Why we must consider the intergenerational impacts of AI

(Credit: Unsplash)

This article is brought to you thanks to the collaboration of The European Sting with the World Economic Forum.

Author: Sara Stratton, Founder, Māori Lab & Beatrice Dias, Assistant Professor, University of Pittsburgh


  • Technology is often used to solve everyday problems in areas like recruitment, finance and education, without addressing existing equity issues and power imbalances.
  • AI can perpetuate historical race-, gender- and class-based inequities, harming not only this generation but those in the future.
  • An initiative by the Global Future Council on AI for Humanity addresses the need for policymakers and regulators to re-examine the use of such technology, giving due consideration to the intergenerational impacts of technology decisions made today.

Although our future remains unwritten, each day we shape its foundation through our collective efforts, just as our past has paved the way to our present moment. Current debates on artificial intelligence (AI) and AI ethics focus primarily on the impact it is having on today’s populations – the fairness of using AI in recruitment, finance, and education, for example. But what about the equally important intergenerational impacts of today’s AI systems on future generations? Policymakers and regulators should pay attention to these issues.

Right now, a very narrow demographic of the world’s population holds decision-making power in the technology sector and the decisions they make are shaping our collective futures. Furthermore, people outside the tech industry are often seen purely as consumers and are left out of conversations about the technologies that impact their lives and livelihoods. This exacerbates imbalances in power and furthers exploitative conditions and injustices in our world. Without change at the decision-making level, therefore, there is a danger that AI will harm generations to come.

How AI perpetuates existing inequities

Consider, for example, the case of automated exam proctoring systems used to oversee examinations, confirming test-takers’ identities and ensuring the integrity of the exam environment. These applications have been particularly useful during the COVID-19 pandemic as many educational institutions switched to virtual platforms. There are emerging findings that demonstrate the harms and effects of these technologies, however. This builds on more than a decade of research by women and people of color who have been studying the inequitable impacts of everyday technologies.

Historically, US research shows significant racial bias in disciplinary actions taken in schools, where “black students are more likely to be seen as problematic and more likely to be punished than white students are for the same offence”, according to Princeton University’s Travis Riddle and Stacey Sinclair. It is tempting to assume that an automated, technical implementation of behavioural monitoring in schools would be free of these discriminatory actions, but research shows otherwise. As MIT researcher Joy Buolamwini notes: “AI is based on data, and data is a reflection of our history.” Her work, featured in the documentary Coded Bias, highlights “how machine-learning algorithms…can perpetuate society’s existing race-, class- and gender-based inequities,” according to an NYT review.

Underlying these types of tools and procedures is the normative social infrastructure formed decades ago, in which students are viewed as subjects to be monitored for infractions. These are ideas we need to scrutinise before we replicate such notions in emerging technological products. As Shea Swauger, an academic librarian and researcher at the University of Colorado Denver, points out: “Technology didn’t invent the conditions for cheating and it won’t be what stops it. The best thing we in higher education can do is to start with the radical idea of trusting students. Let’s choose compassion over surveillance.”

We have reached a tipping point where it will now be difficult to dislodge the normalisation of digital surveillance. Further, its effects may be long-lasting and multigenerational. —Safiya Umoja Noble, Ph.D

Mitigating harm now and in the future

When systems are digitally coded, they become a permanent digital record of judgement that can be tied to a person for life. “We have reached a tipping point where it will now be difficult to dislodge the normalisation of digital surveillance. Further, its effects may be long-lasting and multigenerational,” says Dr. Safiya Noble, an Associate Professor of Gender Studies and African American Studies at the University of California, Los Angeles (UCLA). So, how do we put in place structures that can mitigate existing and future harms from AI systems currently in place?

Regulation can play a crucial role in these efforts. Present-day economic gain for shareholders and investors has been the main value at the core of many of the technology innovations that have been growing rapidly over the past five decades. We need to think longer-term about the future of AI as it is implemented across a variety of industries over multiple generations. This is a crucial moment to innovate our approach to regulation by addressing intergenerational implications.

This is a crucial moment to innovate our approach to regulation by addressing intergenerational implications.—Sara Cole Stratton, Māori Lab & M. Beatrice Dias, Ph.D., University of Pittsburgh

Typically, regulation is focused on trade-offs in the short or medium term. This approach often results in reactionary rather than proactive action to mitigate harms across generations. Viewing AI regulation from an intergenerational perspective requires us to first contend with the historical context of such technological systems. How have dominant ideologies and socio-political structures shaped these tools?

Within this framework of understanding, we can begin to unpack how AI and its associated physical and digital infrastructure might impact our current and future generations. Anticipating potential and overarching impacts of AI, from an intergenerational view, will move us closer to regulation that is responsive to emergent data and research, multi-stakeholder concerns, and global possibilities. https://open.spotify.com/embed/episode/2XnMpiAnFR41kvicjOWZvr

Current trends in AI regulation provide a promising path forward. In 2019, Aotearoa New Zealand worked in partnership with the World Economic Forum to develop a Re Imagining Regulation for AI process for the government, to ensure the trustworthy design and deployment of AI.

