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 Natalia Olynec, Julia Binder Published 19 April 2023 in Sustainability • 6 min read
Â
Sustainability is firmly established as one of the most important challenges facing business leaders. In 2022, Gartner reported that sustainability ranked, for the first time, among chief executives’ top 10 strategic priorities. McKinsey recently identified the increasing importance of climate change and the net zero transition as the sixth-most-important trend impacting CEOs’ leadership.Â
So, senior leaders are clearly thinking more than ever about sustainability. But are they thinking about it in the right way?Â
The conventional business approach is that sustainability challenges are best managed as risk or compliance issues. On those terms, many businesses have already made significant progress. But that approach is inherently limited. Rather than looking purely from the perspective of damage limitation, businesses need to consider how they can seize the new opportunities being created by the rise of sustainability. Â
For many, answering that question will require a new mindset and an ambitious rethink of strategy that recognizes the unique opportunity simultaneously to deliver social benefits and drive business performance. Â
Businesses undeniably face major risks related to sustainability. The current era has seen the emergence of several complex, systemic-level threats, with the potential to create disruption on a historic, even existential scale. The effects of these threats are already visible: little wonder, then, that the Collins Dictionary word of the year for 2022 was “permacrisis.” Â
As the World Economic Forum points out, the risks facing organizations are primarily environmental and social. Business leaders must navigate systemic challenges ranging from climate change, natural-resource shortages, and extreme weather events to the growth of inequality, rising migration, and the soaring cost of living. Â
“To unleash creativity and tap into the problem-solving capacity of their organizations, leaders should spread a positive message about sustainability opportunities.”
The inclination to think of sustainability in terms of risk has been reinforced by the remarkable rise of ESG. Yet, as Julia Binder has emphasized, ESG is distinct from sustainability. The former is primarily a risk-management and investment framework; it seeks to evaluate the financial risks that ESG factors pose to a company’s value. Â
ESG has shaped modern business priorities in certain important ways. Many firms have invested significantly in producing ESG-related data, for example. As reporting and disclosure requirements have become more stringent, businesses have paid more attention to compliance. On the plus side, those developments have improved transparency about businesses’ impact on the world – but they have hardly spurred a widespread reassessment of how value creation affects the planet. The increasingly influential ESG indices have likewise failed to achieve this goal; they incentivize firms to improve their rankings via incremental changes such as increasing resource efficiency, rather than considering more radical changes to the value model that would ultimately make a greater contribution to delivering sustainability. Â
The bottom line is that many organizations view sustainability as bringing more risks to be managed, more impacts to be mitigated, and more reporting requirements with which to comply. They have failed to dedicate sufficient time and resources to understanding and exploring the new strategic opportunities that are emerging. However, as markets shift, this must change.Â
For some businesses, opportunities will arise from new consumer behavior. Consider, for example, the planned phasing out of the internal combustion engine and the switch to electric vehicles. Naturally, some executives remain skeptical about the depth of consumer commitment to sustainability: cost remains key to many purchasing decisions, particularly during a cost-of-living crisis. However, business must accept some of the responsibility for that: a lack of innovation over the years means consumers have rarely been offered compelling choices that are both sustainable and competitive on price. Companies that achieve that balance are likely to benefit from consumers’ shifting priorities, especially those that are able to develop and leverage new technologies to advance the connection between sustainability and digitalization. Â
Sustainability opportunities will present themselves in almost every business unit. For HR, it could be a way of attracting and retaining talent; for marketing and sales, it could be about selling new products.
But perhaps more important today is the speed at which the picture in B2B markets is changing. As organizations move toward net zero, they are increasingly focusing on Scope 3 emissions, including supplier emissions. Suppliers who can offer lower-carbon solutions now have a sharp competitive edge. The same is true of other aspects of sustainability, such as reducing plastic usage, and increasing circularity via reuse and recycling. Â
The result is that suppliers who are unable to help their customers meet their sustainability goals – on carbon or anything else – are likely to be left behind as new opportunities emerge. Â
There are four key areas to consider when promoting the mindset shift from risk to opportunity.
Despite the apparent increase in interest in sustainability on the part of senior leaders, it is rarely a core part of strategic narrative. Many boards have maintained a traditional view of what creates value for businesses and how sustainability ought to be managed. Rather, sustainability considerations should shape organizational culture and inform the priorities that leaders define for the business as a whole.Â
 To understand the opportunities unique to their businesses, leaders should follow a rigorous, structured governance process: a materiality framework. Start with a robust model, such as the GRI or SASB Conceptual Framework, to identify materially relevant issues. Then, engage with the full spectrum of stakeholders to understand which area has most resonance with each stakeholder group. Using this information, give a weighting to each area based on the contribution that each factor makes to business growth. This will allow each business to identify its own priorities, and then investigate the opportunities – as opposed to simply the risks – for each. This will support businesses in directing their resources towards their areas of greatest strength and that will have the greatest positive repercussions both for their finances and for the societies of which they are a part.Â
 Businesses have been selling a negative message about sustainability, focused on the reduction of harmful impacts – a criticism that can be levelled at the wider environmental movement. To unleash creativity and tap into the problem-solving capacity of their organizations, leaders should spread a positive message about sustainability opportunities. Â
When Unilever announced its aim of halving its social and environmental footprint while doubling growth, for instance, it was eye-catchingly bold. That got people excited and changed the discussion for everyone in the company. The conversation was no longer about what to do – it was about how. An ambitious yet consistent strategic vision can provide both impetus and a sense of direction, prompting employees to ask: “How am I, in my role and my department, going to contribute to this must-win battle?”Â
Sustainability opportunities will present themselves in almost every business unit. For HR, it could be a way of attracting and retaining talent; for marketing and sales, it could be about selling new products; for product and service innovation, sustainability principles should define the parameters for innovative, sustainable new solutions. Each unit should identify and own their opportunities. Aligning KPIs and incentive structures, including performance-related remuneration, will ensure a focus on achieving them. Â
As sustainability challenges become more acute, the businesses that thrive – and contribute most to society – will be those that have the foresight to identify the new opportunities most relevant to them, and the courage, creativity, and agility to pursue them. Â
Â
Chief Sustainability Officer at IMD
Natalia is the Chief Sustainability Officer at IMD. She designs and implements sustainability strategy, develops executive education programs and advisory, publishes research, builds cross-sector partnerships, and communicates IMD’s ambitions and progress. The Center for Sustainable and Inclusive Business, co-led by Olynec, aims to support leaders and companies to take steps towards a more sustainable and inclusive business world by harnessing IMD’s knowledge and expertise in the area and offering tools to help them deliver systemic, innovative, and impactful responses.
Professor of Sustainable innovation and Business Transformation at IMD
Julia Binder, Professor of Sustainable Innovation and Business Transformation, is a renowned thought leader recognized on the 2022 Thinkers50 Radar list for her work at the intersection of sustainability and innovation. As Director of IMD’s Center for Sustainable and Inclusive Business, Binder is dedicated to leveraging IMD’s diverse expertise on sustainability topics to guide business leaders in discovering innovative solutions to contemporary challenges. At IMD, Binder serves as Program Director for Creating Value in the Circular Economy and teaches in key open programs including the Advanced Management Program (AMP), Transition to Business Leadership (TBL), TransformTech (TT), and Leading Sustainable Business Transformation (LSBT). She is involved in the school’s EMBA and MBA programs, and contributes to IMD’s custom programs, crafting transformative learning journeys for clients globally.
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