the essentials of business intelligence
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BI slidesTRANSCRIPT
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The Essentials of Business Intelligence
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Drivers of Business Intelligence• Understanding market segments• Which customers are most likely to respond to
my promotion?• Lifetime profitability of the customers• Fraud detection• Which customer is at risk of leaving• Channel optimisation
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Drivers of Business Intelligence
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Process of intelligence creation & BI Intelligence creation includes:• Identifying And prioritizing specific BI projects• Measures to estimate cost benefit ratio• Cost of maintaining the application• Benefit estimationIntelligence creation started with• Data collection Analysis of raw data to
produce usable Appropriate dissemination Right user
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Characteristics of Business Intelligence• Simple point to access to information.• Timely answer to business questions.• Using BI in all departments of an organization.• Maintain Quality and Consistency• Manage Interdependencies• Align With Strategy
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BI Implementation• Precondition: Framework for planning• Define strategic & operational objectives.• Have a in place plan to prepare the
organization for change.• Assessments before any significant
investment.• From assessments: a detailed action plan• Report of BI implementation & it’s relation
with other systems like ERP and CRM.
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Structure And Components of BI• The Data Warehouse: A special database to
support decision making.• Business Analytics: To create on-demand
reports and queries and to conduct analysis of data.
• Data Mining: Data information analysis looks for hidden patterns in a group of data.
• Business Performance Management: A framework for defining, implementing, and managing an enterprise’s business strategy.
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Major components of Business intelligence
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Data Warehouse• Subject oriented• Scrubbed so that data from heterogeneous sources are
standardized• Time series; no current status• Nonvolatile – Read only
• Summarized• Not normalized; may be redundant• Data from both internal and external sources is present• Metadata included– Data about data• Business metadata• Semantic metadata
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Business Analytics• Activities performed by end users in online systems– Specific, open-ended query generation• SQL
– Ad hoc reports– Statistical analysis– Building DSS applications
• Modeling and visualization capabilities• Special class of tools– DSS/BI/BA front ends– Data access front ends– Database front ends– Visual information access systems
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Data Mining
• Organizes and employs information and knowledge from databases
• Statistical, mathematical, artificial intelligence, and machine-learning techniques
• Automatic and fast• Tools look for patterns – Simple models – Intermediate models– Complex Models
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Business performance management
• Based on balanced scorecard, a framework for managing strategy by linking objectives with factual measurements.
• Compare business performance with established targets
• Generally includes dashboards• Dashboards reflect the health of the business– KPIs– Trends and patterns– Complex Models
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Summary• Quality and timeliness of business information is
extremely important.• Industry analyst report: coming year, millions of
people will use BI visual tool.• BI combined with AI – potential trend (service
oriented architecture)• BI spreading it’s wing to cover small, medium and
large companies.• Analytical tools penetrating the market for very
specialized functions.(just BA instead of BI)