Law and Policy in Responsible Technology

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Questions and Answers

What is considered victimization under the Equality Act?

  • Receiving support in filing a complaint
  • Being treated poorly after exercising rights (correct)
  • Making a new complaint against someone
  • Failing to file a complaint in person

What issue arose from the grading algorithm used during the Covid-19 crisis?

  • It was faster than traditional exams
  • It unintentionally discriminated against certain demographics (correct)
  • It was too lenient on students
  • It was based on subjective teacher evaluations

In the context of the Amazon recruitment tool, what was a major flaw of the algorithm developed?

  • It was biased towards male applicants (correct)
  • It favored non-traditional applicants
  • It used real-time data analytics
  • It included too many candidates

What does the COMPAS system aim to improve in judicial decisions?

<p>The consistency and quality of decisions (C)</p> Signup and view all the answers

Why can the creation of an offensive or intimidating environment lead to legal issues?

<p>It can be seen as harassment (A)</p> Signup and view all the answers

Which of the following is a potential consequence of biased algorithms in decision-making processes?

<p>Perpetuation of existing biases (A)</p> Signup and view all the answers

What concern was raised regarding the COMPAS algorithm's predictions?

<p>It sometimes falsely identified low-risk offenders as high-risk (D)</p> Signup and view all the answers

What demographic was more likely to be incorrectly labeled as a higher risk for reoffending according to the algorithm mentioned?

<p>Black people (C)</p> Signup and view all the answers

What ethical issue was highlighted regarding the A-level grading process during Covid-19?

<p>It lacked fairness in the grading criteria (A)</p> Signup and view all the answers

Which group was more likely to be mislabeled as lower risk for reoffending by the algorithm?

<p>White people (D)</p> Signup and view all the answers

What is a fundamental issue associated with proprietary algorithms in the legal system?

<p>Transparency (C)</p> Signup and view all the answers

What does algorithmic bias violate according to the content provided?

<p>Equality legislation (C)</p> Signup and view all the answers

Which aspect of law is highlighted as lacking oversight compared to how ethical decisions are made in tech firms?

<p>Public consent (C)</p> Signup and view all the answers

What ethical issue arose concerning the use of facial recognition software by Microsoft and Amazon?

<p>Ethical concerns regarding its use by police. (C)</p> Signup and view all the answers

What is one impact of tech firms creating their own ethical decisions as described in the content?

<p>Enforced ethical standards on users (B)</p> Signup and view all the answers

What might happen if less scrupulous firms take over the market for facial recognition software?

<p>Closure to ethical questions may arise (C)</p> Signup and view all the answers

What defines primary legislation?

<p>Laws created by a central authority that society must follow. (C)</p> Signup and view all the answers

What is the main purpose of regulation in the context of legislation?

<p>To implement and enforce details of primary legislation. (D)</p> Signup and view all the answers

Which of the following statements regarding standards is true?

<p>Standards can be de jure or de facto. (C)</p> Signup and view all the answers

Which principle does GDPR emphasize regarding data collection?

<p>Only collect data necessary for its intended purpose. (D)</p> Signup and view all the answers

What risk is associated with 'leaky' AWS S3 buckets?

<p>They expose data to the public, increasing security vulnerabilities. (D)</p> Signup and view all the answers

What does the principle of 'data accuracy' in data protection entail?

<p>Data must be kept updated and accurate. (A)</p> Signup and view all the answers

What challenge does cloud storage, such as AWS S3, pose to data security?

<p>The complexity of configuration leading to errors. (A)</p> Signup and view all the answers

How do standards inform legislation?

<p>They guide the creation and enforcement of laws. (C)</p> Signup and view all the answers

Which of the following areas is NOT specifically mentioned as pertinent to computer science?

<p>Civil rights legislation (B)</p> Signup and view all the answers

What is described as a general statement of intent by a government?

<p>Policy (A)</p> Signup and view all the answers

Which concept distinguishes law from ethics in a democratic society?

<p>Binding obligation for all (D)</p> Signup and view all the answers

What can happen if computer systems undermine human rights according to Hildebrandt?

<p>They can diminish human agency. (B)</p> Signup and view all the answers

Which option reflects the relationship between law and technological innovation?

<p>Technological innovation often precedes regulation. (A)</p> Signup and view all the answers

According to the discussion, what can individuals do in relation to laws?

<p>Disobey laws if ethical considerations differ (C)</p> Signup and view all the answers

What is the role of knowledge of the law for developers of computational systems?

<p>It helps in designing systems that are legally effective. (D)</p> Signup and view all the answers

Which distinction is crucial to understand in the context of legal terms?

<p>Policy, legislation, regulations, and standards (C)</p> Signup and view all the answers

What type of crimes are categorized as cyber-dependent crimes?

