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Business Analytics

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Business Analytics

Practice 57 skills across this outline.

Recommended next
Stakeholders & Decision Context
Foundations of Business Analytics · Analytics Lifecycle and Problem Framing
Long-form lesson
Weighting distribution
14 categories
Prescriptive Analytics
14%
Experimentation and Causal Thinking · A/B Testing Fundamentals
9%
Data Wrangling and Querying · SQL Concepts
8%
Foundations of Business Analytics · Analytics Lifecycle and Problem Framing
7%
Foundations of Business Analytics · Data Literacy and Data Quality
7%
Descriptive Analytics and Visualization · Descriptive Statistics and Summaries
7%

Skills

The comprehensive taxonomy of business analytics — drill into a card to work its skills.

Foundations of Business Analytics · Analytics Lifecycle and Problem Framing

4 core skills7% total weight
0/4 completed
4 skills to mastery
1
Stakeholders & Decision ContextRecommended
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Defining Business Problems & KPIsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Types of AnalyticsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Translating Business QuestionsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Foundations of Business Analytics · Data Literacy and Data Quality

4 core skills7% total weight
0/4 completed
4 skills to mastery
1
Data Quality AssessmentAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Data Cleaning & PreprocessingAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Data Types & SummariesAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Ethics & PrivacyAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Experimentation and Causal Thinking · A/B Testing Fundamentals

5 core skills9% total weight
0/5 completed
5 skills to mastery
1
Hypotheses & Success MetricsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
A/B Testing PitfallsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Randomization & Experiment DesignAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Sample Size & PowerAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
5
CIs & p-Values for ExperimentsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Experimentation and Causal Thinking · Causal Inference Concepts

3 core skills5% total weight
0/3 completed
3 skills to mastery
1
Correlation vs. CausationAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Difference-in-DifferencesAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
IV & Regression DiscontinuityAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Descriptive Analytics and Visualization · Descriptive Statistics and Summaries

4 core skills7% total weight
0/4 completed
4 skills to mastery
1
Segment & Cohort AnalysisAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Correlation & AssociationAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Mean, Median, Variance & SDAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Percentiles & IQRAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Descriptive Analytics and Visualization · Data Visualization and Dashboards

4 core skills7% total weight
0/4 completed
4 skills to mastery
1
Visual StorytellingAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Choosing Chart TypesAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Dashboard & KPI DesignAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Avoiding Misleading ChartsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Data Wrangling and Querying · Tabular Data Operations

4 core skills6% total weight
0/4 completed
4 skills to mastery
1
Merging DatasetsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Transforming Tabular DataAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Group-By SummariesAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Creating Derived VariablesAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Data Wrangling and Querying · SQL Concepts

5 core skills8% total weight
0/5 completed
5 skills to mastery
1
GROUP BY & HAVINGAvailable
9 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Window FunctionsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Table JoinsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
SELECT, WHERE & ORDER BYAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
5
Subqueries & CTEsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Prescriptive Analytics

4 core skills14% total weight
0/4 completed
4 skills to mastery
1
Sensitivity & Scenario AnalysisAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Decision Trees & Expected ValueAvailable
9 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Linear ProgrammingAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Simulation & Monte CarloAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Predictive Modeling · Classification and Segmentation

4 core skills5% total weight
0/4 completed
4 skills to mastery
1
Clustering & SegmentationAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Classification BasicsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Model Evaluation & ValidationAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Precision, Recall & ROC/AUCAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Predictive Modeling · Regression Modeling

4 core skills5% total weight
0/4 completed
4 skills to mastery
1
Multiple RegressionAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Model Diagnostics & ResidualsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Overfitting & InterpretabilityAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Simple Linear RegressionAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Predictive Modeling · Forecasting

4 core skills5% total weight
0/4 completed
4 skills to mastery
1
Time Series BasicsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Forecasting PitfallsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Moving Average & SmoothingAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Forecast Accuracy MetricsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Tools, Communication, and Delivery · Analytics Project Workflow

4 core skills7% total weight
0/4 completed
4 skills to mastery
1
Versioning & ReproducibilityAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Data DocumentationAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Analytics Project PitfallsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Project Scope & Success CriteriaAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

Tools, Communication, and Delivery · Interpreting Analytical Output

4 core skills7% total weight
0/4 completed
4 skills to mastery
1
Translating Results to ActionsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
2
Communicating LimitationsAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
3
Executive SummariesAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems
4
Interpreting Analytics OutputAvailable
10 questions 0 flashcards Lesson available
Long-form lessonSlide-style lessonFlashcards — not available yetPractice problems

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