Post on 06-Feb-2015
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BUSINESS INTELLIGENCE VS. BUSINESS ANALYTICS
AND BUILDING STRATEGY AROUND
Suvradeep RudraBusiness Systems Analyst - Analytics
Agenda
• Definition BI vs. BA• Deep Dive – BI Vs. BA• Intelligence Vs. Analytics• Building Strategies
BI Vs. BADifference between ‘Business Intelligence’ and ‘Business Analytics’ and
not many in the industry understand that.
Monitoring and tracking metrics/KPIs in the form of reports/dashboards is ‘Business Intelligence’, but making meaningful sense of these metrics,
co-relating them with other factors that influence them, understanding the trends and using statistical algorithms to predict outcomes is where
the bang for the buck is…and that is ‘Business Analytics’
By - smartdatacollective.com
Intelligence vs. AnalyticsTraditional BI
• Standard reports and dashboards• Ad hoc reports – Current performance• Query Drill down • Cube analysis – Slice and dice• Alerts
Vs.
Business Analytics• Statistical Analysis• Forecasting• Predictive modeling• Optimization
Building Strategies - Explore Identify the pain point and define problem scope
• Performing an analytics readiness assessment of the current state of your organization--including technology, business, and data
• Identification and optimization of the true drivers of financial performance and cost efficiencies
Building Strategies - Currents systems
Understand currents systems in place and various data points.• Data collection• Data overlap• Type of problems with data• Any transformation needed• Typical data volume
• Limitation due to data problem
Building Strategies - Roadmap Create implementation roadmap and develop analytics.
• Architecture diagrams – Current, Future and intermediate phases• Logical • Heat Maps – Coverage of data in Red/Yellow/Green• Data flow diagrams – facts, masters, volumes• Metadata Management• ETL frame work• Security Architecture• Data Quality and Governance• Test Strategy• Developing the Reporting Strategy /Global Reporting Design• Reporting Implementation
Building Strategies - Categorization
Categorized the problem identified in to Operational ,Tactical or Strategic
• Operational - This analytics type tends to assist in “business as usual” situations where basic corporate metrics are reported and visualized.
» Reporting of the “here and now” metrics• Tactical - This analytics view is usually longer term and focuses more on analytics
to assist management in tackling problems, often including fairly simple predictive models based on past historical performance.
» Even driven Analytics» Monitoring / Web analytics» Ad Hoc Analytics
• Strategic - This type business analytics can play a vital role in helping a company make dramatic decisions affecting the strategic direction of the organization
» Comparative analytic» Predictive analytics
Building Strategies - Prioritize Metrics
Identify and prioritize metrics to be developed in each category.
• Identify optimization opportunities
• Categories and types of business analytics
Building Strategies - ReadinessDevelop a plan for IT readiness, Business readiness, Technology readiness Data readiness
• Rough timeline• Cost estimates• Data services needed• Software needed• Training needed• Resources
– Statistician – Database programmer– Programmer/application developer– Business Analyst– Project manager– Product manager– Trainer
Building Strategies - Benchmark Establish a benchmark and quantify benefits.
• Return on Investment • Revenue • Profitability • Cash Flow • Productivity • Long-term Planning • Other metrics specific to your organization
Building Strategies - Monitor• Monitor and improve performance.
Resources and Bibliography• SAS
– http://www.sas.com• Smartdatacollective
– http://smartdatacollective.com• Data Informed
– http://data-informed.com/management• Marketstrategies.com
– http://www.marketstrategies.com/en/methods/quantitative.aspx
• Cogentdataanalytics
– http://www.cogentdataanalytics.com/glossary/data-mining.php
QUESTIONS?