Internal Reports
Developing Predictive Models using Data
Develop Effective Business Strategies using Data
Data-Driven Strategic Planning
Key Performance Metrics Analysis
Actionable Insights
Data Analysis Framework for Projects
Data Insights
Information 
Source Type Description Examples
Internal Sources Data generated within the organization Sales records, customer databases, operational data External Sources Data
...Public Sources Data available to the public Government publications, academic research, industry
reports Private Sources Data that requires permission or payment to access Subscription-based market analysis, proprietary
...
Developing Predictive Models using Data 1 Data Collection Data can be collected from various sources, including:
Internal data (sales records, customer databases) External data (market research, social media) Public data (government statistics, industry
reports) 3
...
Develop Effective Business Strategies using Data Collect Relevant Data Gather data from various sources, including:
Internal Data: Sales records, customer databases, and operational data
...External Data: Market research, competitor analysis, and industry
reports ...
Data-Driven Strategic Planning Data Collection: Gather relevant data from various sources, including
internal databases, market
reports, and customer feedback
...
Key Performance Metrics Analysis Collect Data: Gather data from various sources, including
internal systems and external benchmarks
...Report Findings: Prepare
reports to communicate findings to stakeholders
...
Actionable Insights Market Research Data gathered through surveys, focus groups, and industry
reports to understand market trends and consumer needs
...Operational Data Data related to the
internal processes of an organization, including supply chain efficiency and production metrics
...
Data Analysis Framework for Projects Secondary Data Data that has already been collected and published by others, such as
reports and databases
...Internal Data Data generated within the organization, including sales records and employee performance metrics
...
Data Insights Monthly sales
reports showing revenue growth
...Data Sources for Insights Organizations can gather data from various sources to generate insights:
Internal Data: Data generated within the organization, such as sales records, customer databases, and employee performance metrics
...
Research Sources for Predictive Analytics Research Effective predictive analytics relies on various data sources, including:
Internal Data: Data generated within the organization, such as sales records, customer databases, and operational metrics
...External Data: Data obtained from outside sources, such as market research
reports, social media, and economic indicators
...
Data Analysis for Strategic Planning Data Collection: Gather relevant data from various sources, including
internal databases and external market research
...Business Intelligence (BI) Tools: Software such as Tableau and Microsoft Power BI help visualize data and generate
reports ...
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