Resource Assessment
Impact
Framework
Data Governance Framework for the Aviation Industry
Criteria
Using Analytics to Improve Processes
Data Analysis Frameworks
Using Statistics for Predictive Analytics
Data Analysis for Success 
Sales forecasting, risk
assessment Prescriptive Analysis Recommends actions based on data analysis
...Resource allocation, marketing strategies Applications of Data Analysis in Business Data analysis finds applications across various sectors and functions within a business: Marketing: Analyzing customer data to tailor marketing strategies and improve targeting
...
Impact 
Resource Allocation: Understanding which activities yield the highest impact can guide organizations in allocating resources more effectively
...Company C: Social Responsibility Company C conducted a social impact
assessment to evaluate its CSR initiatives
...
Framework 
Sales forecasting, risk
assessment Prescriptive Frameworks Provide recommendations for actions based on predictive insights
...Resource allocation, inventory management Applications of Predictive Analytics Frameworks Predictive analytics frameworks have a wide range of applications across various industries
...
Data Governance Framework for the Aviation Industry 
Data Quality
Assessment: Regularly evaluating data quality to identify and rectify issues
...Resource Constraints: Limited resources may impede the implementation of governance initiatives
...
Criteria 
Operational Criteria: These pertain to the operational effectiveness of a decision, including efficiency, productivity, and
resource utilization
...Employee Performance
Assessment Key Performance Indicators (KPIs) Specific metrics used to evaluate employee performance against set goals
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Using Analytics to Improve Processes 
Demand forecasting, risk
assessment Prescriptive Analytics Recommends actions based on data analysis to achieve desired outcomes
...Resource allocation, scheduling optimization 3
...
Data Analysis Frameworks 
Sales forecasting, risk
assessment Prescriptive Analysis Suggests actions based on data analysis to achieve desired outcomes
...Resource allocation, inventory management Key Components of Data Analysis Frameworks Data analysis frameworks typically consist of several key components, each playing a vital role in the analysis process: 1
...
Using Statistics for Predictive Analytics 
Market segmentation, risk
assessment Random Forest An ensemble method that uses multiple decision trees to improve accuracy
...Healthcare: Patient outcome prediction,
resource allocation, and disease outbreak forecasting
...
Analyzing Operational Data with BI 
Sales forecasting, risk
assessment Prescriptive Analytics Recommends actions based on data analysis to achieve desired outcomes
...Resource allocation, inventory management 4
...
Utilizing Analytics for Performance Measurement 
Sales forecasting, risk
assessment ...Resource allocation, marketing strategies
...
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