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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>1.3 Unequal performance across groups - Vulnerability (Sectors)</title>
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<body>
<div class="container">
<h1>1.3 Unequal performance across groups - Vulnerability (Sectors)</h1>
<div class="selection-title">Select a sector:</div>
<div class="nav-pills">
<button class="nav-pill active" data-target="PublicAdministrationexcludingNationalSecurity">
Public Administration excluding National Security
</button>
<button class="nav-pill" data-target="NationalSecurity">
National Security
</button>
</div>
<div class="content-sections">
<div class="entity-section active" id="PublicAdministrationexcludingNationalSecurity">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="NationalSecurity">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> Respondents emphasized extreme vulnerability because this sector impacts future opportunities, life quality, and security in the long-term. Some changed ratings after recognizing the implications of living in a surveillance state where unequal performance can have severe consequences for monitored populations.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"Finance & Insurance and National Security: extremely vulnerable because these sectors impacts future opportunities, life quality and security in the long-term."</li> <li>"Changed my rating for "Scientific R&D" because I missed that outcomes that dont work for all groups can be conflated and brought to market if no due diligence is involved. Same with "National Security" because I forgot we live in a surveillance state"</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="entity-section" id="FinanceandInsurance">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> Respondents emphasized extreme vulnerability because these sectors impact future opportunities, life quality, and security in the long-term. The sector shows extreme/high vulnerability due to direct impacts on human welfare and rights when AI systems perform unequally across demographic groups.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"Finance & Insurance and National Security: extremely vulnerable because these sectors impacts future opportunities, life quality and security in the long-term."</li> <li>"Health Care, Finance, and Educational Services show extreme/high vulnerability due to direct impacts on human welfare and rights when AI systems perform unequally across demographic groups. Sectors with less AI-dependent decision-making or lower stakes for individuals show lower vulnerability."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="Information">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> Multiple respondents emphasized the information sector (media such as TV, newspapers, websites) is among the most vulnerable—already witnessing AI-generated articles and fabricated news, with negative effects for artists due to AI proliferation. Unequal performance will reinforce existing biases and potentially perpetuate harmful behaviors against marginalized groups. Some moved this sector to extremely vulnerable, believing media will cause irreparable damage to younger generations, particularly with algorithmic feeding of extreme viewpoints.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (3)</summary>
<ul class="quote-list">
<li>"I moved information to extremely vulnerable as I now believe that media will cause irrepairable damage to younger generation leading to the sector becoming extremely vulnerable. With the recen TikTok US sale that includes extremly conservative media groups as owners the younger generation will be fed by the AI algorithm one extreme set of points of view that could lead the sector on a descent to oblivion."</li> <li>"The information sector (media such as TV, newspapers, websites) is among the most vulnerable and we already see AI-generated articles and fabricated news. Regarding Entertainment, we already witness negative effects for artists due to the proliferation of AI slop across the internet."</li> <li>"Unequal performance across groups in the information sector will reinforce existing biases and potentially perpetuate some harmful behaviours against marginalised groups."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ProfessionalandTechnicalServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ScientificServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong>
Experts rate scientific research extremely vulnerable as unequal AI performance directly impacts research validity. Well-resourced groups using high-quality AI gain advantages, squeezing out poorer researchers. AI's heterogeneous success across domains creates resource misallocation risks. Biased outcomes reaching market without due diligence particularly harm marginalized groups in this fundamental human rights sector.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (5)</summary>
<ul class="quote-list">