<p>Breaking into systems using ICT (C)</p> Signup and view all the answers

Which of the following is NOT a protected characteristic under the Equality Act (2010)?

<p>Political affiliation (C)</p> Signup and view all the answers

What is a key aspect of the shared responsibility model in AWS?

<p>Clients share responsibility for data security with AWS. (A)</p> Signup and view all the answers

Which of the following best describes indirect discrimination?

<p>Policies that disadvantage certain groups without intention. (D)</p> Signup and view all the answers

Which scenario illustrates direct discrimination?

<p>Excluding older applicants from a job position. (D)</p> Signup and view all the answers

What does harassment involve in the context of equality legislation?

<p>Unwanted and degrading behavior based on a characteristic. (D)</p> Signup and view all the answers

Which example illustrates cyber-enabled crime?

<p>Using phishing to commit fraud. (B)</p> Signup and view all the answers

Which of the following best describes open source licensing requirements?

<p>Attribution is often required for use. (B)</p> Signup and view all the answers

What behavior might be considered harassment in an online context?

<p>Making repeated unwelcome comments about someone's characteristics. (A)</p> Signup and view all the answers

What aspect of the Equality Act (2010) is primarily focused on?

<p>Protecting against unfair treatment based on characteristics. (A)</p> Signup and view all the answers

Flashcards

Policy

A general statement of intent outlining what a government or a prospective government aims to achieve.

Legislation

Formal rules written and approved by a legislative body, often binding on individuals and organizations.

Regulations

Specific guidelines or instructions derived from legislation, usually more detailed and operational.

Standard

A set of agreed-upon practices, often industry specific, aiming for consistency and quality.

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Privacy and data protection

The protection of personal information and its use.

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Cybercrime

Crimes committed using computers, like hacking or online fraud.

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Intellectual property and copyright

The legal ownership and rights associated with creations of the mind, such as software, music, and art.

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Equality legislation

Laws designed to prevent discrimination and ensure equal opportunities for everyone, regardless of characteristics.

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GDPR

The General Data Protection Regulation (GDPR) governs data security and privacy.

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Data Protection

Protecting personal information and ensuring its responsible use.

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Leaky Buckets

Data storage services where access controls can be mistakenly configured, exposing information to the public.

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Data Security Breaches

Storing personal data in a way that is not secure, potentially violating data protection regulations.

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Cloud Security

Cloud computing introduces complexities that can lead to configuration errors, potentially resulting in security vulnerabilities.

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AWS shared responsibility model

AWS is not responsible for accidental disclosure of private information via leaky S3 buckets. Clients are responsible for securing their own data.

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Cyber-dependent crimes

Crimes that require the use of information and communication technology (ICT) to be committed.

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Cyber-enabled crimes

Crimes that use ICT to increase the scale or impact of a traditional crime.

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Equality Act (2010)

A law in the UK that combines previous equality laws to protect individuals from discrimination based on protected characteristics.

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Protected characteristics

Characteristics that are protected from discrimination under the law.

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Direct discrimination

Treating someone less favorably because of a protected characteristic.

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Indirect discrimination

Creating a rule or policy that appears neutral but disadvantages a particular group based on a protected characteristic.

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Harassment

Behavior that is unwanted, offensive, intimidating, humiliating, or degrading based on a protected characteristic.

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Victimisation in the context of Equality Legislation

When a person is treated poorly because they have supported another in making a complaint or exercising their rights under the Equality Act.

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Harassment based on protected characteristics

A situation where someone is treated unfairly or offensively because of a protected characteristic, creating a hostile environment.

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COMPAS (Correctional Offender Management Profiling for Alternative Sanctions)

A decision-making process that uses data and algorithms to predict an individual's likelihood of re-offending. It is a tool used in the criminal justice system.

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Amazon's recruitment tool bias

An example of how data bias can lead to discriminatory outcomes.

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Unethical and Illegal Practices in Business

A situation where a company or organization fails to act ethically and legally, often due to concerns about profits or efficiency.

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Assessing Student Performance in Unusual Circumstances

Evaluating the performance of students in challenging circumstances, such as when traditional exams are impossible.

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Using algorithms to grade students

The process of evaluating a student's performance using a statistical model, potentially leading to unfair outcomes.

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Application of IT to the legal process

The use of technology and algorithms to support decision-making in the legal system.

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COMPAS Algorithm

An algorithm used in the criminal justice system that predicts re-offense risk, but has been shown to be biased against Black individuals.

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Algorithmic Bias

A situation where an algorithm systematically favors one group over another, leading to unfair outcomes.

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Opacity of Algorithms

The lack of transparency in how algorithms work, making it difficult to understand their decisions and identify bias.

