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KÄRNTNER RING 5–7, 1010 WIEN, AUSTRIA

DIFFERENCE BETWEEN BUSINESS INTELLIGENCE AND DATA SCIENCE

DIFFERENCE BETWEEN BUSINESS INTELLIGENCE AND DATA SCIENCE

Business Intelligence Analyst

What happened?

Descriptive Analysis Standart Reporting

Data Scientist

Why? What will happen? What should I do?

Predictive Analysis Prescriptive Analysis

ENGAGEMENT PROCESS

Repeat
Step 1Build the Data Model
Step 2Define The Report
Step 3Generate SQL commands
Step 4Create Report
database Data WarehouseThe data warehouse is a "schema-on-load" approach because the data schema must be defined and built prior to loading data into the data warehouse. Without on underlying data model, the BI tools will not work.
Step 1Define Hypothesis to Test
Step 2Gather Data
Step 3Build Data Model
Step 4Explore the Data
Step 5Build and Refine Analytic Models
Step 6Ascertain Goodness of Fit

CHARACTERISTICS

FocusProcessData SourcesTransformData QualityData ModelAnalytics
Reports, KPI's, trendsStatic, comparativePre-planned, added slowlyUp front, carefully plannedSingle version of truthSchema on loadRetrospective, Descriptive
Patterns, correlations, modelsExploratory, experimentation, visualOn the fly, as-neededIn-database, on-demand, enrichment"Good enough", probabilitiesSchema on queryPredictive, Prescriptive, Preventative

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HOW TO MIGRATE FROM HORTONWORKS DATA PLATFORM TO CLOUDERA DATA PLATFORM?

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FROST: FIRMS EYE IOT AND AI TO UPGRADE CUSTOMER EXPERIENCE

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