations from insights derived
• Follows Rules to explain results by creating the business narrative
• Follows Rules to provide assistance for communications by developing visualizations
• Follows Rules to prepare the analytics package to communicate and determine how best to package and communicate
• Practical skills in determining the needs of stakeholders' communication

• Examine whether the analytics results answer the research question and meeting the business needs
• Comprehend creating a plan for implementation
• Follow rules in assessing recommended action, proposed solutions, managements of changes, and organizational readiness

• Comprehend the process of transforming analysis results and procedures in a company

• Comprehend assessment of the proposed analytics and organizational readiness such as resources, gaps, data, etc.
• Basic awareness of measuring the data-driven decision outcomes and assessing the system and analytical approach

• Basic skills of consistency of data during representation, data security and performing data validation for KPIs or metrics
• Follow rules to maintain a glossary

• Understand building analytical dashboard and scanning and cataloging the data assets of a company

• Basic skills of differentiating between master data and operational and transactional data
• Basic skills of classifying and applying data privacy rules