More recently, the US Federal Trade Commission released a bold set of guidelines on “truth, fairness, and equity” in AI in 2021. The European Commission also published a proposal for the regulation of AI earlier this year. These measures offer valuable approaches to improving transparency, accountability and impact assessments associated with AI systems. We can build on such procedures by incorporating more intergenerational, interdisciplinary and international voices in the conversation about impacts of AI across generations.

Regulation created through this lens could mitigate current harms and even prevent future damage. Indigenous wisdom teaches us to look at decision-making as a 500-year responsibility that foregrounds the well-being of people and planet, both past, present and future. We must heed these lessons if we want to build a healthy and thriving future, free from the short-term interests of today, for generations to come.


Discover more from The European Sting - Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology - europeansting.com

Subscribe to get the latest posts sent to your email.

Interesting reads

© CDC An enhanced microscopic image shows the Hantavirus.

Hantavirus outbreak: Another passenger contracts disease

This article is published in association with United Nations. It’s been confirmed that another passenger from the cruise liner linked to the outbreak of hantavirus has contracted the disease, which has claimed the lives of three people on board and sparked an international alert coordinated by the UN World Health Organization (WHO). The individual, who is […]
This article is published in association with United Nations.

UN warns of worsening human rights crisis in Mali after deadly attacks

This article is published in association with United Nations. The human rights situation in Mali is rapidly deteriorating following coordinated attacks by armed groups across the country, with civilians killed, displaced and cut off from food and aid, UN rights office OHCHR said on Tuesday. The violence, which erupted on 25 and 26 April, saw large-scale […]
© UNICEF A damaged ambulance in Tebnine in southern Lebanon.

In Lebanon, the same fears and dangers persist despite ceasefire: UNHCR

This article is published in association with United Nations. Death and destruction have continued unabated in Lebanon while communities are still unable to return to their homes despite a ceasefire that began on 17 April, humanitarians said on Tuesday. “Civilians in the south of Lebanon and parts of the Bekaa [Valley] are really living with the […]
© Unsplash/Planet Volumes A computer-generated image shows the Strait of Hormuz.

Uncertainty continues over safety in the Strait of Hormuz

This article is published in association with United Nations. Amid claims and counter-claims of strikes and confrontations in the crucial Strait of Hormuz between Iran and the United States, UN maritime officials continue to urge vessels to exercise “maximum caution”. “We are aware of the reports but do not have further details. We continue to urge […]
© ADB/Ariel Javellana Women farmers in India sell wheat grain and buy fertilizer with the proceeds.

Middle East crisis puts aid, food, fuel further out of reach for millions already struggling – UN agencies

This article is published in association with United Nations. As the Middle East crisis continues the humanitarian fallout is worsening, with aid route disruptions and food and fuel price hikes wrecking the lives and the rights of the most vulnerable people worldwide, UN agencies warned on Friday. Heightened insecurity and instability around key Gulf routes, including […]
© Unsplash/Angus Gray Ship transits through the Strait of Hormuz have dropped by over 90 per cent since the crisis escalated in late February 2026.

Hormuz crisis strangling global economy, Guterres warns, demanding solutions to end stalemate

This article is published in association with United Nations. The escalating crisis in the Strait of Hormuz could push tens of millions into poverty, trigger a surge in global hunger and even tip the world towards recession, the UN Secretary-General warned on Thursday. António Guterres decried the restrictions on free passage through the crucial chokepoint which […]
This article is published in association with United Nations.

AI in advertising risks fuelling information crisis, UN warns

This article is published in association with United Nations. With spending on advertising topping $1 trillion a year worldwide, the United Nations on Wednesday highlighted the untapped power of major brands to shape the future of Artificial Intelligence, warning that a failure to act could deepen a global information integrity crisis. In a new brief titled […]
This article is published in association with United Nations.

2015 nuclear deal ‘no basis’ for any new agreement with Iran

This article is published in association with United Nations. The 2015 nuclear accord with Iran cannot be the starting point for a new agreement with the country, the head of the International Atomic Energy Agency (IAEA) said on Wednesday in New York.  Rafael Mariano Grossi was speaking during a press conference at UN Headquarters held on […]
Credit:Unsplash)

From Hormuz to Lebanon, crisis reverberates through trade routes, upending humanitarian networks

© WHO/Hanan Balkhy In Gaza displaced families are living in overcrowded tents and makeshift shelters, surrounded by waste and debris, with limited access to safe water and sanitation services. This article is published in association with United Nations. Disruptions in the Strait of Hormuz continue to send shockwaves through global food systems, the UN Food and Agriculture […]
© UNICEF/Mohamed Zakaria A displacement centre in El Fasher, North Darfur (file).

