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Terms and conditions applyCertified Data Analyst
Build job ready analytics skills across statistics, Python, SQL, and Alteryx. This academy turns raw data into accurate models, clear dashboards, and confident decisions.
Data
Python
SQL
Alteryx

About This Learning Path
The Data Analyst Academy develops practical, end-to-end analytics capability with a clear progression from statistics and Python to SQL and Alteryx. You begin by strengthening statistical foundations, probability, distributions, and hypothesis testing so you can reason about uncertainty and design sound analyses. Next, you build in-demand Python skills for cleaning and transforming data, structuring code with functions and loops, working with NumPy and pandas, visualizing with Matplotlib, and connecting to live data sources. A hands-on project automates vineyard frost-risk monitoring to show how scripting delivers real operational value. You then move into machine learning, applying regression, decision trees, clustering, feature engineering, and advanced classification to real business questions, including pricing strategy and credit risk prediction. Finally, you round out a professional toolkit with SQL for querying, joining, aggregating, and manipulating data, and Alteryx for repeatable, auditable workflows and spatial analysis. Kubicle's applied learning model emphasizes practical, project-based exercises, so you finish able to turn messy datasets into clear insight and measurable impact for finance, operations, or consulting teams.
What You'll Learn
Understand probability, distributions, and hypothesis testing to validate insights
Build Python workflows to clean, transform, visualize, and automate data tasks
Perform supervised and unsupervised machine learning for prediction and segmentation
Apply feature engineering to improve model performance and interpretability
Develop efficient SQL queries to select, join, aggregate, and manipulate datasets
Use Alteryx to design repeatable workflows, parse data, and enrich analyses with spatial tools
Skills You'll Gain
Curriculum
Statistical Analysis
Probability Principles
Probability Distributions
Hypothesis Testing
Python Fundamentals
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Machine Learning with Python
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
SQL
Understanding SQL Databases
Selecting and Filtering Data with SQL
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Spatial Data and Mapping
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Curriculum
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
Probability Principles
Regression Analysis in Python
Decision Trees in Python
K-Means Clustering in Python
Feature Engineering
Advanced Regression
Improve a car company's pricing strategy
Advanced Classification
Identify risk of default with predictive analytics
Understanding SQL Databases
Selecting and Filtering Data with SQL
Probability Distributions
Joining Data with SQL
Aggregating Data with SQL
Data Manipulation with SQL
Alteryx Fundamentals
Getting Started in Alteryx
Joining and Transforming Data
Inputting and Outputting Data
Applying Parsing and Formula Tools
Automate the preparation of revenue data for analysis
Finding and Replacing Data
Hypothesis Testing
Spatial Data and Mapping
Python Fundamentals
Functions, Conditionality and Loops
Storing, Transforming and Visualizing Data
Data Preparation
Connecting to Live Data
Predict frost risk in vineyards using live data
What's Included?
$550.00
Certificates and Diplomas
Upon completing any Kubicle Path or Academy course, learners earn professionally recognized certificates accredited by CPE, CPD, NASBA, and CAI. These credentials are easily shareable on social networks and widely trusted by leading organizations as a benchmark for excellence in tech, data, AI, and business skills training.

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