Koenig Original Guaranteed-to-Run

Data Analytics: Regression, ANOVA & Solver in Excel

Mastering Data Analytics by Koenig Original equips data analysts and business analysts with practical Python-driven skills to transform raw data into strategic insights, solving the critical industry challenge of making data-driven decisions in real time. With 80 hours of live training, learners master Pandas, NumPy, Matplotlib, and Seaborn to analyze datasets and visualize trends—addressing a market where demand for data analytics professionals has grown over 35% in the last three years.

This course prepares learners for data analyst certification exams with Koenig’s Guaranteed-to-Run scheduling and 30-day lab access for hands-on practice. Graduates gain the confidence to drive business intelligence initiatives and advance into senior analyst roles with demonstrated proficiency in real-world data projects.

40 Hours (5 Days)
Live Online / Classroom
9+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,150
Dedicated instructor, your schedule Fastest
Public Batch USD 1,700
Group class, fixed schedule Most Popular
Self-Paced USD 199
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Course Overview

The Mastering Data Analytics course by Koenig Original provides essential skills for professionals, while those seeking infrastructure expertise should consider our AZ-104 Microsoft Azure Administrator training. This program is designed for aspiring data analysts and business intelligence professionals seeking to leverage data for strategic decision-making. This comprehensive program covers foundational to advanced data analytics concepts, preparing learners for real-world challenges in data-driven environments. Ideal for roles such as Data Analyst, the course aligns with industry demands, where 85 percent of global enterprises now prioritize data analytics for competitive advantage.

Students engage with key technologies including Python, Pandas, Matplotlib, Scikit-learn, Power BI, and SQL within a structured lab environment using the Learning Enhancement Tool and Microsoft Learn platforms. The hands-on labs focus on building end-to-end data pipelines, from data ingestion and transformation to visualization and predictive modeling. Learners configure interactive dashboards in Power BI, perform data wrangling using Python, and implement machine learning models on real-world datasets. These practical exercises simulate actual business scenarios, enabling participants to develop deployable skills in a controlled, instructor-supported setting.

Mastering Data Analytics by Koenig Original prepares candidates for the Microsoft Certified: Power BI Data Analyst Associate (PL-300) certification, a recognized credential that validates proficiency in data interpretation and modeling. Certified professionals report an average salary increase of 25 percent, with data analysts in the U.S. earning between $70,000 and $110,000 annually, depending on experience and location. Koenig differentiates itself with 1-on-1 training options, Guaranteed-to-Run schedules, and official courseware, ensuring personalized learning. Graduates are positioned to advance into senior analytics roles, driving data-informed strategies in organizations across finance, healthcare, and technology sectors.

What You'll Learn

Analyze data effectively with Koenig's Python for Analytics framework, a comprehensive tool for mastering data analysis techniques
Implement data cleaning techniques using Pandas in Koenig's hands-on labs, ensuring data accuracy and reliability
Create insightful visualizations of datasets with Matplotlib and Seaborn in Koenig projects, enhancing data storytelling skills
Apply advanced machine learning models through Koenig's Python-based curriculum, preparing for real-world AI challenges
Process large-scale data efficiently with Spark in Koenig's analytics environment, optimizing big data workflows
Perform exploratory data analysis using Koenig's structured methodology, uncovering hidden insights and patterns

Skills You'll Gain

SQL Queries Excel Formulas Data Cleaning Statistical Analysis Python Scripting Pandas Library Data Visualization Tableau Dashboards Power BI Reports Regression Models Predictive Analytics Machine Learning ETL Pipelines Big Data Time Series Hypothesis Testing

Prerequisites

Recommended knowledge before taking this course
  • Basic Python programming skills are essential for mastering data analytics with Koenig Original's Mastering Data Analytics course, as Python is the primary language used for data manipulation and analysis.
  • Familiarity with Excel or CSV data formats is crucial for efficiently importing and exporting datasets during your data analytics journey with Koenig Original.
  • A fundamental understanding of statistics, including mean, median, and variance, helps you interpret data insights accurately in the Mastering Data Analytics program by Koenig Original.
  • Experience with data manipulation using pandas DataFrames enables you to handle complex datasets effectively, a core skill taught in Koenig Original's Mastering Data Analytics course.
  • The ability to create visualizations using matplotlib and seaborn allows you to communicate data findings clearly, a key component of the Koenig Original Mastering Data Analytics training.
  • Understanding exploratory data analysis (EDA) techniques is vital for uncovering patterns and trends, forming the foundation of the comprehensive Mastering Data Analytics course offered by Koenig Original.
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Certification Exam

Everything you need to know about the Data Analytics: Regression, ANOVA & Solver in Excel certification exam

Exam Details
Exam Name
Data Analytics: Regression, ANOVA & Solver in Excel
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
One complimentary retake of the capstone project
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Data Analytics: Regression, ANOVA & Solver in Excel

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Data Analytics: Python Fundamentals
Mastering Data Analytics Overview by Koenig Solutions Jupyter Environment Setup Python 3.10+ Programming Essentials Numpy 1.24+ Numerical Computing Pandas 2.0 Data Analysis Pandas 2.0 Data Cleansing Python Missing Data Handling Data Filtering Techniques
2
Day 2– Data Visualization with Koenig Solutions
Matplotlib Visualization Mastery Seaborn Chart Generation Pandas Native Visualization Plotly Interactive Graphing Cufflinks Visualization Integration Python Geographical Mapping Visual Customization Methods Visualization Best Practices
3
Day 3– Machine Learning Certification Essentials (Mapping to DP-100)
Machine Learning Fundamentals Linear Regression Theory Linear Regression Implementation Cross Validation Methods Bias Variance Analysis Logistic Regression Basics K Nearest Neighbors Logic Model Evaluation Metrics
4
Day 4– Advanced Machine Learning Architectures
Decision Tree Modeling Random Forest Deployment Support Vector Machines K Means Clustering Principal Component Analysis Recommender System Building NLP Fundamentals Training Text Data Preprocessing
5
Day 5– Capstone Projects and Big Data
Data Capstone Strategy End-to-End Analysis Workflow Neural Network Deep Learning PySpark 3.4+ Integration Big Data Processing Logic Machine Learning Integration Final Implementation Project Course Review Sessions

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

78%

of Data Analytics: Regression, ANOVA & Solver in Excel certified professionals report career advancement within 6 months

Salary Impact

+22%

Average salary increase reported after obtaining the Data Analytics: Regression, ANOVA & Solver in Excel certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Data Analyst
  • Business Intelligence Analyst
  • Data Visualization Specialist
  • Analytics Consultant
  • Senior Data Analyst
  • Reporting Analyst

Companies Hiring

5,000+
Google Microsoft Amazon Accenture Deloitte PwC JPMorgan Chase IBM Walmart Capgemini

and 5,000+ organizations worldwide seeking Data Analytics: Regression, ANOVA & Solver in Excel certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

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    CISO, Financial Services

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    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

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    Business Intelligence Lead

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  • ★★★★★

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

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    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

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    Engineering Manager

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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

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  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

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  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
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