Business Analytics with Python
Unlock the power of data analysis in business using Python. This comprehensive course will equip you with the essential skills to analyze and visualize data, making informed business decisions.
Experience a modern, outcome-driven curriculum
Built with industry mentors, this program blends immersive live sessions, simulation projects, and on-demand resources so you can master Mandarin Chinese with confidence.
This course covers business analytics concepts and techniques using Python. Participants will learn how to work with data, apply statistical methods, create visualizations, and develop insights for effective decision-making in business. By the end of the course, you will be able to analyze real-world data sets and make data-driven decisions.
Why learners love this program
Each element is crafted to accelerate fluency, cultural context, and career readiness.
- Hands-on Python data manipulation and cleaning (pandas & NumPy) to prepare and transform real-world business datasets.
- Applied statistical analysis and basic predictive modeling to generate data-driven insights for business decisions.
- Data visualization and storytelling using matplotlib, Seaborn, and Plotly to communicate actionable insights and build dashboards.
Unlock the capabilities that matter in real-world communication
Every module stacks practical language skills with cultural fluency, so you can speak confidently in professional, academic, and social settings.
Certificate You'll Receive
Earn an industry-recognized certificate upon successful completion of this course.
Book a discovery call with our program specialists
Get tailored advice on learning paths, certification journeys, and industry opportunities before you enroll.
In a focused 20-minute consultation we map your current proficiency, clarify where you want to get to, and suggest the quickest route to fluency with milestones we can help you hit.
- Understand the skill gaps holding you back and the modules that can close them in the next cohort.
- Get a personalised cohort recommendation based on availability, trainer profile, and your weekly bandwidth.
- Discover global project work and certification add-ons that enhance Mandarin credentials on your CV.
Reserve your slot
Share your details and we will connect within 24 hours to set up a personalised walkthrough.
Structured modules that build fluency session after session
Explore the complete roadmap—from foundational vocabulary to advanced professional expressions—crafted with practical immersion in mind.
What is Business Analytics?
- https://docs.google.com/presentation/d/e/2PACX-1vTOQyb8oAZXPTmp5YNmq0Miuiyp5rCS4vdt41MPtFpZ17EqgomScOIbCHRCCJdhdQ/pubembed
Analytics Lifecycle and Use Cases
- https://docs.google.com/presentation/d/e/2PACX-1vR5uwPTtsDfUBW0Wpfuvi9hBflsfQ4K4Ih_NAqIJKO1YgN6BsaD9WlfICN2HBtXjw/pubembed
Python Installation and Environment Setup
- https://docs.google.com/presentation/d/e/2PACX-1vTHTqYZYU-2cZdJx2ExxQClbFP8-hQmcFB0tbeq9gZgI8ZpocEkYrnE1B0e6R9Prg/pubembed
Basic Syntax and Data Types
- https://docs.google.com/presentation/d/e/2PACX-1vTloqF1QudRN6f6WJGtjoGsmBrEY-0Klpem0-xVacCOjZg3zq0ecxX9wg1peFWQ8A/pubembed
Control Flow and Functions
- https://docs.google.com/presentation/d/e/2PACX-1vQ9R6Xw3mwRE4U8mr4iHyR5meWyi6yX-qLuizIFDDmMWeWODoOH8RRb312uLuv3nA/pubembed
Data Structures in Pandas (Series & DataFrame)
- https://docs.google.com/presentation/d/e/2PACX-1vQDbKgftzaDayX8sQrlxoEXLCxiinvVCIYk0Ary5y0sa-TxkCITVD6X6XpQmaEiKw/pubembed
Data Cleaning and Preparation
- https://docs.google.com/presentation/d/e/2PACX-1vQt2g6bJnz0onBMPSPA2caKuVZ_jxhokzLNwMfkCEArjVADHEGl64gw53jxllKABA/pubembed
Transformations and Aggregations
- https://docs.google.com/presentation/d/e/2PACX-1vRrtxbr9gaH_Xl-7tzegN4t4iQpa-um-Z1g1pC3JiDnyv8-hWObUwZXiexJCGENxA/pubembed
Creating Plots with Matplotlib
