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End to End D&A Implementation

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Business case understanding

  • Business Objectives

  • Information needed

  • Type of analysis

  • Scope of work

  • Data Requirements

  • Data availability

  • Initial data collection

  • Data Sources

  • Data Quality

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Data Preparation

  • Gather data from sources

  • Cleanse

  • Format

  • Blent

  • Data exploration

  • Master data preparation

  • Data Homogenization

  • Data transformation

  • Data Integration

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Modeling

  • Develop methodology

  • Determine important variables

  • Build model

  • Assess model

  • Predictive modeling

  • Cognitive data  enrichments

  • Train model

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Validation

  • Evaluate results

  • Review process

  • Data conciliation

  • Testing

  • Quality assurance

  • Determine next steps

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Visualization & Presentation

  • Determine the best method /graph to present insights

  • Story telling

  • Reporting

  • Dashboarding

  • Ad-hoc analytics

  • Communicate results

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