<li>"Scientific Research is highly vulnerable because Unequal performance across groups directly impact the validity of the outputs in the case when an AI model supports in analysis or generation of data."</li> <li>"Scientific Research: extremey vulnerable because bias can constraint research funding, learning opportunities, long-term inequality. Countries/research groups with more resources to utilize high-priced, good-quality AI may have a distinct advantage and squeeze poorer, less-resourced research groups out of the market."</li> <li>"I would argue that unequal performance of AI poses a high risk of misallocating resources in Scientific Research and Development Services as the success of AI on specific problems is heterogeneous with many domains requiring highly specialized methods and offering different levels of data quality and abundance, while the general trend is to apply AI to every problem out there."</li> <li>"Changed my rating for "Scientific R&D" because I missed that outcomes that dont work for all groups can be conflated and brought to market if no due diligence is involved. Same with "National Security" because I forgot we live in a surveillance state"</li> <li>"Unequal performance across groups in sectors affecting fundamental human rights (real estate, education, health and scientific progress) would bring critical harms to marginalised groups."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ManagementAdministrativeSupportServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="EducationalServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> Respondents emphasized extreme/high vulnerability due to direct impacts on human welfare and rights when AI systems perform unequally across demographic groups. This sector affects fundamental human rights, and unequal performance would bring critical harms to marginalized groups.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"Health Care, Finance, and Educational Services show extreme/high vulnerability due to direct impacts on human welfare and rights when AI systems perform unequally across demographic groups. Sectors with less AI-dependent decision-making or lower stakes for individuals show lower vulnerability."</li> <li>"Unequal performance across groups in sectors affecting fundamental human rights (real estate, education, health and scientific progress) would bring critical harms to marginalised groups."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="HealthCareandSocialAssistance">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> Respondents emphasized extreme/high vulnerability due to direct impacts on human welfare and rights when AI systems perform unequally across demographic groups. This sector affects fundamental human rights, and unequal performance would bring critical harms to marginalized groups.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"Health Care, Finance, and Educational Services show extreme/high vulnerability due to direct impacts on human welfare and rights when AI systems perform unequally across demographic groups. Sectors with less AI-dependent decision-making or lower stakes for individuals show lower vulnerability."</li> <li>"Unequal performance across groups in sectors affecting fundamental human rights (real estate, education, health and scientific progress) would bring critical harms to marginalised groups."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ArtsEntertainmentRecreation">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "The information sector (media such as TV, newspapers, websites) is among the most vulnerable and we already see AI-generated articles and fabricated news. Regarding Entertainment, we already witness negative effects for artists due to the proliferation of AI slop across the internet."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"The information sector (media such as TV, newspapers, websites) is among the most vulnerable and we already see AI-generated articles and fabricated news. Regarding Entertainment, we already witness negative effects for artists due to the proliferation of AI slop across the internet."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="AccommodationFoodOtherServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="TradeTransportationUtilities">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="RealEstateRentalLeasing">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "Unequal performance across groups in sectors affecting fundamental human rights (real estate, education, health and scientific progress) would bring critical harms to marginalised groups."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Unequal performance across groups in sectors affecting fundamental human rights (real estate, education, health and scientific progress) would bring critical harms to marginalised groups."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="PublicAdministrationexcludingNationalSecurity">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="NationalSecurity">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> Respondents emphasized extreme vulnerability because this sector impacts future opportunities, life quality, and security in the long-term. Some changed ratings after recognizing the implications of living in a surveillance state where unequal performance can have severe consequences for monitored populations.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"Finance & Insurance and National Security: extremely vulnerable because these sectors impacts future opportunities, life quality and security in the long-term."</li> <li>"Changed my rating for "Scientific R&D" because I missed that outcomes that dont work for all groups can be conflated and brought to market if no due diligence is involved. Same with "National Security" because I forgot we live in a surveillance state"</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
</div>
</div>
<script>
document.addEventListener('DOMContentLoaded', function() {
const pills = document.querySelectorAll('.nav-pill');
const sections = document.querySelectorAll('.entity-section');
pills.forEach(pill => {
pill.addEventListener('click', function() {
pills.forEach(p => p.classList.remove('active'));
sections.forEach(s => s.classList.remove('active'));
this.classList.add('active');
const targetId = this.getAttribute('data-target');
const targetSection = document.getElementById(targetId);
if (targetSection) {
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});
});
});
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</body>
</html>