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Generative AI for Sustainability

Generative AI for Sustainability

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Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

3 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

3 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Apply Generative AI to ESG Workflows: Use AI to organize sustainability data, draft disclosures, and create audit-ready reports.

  • Model Emissions and Scenarios: Estimate Scope 1–3 impacts, compare decarbonization options, and test transition scenarios with AI.

  • Optimize Sustainable Operations: Identify efficiency opportunities across energy, logistics, procurement, and resource use with AI insights.

  • Strengthen Governance and Reporting: Create supplier summaries, policy briefs, stakeholder updates, and traceable reports faster.

Details to know

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Recently updated!

April 2026

Assessments

9 assignments

Taught in English

There are 10 modules in this course

Generative AI is creating new ways for organizations to measure impact, improve decision-making, and accelerate sustainability goals.

The Generative AI for Sustainability Certification is designed for sustainability, ESG, operations, and consulting professionals who want to use AI-powered tools to improve reporting, analyze emissions, support resource planning, and build practical low-carbon strategies without coding. This course focuses on real-world sustainability use cases, including ESG data consolidation, emissions modeling, scenario planning, supplier assessments, regulatory disclosures, and stakeholder communication. You will learn how generative AI can help automate documentation, extract insights from complex data, and support better operational and supply chain decisions. Each module combines clear instruction with practical exercises. You will explore how to build AI-assisted calculators, draft audit-ready narratives, evaluate decarbonization options, and simulate transition pathways aligned with global frameworks. By the end, you will be able to apply generative AI to improve ESG reporting, reduce environmental risk, support smarter sustainability decisions, and drive measurable performance. Enroll in the Generative AI for Sustainability Certification Online to lead data-driven climate action and responsible growth.

This module introduces the overall certification structure and explains how the learning experience is organized throughout the course. To support different learning preferences, the content is offered in multiple formats, including Videos, eBooks, Audiobooks, and Podcasts. Each format covers the same key concepts, giving you the flexibility to learn in the way that works best for you. You can choose any format based on your preferred learning style and move through the course at your own pace.

What's included

10 videos1 reading1 assignment2 plugins

10 videos•Total 77 minutes
  • Navigation Video•2 minutes
  • Audiobook: Module 1: Course Introduction•6 minutes
  • Module 1: Course Introduction•7 minutes
  • Audiobook: Module 1: Introduction to AI and Sustainability•28 minutes
  • Podcast: Module 1: Introduction to AI and Sustainability•13 minutes
  • 1.1 Overview of Artificial Intelligence•4 minutes
  • 1.2 Introduction to Sustainability•3 minutes
  • 1.3 Sustainability Challenges•6 minutes
  • 1.4 Introduction to Multi-Agent Systems•4 minutes
  • 1.5 Case Study: AI Models for Climate Change Prediction•4 minutes
1 reading•Total 10 minutes
  • Hands on•10 minutes
1 assignment•Total 30 minutes
  • Quiz 1•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 1: Introduction to AI and Sustainability•15 minutes
  • ACTIVITY: Multiple Choice•15 minutes

What's included

11 videos2 readings1 assignment2 plugins

11 videos•Total 89 minutes
  • Audiobook: Module 2: AI Techniques for Sustainability Solutions•27 minutes
  • Podcast: Module 2: AI Techniques for Sustainability Solutions•17 minutes
  • 2.1 Understanding Sustainability Challenges and Global Responses•5 minutes
  • 2.2 Applying Supervised Learning for Environmental Forecasting and Classification•5 minutes
  • 2.3 Case Study: Predicting Air Quality in Beijing: A Machine Learning Approach •4 minutes
  • 2.4 Unsupervised Learning for Environmental Insights and Resource Optimization•3 minutes
  • 2.5 Dimensionality Reduction in Sustainability: Case Study on Precision Agriculture Using Unsupervised Learning•5 minutes
  • 2.6 Basics of Reinforcement Learning•5 minutes
  • 2.7 Applications of Reinforcement Learning in Resource Management and Case Study: Smart Water Grid Optimization in Barcelona•6 minutes
  • 2.8 The Environmental Impact of AI Systems•4 minutes
  • 2.9 Designing Energy-Efficient AI Models for Sustainability•6 minutes
2 readings•Total 20 minutes
  • Hands on 1•10 minutes
  • Hands on 2•10 minutes
1 assignment•Total 30 minutes
  • Quiz 2•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 2: AI Techniques for Sustainability Solutions•15 minutes
  • ACTIVITY: Tab•15 minutes