World News in Brief: Sudan drone attacks condemned, South Sudan violence, airstrikes in Ukraine, South Africa Freedom Day

This article is published in association with United Nations. The United Nations has condemned two recent drone attacks in Sudan, one of which left seven dead, Spokesperson Stéphane Dujarric said on Monday during his regular media briefing in New York. An aid truck from the UN refugee agency (UNHCR) that was carrying emergency shelter kits came under attack by […]
© IMO/Cihancan Tunay A ship makes its way across an ocean.

Chokepoints and conflict: How the Hormuz crisis is exposing global shipping vulnerabilities

This article is published in association with United Nations. The blockading of ships in the Strait of Hormuz as a result of the conflict between the United States and Iran has demonstrated how ships and seafarers have become “leverage in geopolitical disputes,” according to the head of the UN’s International Maritime Organization (IMO). Since conflict began […]
Middle East war: After oil and gas, concerns grow over minerals crunch

Middle East war: After oil and gas, concerns grow over minerals crunch

This article is published in association with United Nations. The shipping crisis in the Strait of Hormuz caused by war in the Middle East has exposed a new threat: a looming shortage of strategic minerals that drive economies all over the world – and a race by countries to obtain them. Until war erupted on 28 […]
This article is published in association with United Nations.

Ceasefire extension offers diplomatic opening, but tensions persist in Strait of Hormuz

This article is published in association with United Nations. The United States’ decision to extend a fragile ceasefire with Iran has kept a narrow window open for diplomacy, but fresh security incidents in the Strait of Hormuz on Wednesday underscore the volatility of the situation and the risks to global shipping and regional stability. The UN […]
UN News Moreira da Silva (right), Executive Director of UNOPS on a visit to the Gaza Strip.

Strait of Hormuz: With hunger looming, life-saving fertiliser shipments cannot wait, head of UN task force says

This article is published in association with United Nations. As the Persian Gulf crisis continues, time is ticking for farmers who rely on fertilizer shipped via the Strait of Hormuz – and millions worldwide who depend on their crops, particularly in vulnerable countries such as war-torn Sudan.  In normal times, one third of global fertiliser trade […]
UN News A popular market in Khan Younis, southern Gaza Strip.

Economic collapse pushes highly educated Gazans into the ‘survival economy’

This article is published in association with United Nations. Young Palestinians in Gaza with university-level educations are setting aside dreams of putting their hard-won skills into practice and doing whatever they can to survive.  Abdullah al-Khawaja, an electrical engineering graduate displaced from Rafah to Khan Younis, now stands behind a small spice stall, having lost the […]
MONUSCO/Didier Vignon Dossou-Gbakon MONUSCO peacekeepers protect civilians in Ituri, eastern DRC.

World News in Brief: AI diagnostics, humanitarian deal for DR Congo, rights abuse allegations in Belarus, Ukraine children bear heaviest burden

This article is published in association with United Nations. New data shows that nearly three in four countries in Europe now use Artificial Intelligence in their health services to make a diagnosis. According to the UN World Health Organization (WHO) joint report with the European Union, 74% of countries in the bloc use AI tools in medical […]
© WFP The conflict in the Middle East is impacting the cost of food in many parts of the world.

Time running out on development goals as finance dries up, UN warns

This article is published in association with United Nations. Rising conflicts, the climate crisis and shrinking development finance are putting growing pressure on the poorest and most vulnerable countries – pushing development goals further off track. The warning comes in the Financing for Sustainable Development Report 2026 (FSDR), a new UN report launched on Monday, which finds […]
Ukraine’s women at breaking point after four years of war as attacks on energy, healthcare continue – UN humanitarians

World News in Brief: Myanmar amnesty, rising needs in Afghanistan, another power loss at Ukraine nuclear plant

This article is published in association with United Nations. Authorities in Myanmar released the country’s ousted president from prison on Friday, along with some 4,000 other people, as part of an amnesty to mark the traditional New Year festival. President Win Myint had been in jail since February 2021 when the military overthrew Myanmar’s democratically elected […]
UN Photo/Eskinder Debebe Siobhán Mullally, Special Rapporteur on Trafficking in Persons, especially women and children, one of the UN independent human rights experts calling for more accountability for the alleged trafficking victims in the Epstein files.

The Epstein files: Rights experts demand accountability, call for probe into trafficking allegations

This article is published in association with United Nations. UN independent human rights experts called on Thursday for justice and accountability for young women and girls who were trafficked systematically as part of allegations contained in the so-called Epstein files. The Human Rights Council-appointed experts also issued a general warning over the “continuing violence of patriarchal power systems” revealed […]

Why don't you drop your comment here?

Go back up

Discover more from The European Sting - Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology - europeansting.com

Subscribe now to keep reading and get access to the full archive.

Continue reading

Discover more from The European Sting - Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology - europeansting.com

Subscribe now to keep reading and get access to the full archive.

Continue reading

The European Sting – Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology – europeansting.com