AI and the hidden climate cost of ‘dark data’
Training and fine-tuning AI models requires troves of data, but storing and processing that data is financially and environmentally costly. Here are three ways to address the problem....
- Audio available
by Knut Haanaes, Frédéric Dalsace, Jules Wurlod Published 12 December 2022 in Sustainability • 5 min read
The vast majority of companies see sustainability as mission-critical, with climate change at the core of priorities, but far fewer have actually implemented sustainability strategies.
The thing that is holding them back is that they have not developed a business case for sustainability. The business case is the “holy grail” that enables sustainability strategies to be scaled up.
A clear business case for sustainability is vital. Companies engage in sustainability when they see a positive business case for action – when the increased profits from an investment outweigh the costs. These mechanics are deeply rooted in the corporate DNA and help companies to meet their fiduciary duties to shareholders.
When sustainability initiatives yield extra profits, the trade-off between doing well and doing good disappears, and companies’ management, stakeholders, and shareholders join forces to push the sustainability agenda.
When sustainability yields profits and societal objectives are aligned with market objectives, the formidable forces of capitalism can be unleashed and sustainability can scale. This vision is at the core of Michael Porter and Mark Kramer’s Creating Shared Value concept, where companies generate positive economic value by addressing societal problems that intersect with their business.
A paradigm shift is already under way as ESG is becoming a more standardized and objective measure of sustainability
With a positive business case, sustainability is not just corporate social responsibility but enlightened self-interest. The business case for sustainability is also helpful for investors as it provides a quantitative and objective picture of what a company does on sustainability rather than what it says.
So, how do you make the business case for a sustainability strategy? There are some key arguments that can be deployed, based on three pillars:
If anyone remains unconvinced by these business case arguments, in the long run the choice will be made for them by external forces. Sustainability will no longer be a “soft” concept and companies will no longer be able to cherry-pick impacts.
A paradigm shift is already under way as ESG is becoming a more standardized and objective measure of sustainability. Financial analysts are increasingly equipped with the tools and metrics to compare sustainability performance against peers, and over time, and can now reward or punish sustainability performance immediately. We are moving away from self-reporting. Technology advances enable the use of sophisticated algorithms to collect, track, and analyze complex ESG data that will paint a more accurate, less voluntary picture of a company’s true performance.
This transformation offers both opportunities and risks. In this new normal, companies need to properly account for all material impacts, and previously unpriced dimensions such as CO2 emissions or water pollution must be fully accounted for when making business decisions, so these costs are becoming part of the business case for sustainability.
Understanding and pricing those impacts may be tedious and costly, requiring new risk management approaches and tools. A case in point is climate change: the Taskforce on Climate-related Financial Disclosures (TCFD) recommends that companies should measure, price, and manage both physical risks – e.g., risks from more extreme weather patterns – and transition risks – e.g., risks from changes in consumer preferences or climate regulation.
Many tools and approaches have been developed to meet this need. The Capitals Coalition, for example, proposes a valuation approach and a decision-making framework to identify, measure, and value impacts on natural, social, and human capital.
But the consequences of inaction are severe, and many have already paid the price. In 2019, California’s largest utility, PG&E, was forced to file for bankruptcy after dramatically underestimating the increased risk of wildfire due to climate change.
You need to ensure that your company avoids being next.
Lundin Chair Professor of Sustainability at IMD
Knut Haanaes is a former Dean of the Global Leadership Institute at the World Economic Forum. He was previously a Senior Partner at the Boston Consulting Group and founded their first sustainability practice. At IMD he teaches in many of the key programs, including the MBA, and is Co-Director of the Leading Sustainable Business Transformation program (LSBT) and the Driving Sustainability from the Boardroom (DSB) program. His research interests are related to strategy, digital transformation, and sustainability.
Professor of Marketing and Strategy at IMD
Frédéric Dalsace focuses on B2B issues sustainability, inclusive business models, and alleviating poverty. Prior to IMD, he spent 16 years as a Professor at HEC Paris where he held the Social Business / Enterprise and Poverty Chair presided by Nobel Laureate Professor Muhammad Yunus. Prior to his academic life, Frédéric accumulated more than 10 years of experience in the business world, both with industrial companies (Michelin and CarnaudMetalbox) and as a strategy consultant with McKinsey & Company. At IMD he is Co-Program Director of the Leading Customer – Centric Strategies program.
Director for ESG and Sustainability at Houlihan Lokey
Jules Wurlod is Director of ESG and Sustainability at Houlihan Lokey, a global investment bank highly active in M&A for sustainable companies. Prior to this, he worked as management consultant at the Boston Consulting Group for four years. He also holds a PhD in environmental economics from the Graduate Institute in Geneva, where he published leading thought leadership pieces in top-tier scientific peer-reviewed journals.
22 April 2024 • by José Parra Moyano, Christine Legner, Konrad Schulte in Sustainability
Training and fine-tuning AI models requires troves of data, but storing and processing that data is financially and environmentally costly. Here are three ways to address the problem....
11 April 2024 • by Knut Haanaes, Francisco Szekely in Sustainability
The link between missed carbon emissions targets and human rights was made this week as a group of Swiss women won a landmark case against their government. What does this mean for...
10 April 2024 • by Tomoko Yokoi in Sustainability
Criticisms of artificial intelligence’s impact on sustainability are justified, says IMD’s Tomoko Yokoi, but there are important steps that technology companies can take to address the problem ...
28 March 2024 • by Dovev Lavie in Sustainability
Introducing a platform-based economic system that promotes prosocial behavior can help society overcome its greatest challenges....
Explore first person business intelligence from top minds curated for a global executive audience