What's included

9 videos2 readings1 assignment2 plugins

9 videos•Total 79 minutes
  • Audiobook: Module 3: ​AI for Climate Change Mitigation•28 minutes
  • Podcast: Module 3: ​AI for Climate Change Mitigation•13 minutes
  • 3.1 Predictive Models for Weather and Climate Pattern •8 minutes
  • 3.2 Machine Learning for Climate Change Forecasting•4 minutes
  • 3.3 AI-Based Risk Assessment and Mitigation •5 minutes
  • 3.4 Grid Optimization and Energy Storage with AI•7 minutes
  • 3.5 Demand Forecasting for Energy Consumption•4 minutes
  • 3.6 AI Tools for Calculating and Reducing Carbon Footprints +•5 minutes
  • 3.7 AI-Powered Emission Monitoring Systems•6 minutes
2 readings•Total 20 minutes
  • Hands on 1•10 minutes
  • Hands on 2•10 minutes
1 assignment•Total 30 minutes
  • Quiz 3•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 3: ​AI for Climate Change Mitigation•15 minutes
  • ACTIVITY: Case Study•15 minutes

What's included

9 videos1 reading1 assignment2 plugins

9 videos•Total 92 minutes
  • Audiobook: Module 4: ​AI in Sustainable Energy Systems•29 minutes
  • Podcast: Module 4: ​AI in Sustainable Energy Systems•16 minutes
  • 4.1 Predictive Maintenance in Energy Systems•7 minutes
  • 4.2 AI for Smart Grids and Dynamic Energy Distribution +•6 minutes
  • 4.3 AI Applications for Wind and Solar Power Management•8 minutes
  • 4.4 Real-Time Monitoring of Renewable Energy Sources + Optimizing Energy Production with AI•7 minutes
  • 4.5 Energy Storage Management Using AI•5 minutes
  • 4.6 Load Balancing for Energy Grids•7 minutes
  • 4.7 AI for Optimizing Battery Performance and Storage Solutions•7 minutes
1 reading•Total 10 minutes
  • Hands on•10 minutes
1 assignment•Total 30 minutes
  • Quiz 4•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 4: ​AI in Sustainable Energy Systems•15 minutes
  • ACTIVITY: Hotspot•15 minutes

What's included

10 videos2 readings1 assignment2 plugins

10 videos•Total 82 minutes
  • Audiobook: Module 5: ​AI for Sustainable Agriculture•22 minutes
  • Podcast: Module 5: ​AI for Sustainable Agriculture•15 minutes
  • 5.1 AI for Efficient Water Use and Irrigation•5 minutes
  • 5.2 Soil Health Monitoring and Management with AI•6 minutes
  • 5.3 Crop Yield Prediction Using Machine Learning•7 minutes
  • 5.4 Machine Learning Models for Crop Disease Identification•5 minutes
  • 5.5 AI-Powered Drones and AI Applications for Sustainable Crop Health and Pesticide Management •6 minutes
  • 5.6 AI-Driven Decision-Making for Farm Management•5 minutes
  • 5.7 Automation in Farming, Resource Usage Reduction, and AI-Powered Market Forecasting in Agriculture•6 minutes
  • 5.8 Case Study – AI in Precision Agriculture•5 minutes
2 readings•Total 20 minutes
  • Hands on 1•10 minutes
  • Hands on 2•10 minutes
1 assignment•Total 30 minutes
  • Quiz 5•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 5: ​AI for Sustainable Agriculture•15 minutes
  • ACTIVITY: Tab•15 minutes

What's included

11 videos1 reading1 assignment2 plugins

11 videos•Total 69 minutes
  • Audiobook: Module 6: AI in Waste Management and Circular Economy •20 minutes
  • Podcast: Module 6: AI in Waste Management and Circular Economy •16 minutes
  • 6.1 Machine Learning in Waste Classification•6 minutes
  • 6.2 Smart Recycling Systems Powered by AI•4 minutes
  • 6.3 AI Applications in Waste-to-Energy Conversion•3 minutes
  • 6.4 Predicting Energy Production from Waste•3 minutes
  • 6.5 Optimizing Waste Processing Plants with AI•4 minutes
  • 6.6 AI in Material Recovery and Reprocessing•4 minutes
  • 6.7 Minimizing Waste through AI-Driven Design•4 minutes
  • 6.8 AI Models for the Circular Economy in Industries•3 minutes
  • 6.9 Case Study: AI for Waste Sorting and Recycling•3 minutes
1 reading•Total 10 minutes
  • Hands on•10 minutes
1 assignment•Total 30 minutes
  • Quiz 6•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 6: AI in Waste Management and Circular Economy •15 minutes
  • ACTIVITY: Problem Statement•15 minutes

What's included

12 videos1 reading1 assignment2 plugins

12 videos•Total 80 minutes
  • Audiobook: Module 7: AI for Biodiversity Conservation and Environmental Monitoringdule•20 minutes
  • Podcast: Module 7: AI for Biodiversity Conservation and Environmental Monitoringdule•17 minutes
  • 7.1 Satellite Imagery Analysis with AI•5 minutes
  • 7.2 AI for Deforestation and Land Use Change Detection•5 minutes
  • 7.3 Monitoring Water Bodies and Forests with Remote Sensing•5 minutes
  • 7.4 AI-powered Solutions for Species Tracking•4 minutes
  • 7.5 Machine Learning for Identifying and Protecting Endangered Species•4 minutes
  • 7.6 AI for Monitoring Poaching and Illegal Activities•4 minutes
  • 7.7 Ecosystem Modeling and Restoration using AI•4 minutes
  • 7.8 Monitoring Biodiversity with Machine Learning•4 minutes
  • 7.9 Predicting the Impact of Human Activities on Ecosystems•4 minutes
  • 7.10 Case Study: AI for Deforestation Monitoring•4 minutes
1 reading•Total 10 minutes
  • Hands on•10 minutes
1 assignment•Total 30 minutes
  • Quiz 7•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 7: AI for Biodiversity Conservation and Environmental Monitoringdule•15 minutes
  • ACTIVITY: True or False•15 minutes

