Data Analysis and Predictive Modelling Using Python Intermediate
The Data Analysis and Predictive Modelling Using Python course by Python Institute equips aspiring data analysts and junior data scientists with end-to-end skills to transform raw data into actionable insights, solving the critical industry challenge of deriving value from unstructured datasets. Learners master Python-based tools like Pandas, NumPy, Matplotlib, and Seaborn for data acquisition, cleaning, statistical analysis, and predictive modeling—skills demanded in 75% of entry-level data roles according to recent Python Institute labor market analysis.
This course prepares candidates for the PCAD™ – Certified Associate Data Analyst with Python certification exam (PCAD-31-02), featuring official vendor-authorized courseware and 30-day lab access at Koenig Solutions. Graduates gain practical proficiency in regression modeling, data visualization, and SQL integration, enabling them to confidently enter the data analytics workforce or advance toward the PCPD professional certification.
Training Formats & Pricing
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Data Analysis and Predictive Modelling Using Python course by Python Institute is designed for aspiring data analysts and junior data scientists seeking to master end-to-end data workflows using Python. This course prepares candidates specifically for the PCAD – Certified Associate Data Analyst with Python certification (Exam PCAD-31-02), validating skills in data acquisition, cleaning, analysis, modeling, and visualization. It serves roles such as Data Analyst, Junior Data Scientist, and Business Intelligence Analyst. With over 2.5 million data-related job postings in the U.S. alone requiring Python proficiency, this course meets growing industry demand for professionals who can derive insights using Python-based tools and methodologies.
Learners gain hands-on experience with core Python libraries including Pandas, NumPy, Matplotlib, and Seaborn, alongside SQL for database querying and integration. The lab environment emphasizes real-world application, where students build and evaluate predictive models using linear and logistic regression techniques, assess model accuracy, and interpret results. A key project involves analyzing a comprehensive dataset—from preprocessing through model evaluation—and creating visualizations to communicate findings effectively. These practical exercises simulate actual data workflows used in analytics roles, ensuring students develop job-ready skills aligned with industry standards.
This training prepares candidates for the globally recognized PCAD certification, which validates foundational data analysis competencies and is part of a structured pathway leading to the PCPD – Certified Professional Data Analyst with Python. Certified professionals report career advancements, with entry-level data analysts earning median salaries between $65,000 and $80,000 in North America. Koenig Solutions enhances preparation with official courseware, hands-on labs, and Guaranteed-to-Run scheduling, ensuring learners can train reliably. Completing the Data Analysis and Predictive Modelling Using Python course empowers individuals to confidently enter the data analytics field and contribute to data-driven decision-making in modern organizations.
What You'll Learn
Skills You'll Gain
Prerequisites
- Foundational knowledge of Linear Algebra, Calculus, Probability, and Statistics (descriptive and inferential) essential for effective data analysis and predictive modeling using Python.
- Familiarity with core Python programming concepts such as variables, data types, control flow, and functions to build robust data analysis scripts.
- Proficiency with NumPy and Pandas libraries, which are the industry standards for data manipulation and predictive modeling using Python.
- Experience handling files and datasets in Python, including CSV and text files, to prepare data for analysis.
- Understanding of data structures like lists, dictionaries, and tuples in Python to organize and manipulate data efficiently.
- Exposure to data cleaning techniques, including managing missing or invalid values, to ensure accurate predictive models.
- Prior completion of PCEP™ (Certified Entry-Level Python Programmer) or equivalent knowledge, providing a foundation for advanced data analysis and predictive modeling using Python, as aligned with Python Institute standards.
Certification Exam
Everything you need to know about the Data Analysis and Predictive Modelling Using Python certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Mastering Data Analytics Fundamentals
2
Day 2– Core Python Programming Proficiency
3
Day 3– Advanced Data Cleaning Techniques
4
Day 4– Exploratory Data Analysis Mastery
5
Day 5– Data Visualization and Communication
6
Day 6– Predictive Modelling Implementation
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Official Courseware
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Career Outcomes
of Data Analysis and Predictive Modelling Using Python certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the Data Analysis and Predictive Modelling Using Python certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- Data Analyst
- Business Intelligence Analyst
- Reporting Analyst
- Financial Data Analyst
- Marketing Analyst
- Junior Data Scientist
Companies Hiring
and 5,000+ organizations worldwide seeking Data Analysis and Predictive Modelling Using Python certified professionals
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
Resources
Learn more about Data Analysis and Predictive Modelling Using Python before you enroll
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Read ArticleHappiness Guarantee
We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.