- https://docs.google.com/presentation/d/e/2PACX-1vTR2Ki-AIfH5_V44OvCqMbLa5QnpMBxu9ys2L0tvJ30_KDBMgDaeCAf7orMe5822w/pubembed
Customizing Figures and Styles
- https://docs.google.com/presentation/d/e/2PACX-1vSHvTy1xxrir6SSqzH8E3k0EvYf-WAHqbBWpv1g1bLzuUVXdN1zSG_HBg4vrCAtXw/pubembed
Statistical Plots with Seaborn
- https://docs.google.com/presentation/d/e/2PACX-1vQddOrhDcU692L5Z52OwMDOqaAmSjkrGdJlOF51NMhJjXZRhASpbN8a-MFiYuNWiQ/pubembed
Advanced Seaborn Techniques
- https://docs.google.com/presentation/d/e/2PACX-1vQqsRqG4CvlPwDZZJ1RzedX1xuXdeeBbHfzZslMy--wSLnQKHfH4aOzWpjW6YuHLQ/pubembed
Summary Statistics and Distributions
- https://docs.google.com/presentation/d/e/2PACX-1vQDb6BdZPRInyZyFSpF1fRHycsDtFX7pn-MqBE_Gdsyxz2TWtnU7DaQNEj-Ok4NYQ/pubembed
Data Exploration and EDA Techniques
- https://docs.google.com/presentation/d/e/2PACX-1vQnSB2sto7BvZkbFY2GtZaOsAOC6kAAVqMjR6l4LOdg7nunRnf4DEwSNoYRp3ZY2w/pubembed
Hypothesis Testing Basics
- https://docs.google.com/presentation/d/e/2PACX-1vTIi8hGgfxpFP19HO2Kfw4GGw_fIo9EPTFC8EUjv_wcZI7lbM3eq3w3u9LPk__Zmw/pubembed
Confidence Intervals and Correlation
- https://docs.google.com/presentation/d/e/2PACX-1vR9UV7FzmwCnB7JbzlvmqbSv7rMPSD31pO7u15neDsYVPHauFhDjGIgqf3_E9it4w/pubembed
Regression Models
- https://docs.google.com/presentation/d/e/2PACX-1vRUmm3LVnZRKgTzTv4hGOBFSuq4hubVEjtyhKLNxGWJe7ozYkeQ_cbC2jWvWfzt8Q/pubembed
Classification Models
- https://docs.google.com/presentation/d/e/2PACX-1vQ9LL5l5gapK4XFHvv6yH-Kkg13lEieVbpzj1T03nY1OTER0Vnl1lduvBxKRcKoSQ/pubembed
Clustering Methods
- https://docs.google.com/presentation/d/e/2PACX-1vT7JewRTKf8kArELTlIRFuUGM7UA1qbsdNeeQanhNx8hGbq8bgzsrCLWUvH5wJdzA/pubembed
Dimensionality Reduction
- https://docs.google.com/presentation/d/e/2PACX-1vQ6Tj8SgMSzvspso_wHpEfX5JstkiCGk3Wc7cxHSoDJInILc15AoFVK2vYVLsGTSg/pubembed
Interactive Charts with Plotly
- https://docs.google.com/presentation/d/e/2PACX-1vTUNf3BXdrtpBXxue98XetGPYKyNcyMOfo7ENDDRUpwrKdmsQCYEurzIqGH0AgCNw/pubembed
Plotly Express and Figure Customization
- https://docs.google.com/presentation/d/e/2PACX-1vSyNvvQoyHwP-QiN6G66s5ayNvFqC3lm2GTVXAftsOetWTSKPnMfFEEg4dz2WE-fA/pubembed
Dashboard Layouts and Callbacks
- https://docs.google.com/presentation/d/e/2PACX-1vSl4_-7INTIE8gsMjXJpS2L7iBsEof2j5PZcQO1hElsSJK6YJg8UGko2nsEKgREsQ/pubembed
Deploying and Sharing Dashboards
- https://docs.google.com/presentation/d/e/2PACX-1vR7RPkcfkxEKkF144URIBfGeSfoh2OQLfeRrnh1ZgZYnTZzK7IOTVCSWZbyH9sS8g/pubembed
Data Preparation and Exploration
- https://docs.google.com/presentation/d/e/2PACX-1vRyMfeDeeWvUdUnvqF9DGEV7ice4NOkYLjPDPE74YOESIsLmrrBeHzfBRPW_-3fRQ/pubembed
Deriving Business Insights
- https://docs.google.com/presentation/d/e/2PACX-1vQHnaZy9r8d17itPuOgIcnSO-3JrJ1j9KUD1cVVZnNP4nm0bVXrSc04aRKskljfOQ/pubembed
Project Scoping and Dataset Selection
- https://docs.google.com/presentation/d/e/2PACX-1vQg6ghsRrQdFda2ADAiS9YRtuWPPvlQg6yfwbl6B14mdG1tpCt2qOarpIh6tCJPcw/pubembed
Designing Analysis Approach
- https://docs.google.com/presentation/d/e/2PACX-1vR6F_7EQGA4xc2W26H2wRLYS81-IyVJkSMEarGoOa4wCzBXfkHBLtxMJQn_mUH2sw/pubembed
Implementing Analysis and Visuals
- https://docs.google.com/presentation/d/e/2PACX-1vQLxdhNueiVdhLtcYhDwX0jhZ2FaryRpxR6ccaIn-dmb27lYrOaqWXTcB3sGSFPqQ/pubembed
Reporting Results and Presentation
- https://docs.google.com/presentation/d/e/2PACX-1vQvG59NbMs6UKgJ71JviXd8txFUiFPVBoBFr4ajpi_9OzTY2sYDcohOupJKHGcD2Q/pubembed
Recap and Key Takeaways
- https://docs.google.com/presentation/d/e/2PACX-1vQqcBhwRQXJr6-wSkT9vLV0RGJH8jVUskfQBS24Fe0HEHKhd0Cc5TVaCkJ8mxpBMg/pubembed
Further Learning Resources and Career Paths
- https://docs.google.com/presentation/d/e/2PACX-1vRl75psJulIACHnxDaaTIyX-KgQafopd75GfPyFqUnBBlQRKlTsEioqkT460RzSVA/pubembed
Pick a schedule that fits your routine
We run multiple live cohorts so you can line up a batch with your goals, weekly bandwidth, and preferred mode of learning.
Stories from professionals who accelerated with SkillsBiz
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