What's included

12 videos1 reading1 assignment2 plugins

12 videos•Total 79 minutes
  • Audiobook: Module 8: AI for Water Resource Management•21 minutes
  • Podcast: Module 8: AI for Water Resource Management•14 minutes
  • 8.1 Predictive Modeling for Water Demand Forecasting•5 minutes
  • 8.2 AI Applications for Drought Prediction•4 minutes
  • 8.3 Optimizing Water Use with AI in Agriculture and Urban Settings•5 minutes
  • 8.4 AI-powered Irrigation Optimization•5 minutes
  • 8.5 IoT and Machine Learning for Water Management•5 minutes
  • 8.6 Precision Irrigation Systems and Their Environmental Benefits•4 minutes
  • 8.7 AI for Water Contamination Detection•6 minutes
  • 8.8 Real-time Monitoring of Water Bodies Using AI•4 minutes
  • 8.9 Machine Learning Models for Water Purification•4 minutes
  • 8.10 Case Study: AI for Smart Irrigation Systems•3 minutes
1 reading•Total 10 minutes
  • Hands on•10 minutes
1 assignment•Total 30 minutes
  • Quiz 8•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 8: AI for Water Resource Management•15 minutes
  • ACTIVITY: Accordion•15 minutes

What's included

12 videos2 readings1 assignment2 plugins

12 videos•Total 93 minutes
  • Audiobook: Module 9: AI for Sustainable Cities and Smart Urban Development•29 minutes
  • Podcast: Module 9: AI for Sustainable Cities and Smart Urban Development•14 minutes
  • 9.1 AI For Energy-Efficient Buildings and Urban Planning•5 minutes
  • 9.2 Smart Grids, Transportation, and Waste Management Systems•6 minutes
  • 9.3 AI-Driven Solutions For Urban Air Quality Monitoring•5 minutes
  • 9.4 AI in Autonomous Vehicles and Electric Transportation•5 minutes
  • 9.5 Smart Traffic Management with AI•5 minutes
  • 9.6 AI-Powered Solutions For Sustainable Public Transport•5 minutes
  • 9.7 Optimizing Resource Consumption in Cities Using AI•6 minutes
  • 9.8 AI For Waste Reduction and Management in Urban Settings•6 minutes
  • 9.9 Real-Time Urban Monitoring and Data Analysis•7 minutes
  • 9.10 Case Study: AI for Urban Air Quality Monitoring•3 minutes
2 readings•Total 20 minutes
  • Hands on 1•10 minutes
  • Hands on 2•10 minutes
1 assignment•Total 30 minutes
  • Quiz 9•30 minutes
2 plugins•Total 30 minutes
  • Ebook: Module 9: AI for Sustainable Cities and Smart Urban Development•15 minutes
  • ACTIVITY: Scenario Activity•15 minutes

What's included

6 videos1 plugin

6 videos•Total 62 minutes
  • Audiobook: Module 10: Capstone Project: Designing an AI Solution for a Sustainability Challenge•29 minutes
  • Podcast: Module 10: Capstone Project: Designing an AI Solution for a Sustainability Challenge•14 minutes
  • 10.1 Problem Identification and Data Collection•7 minutes
  • 10.2 Building and Implementing AI Models•4 minutes
  • 10.3 Evaluation and Impact Assessment•2 minutes
  • Module 10: Course Summary •7 minutes
1 plugin•Total 15 minutes
  • Ebook: Module 10: Capstone Project: Designing an AI Solution for a Sustainability Challenge•15 minutes

Instructor

AI CERTs
58 Courses•43,878 learners

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Frequently asked questions

You will be able to use generative AI to streamline ESG reporting, analyze emissions, support sustainability planning, and improve decision-making across operations and strategy.

No. The course is built for non-technical sustainability and ESG professionals.

This course is designed specifically for sustainability professionals. It focuses on real ESG data, reporting needs, climate strategy, supplier evaluation, and operational use cases rather than broad AI theory.

Yes. You will work through case studies, data exercises, AI-assisted calculators, and disclosure drafting activities.

Yes. The course supports both in-house and advisory workflows, making it useful for consultants, ESG teams, operations leaders, and corporate sustainability professionals.

Yes. You will earn the Generative AI for Sustainability Certification upon completion.

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

Financial aid available,