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Tech vs Law

Laws are created with checks and balances, ensuring fairness and accountability. Tech firms can create ethical guidelines, but they lack the same oversight and democratic process.

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Influence of Tech in Law

The influence of technology, particularly algorithms, on legal decisions, posing challenges to fairness and transparency.

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Tech Companies Enforcing Ethics

The ethical decisions made by tech companies are enforced on their users, with limited room for dissent or control over how algorithms are used.

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Facial Recognition Controversy

The use of facial recognition software by law enforcement has raised ethical concerns, leading some tech companies to withdraw from this market.

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Tech in Judicial System

The ethical dilemma of technology used in the judicial system, with potential for bias and concerns about transparency.

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Study Notes

Law, Standards, and Policy in Responsible Technology

  • This unit covers legal areas relevant to computer science.
  • Topics of concern include privacy and data protection, cybercrime, intellectual property, copyright, equality legislation, and how computer science impacts law.
  • The discussion also touches on supporting judicial decisions.
  • It is important to understand the difference between ethics and the law, especially in regard to innovation outpacing regulation.
  • Law protects essential parts of constitutional democracy.
  • Knowledge of law is crucial for developers of computational systems, as their creations may shape legal interpretation.
  • Computer systems can potentially weaken human rights or make legal remedies less effective.
  • Laws are binding for all members of society, but dissent or disobedience may be justified for ethical considerations.
  • Laws can sometimes be unethical.
  • Policy is a general statement of intent for a government or prospective government.
  • Policy is often enacted through legislation.
  • Legislation (primary legislation) is law created by a central authority that members of the society are expected to follow.
  • Regulation (secondary legislation) implements primary legislation, often created by domain experts or a relevant regulator within a specific sector.
  • Standards are created by organizations or communities, either formally through expert consensus (de jure) or through common practice (de facto).
  • Standards can inform legislation.
  • Examples of legislative areas of concern include privacy and data protection, cybercrime, intellectual property, and equality legislation, and how technology impacts them.

Privacy and Data Protection

  • The General Data Protection Regulation (GDPR) is relevant legislation, with further details available for independent study.
  • Data collection should be limited to necessary data.
  • Data should only be used for its intended purpose.
  • Data should be accurate and current
  • Users should be able to access and control their data.
  • Data security is a vital aspect.

Cybercrime

  • Cyber-dependent crimes rely on ICT for their actions.
  • Cyber-enabled crimes utilize ICT to increase the scale or impact of traditional crimes.
  • Ex: fraud, intellectual property crime (counterfeiting and copyright infringement).
  • Automated tools search for infringements related to stock photos and code snippets.
  • Using code libraries and packages requires careful consideration of licenses (and track whether they are compliant).
  • Important to consider the appropriate licenses of open-source software, particularly when it comes to commercial use.
  • Use of software often requires consideration of attribution.

Equality Legislation

  • Equality legislation aims to ensure people are treated fairly.
  • It addresses prohibited behaviours, such as discrimination.
  • The Equality Act of 2010 is key legislation, consolidating various prior acts (sex discrimination, race relations, and disability discrimination acts) to provide protection from various types of discrimination.
  • Protected characteristics covered (e.g. disability, age, gender, religion or belief, sexual orientation, and marriage/civil partnership status) are addressed extensively in legislation to prevent discrimination and harassment.

Case Study - Amazon Recruitment Tool

  • Amazon's recruitment tool used historical data and AI which favored male candidates.
  • This highlights how algorithms can reflect biases present in data, leading to discrimination.
  • COMPAS (Correctional Offender Management Profiling for Alternative Sanctions) is a tool used in the legal process to assess recidivism risk.
  • Critically, the tool showed bias in its predictions, with disproportionate higher risk scores for Black individuals.
  • Flaws in the algorithms revealed the inherent risk of algorithmic bias in decision-making contexts.

Algorithmic Bias - COMPAS

  • Opacity of algorithms is a fundamental challenge.
  • Laws usually undergo review and examination.
  • Proprietary algorithms limit review opportunities; the lack of transparency presents challenges.
  • Algorithmic biases violate equality legislation.
  • Technological influence on law is a broader issue requiring further examination.

The Influence of Tech in Law

  • Laws are created with checks and balances.
  • Ethics can be influenced and established by tech firms within their organizations and use cases.
  • Tech companies have the ability to enforce ethical choices that users should be able to understand.
  • There can be issues with oversight and avenues for disobeying or dissenting in the context of tech.
  • Users lack explicit control over ethical implications and may be unknowingly supporting certain decisions that they would not support explicitly.
  • Firms like Microsoft and Amazon have withdrawn from market due to ethical concerns around the police use of facial recognition (which raises several ethical concerns).
  • Who defines what is ethically permissible if tech firms dominate the definition of ethical behaviour?

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