Y10W16VC Theme Words — The ethics of AI

Autonomous describes a system, entity, or agent that operates independently, making decisions without human control or intervention.

Word Breakdown: auto- (prefix meaning ‘self’)

Word family: autonomously (adv.), autonomy (n.)

Example: Fully autonomous vehicles raise fundamental questions about legal liability when accidents occur without human intervention.

Synonyms: self-governing, independent, self-directed

Collocations: autonomous system, autonomous vehicle, fully autonomous

Bias is an unfair or disproportionate tendency to favour one thing over another, often based on preconceptions rather than evidence. In AI, algorithmic bias occurs when a system systematically discriminates against certain groups.

Word family: biased (adj.), unbiased (adj.)

Example: If training data reflects existing social inequalities, the AI system will likely reproduce and potentially amplify those biases.

Synonyms: prejudice, tendency, distortion

Collocations: algorithmic bias, unconscious bias, reduce bias

Regulation refers to a rule or directive issued by an authority to control or govern behaviour, or the act of controlling through such rules.

Word Breakdown: -ation (suffix meaning ‘the act or process of’)

Word family: regulate (v.), regulatory (adj.)

Example: The rapid development of AI has outpaced the ability of existing regulatory frameworks to govern its use effectively.

Synonyms: rule, governance, oversight

Collocations: government regulation, regulatory framework, call for regulation

To articulate means to express or explain an idea clearly and coherently in words. As an adjective, articulate describes someone who communicates clearly and effectively.

Word Breakdown: ar- (variant of ad-, meaning ‘toward’)

Word family: articulation (n.), articulately (adv.)

Example: The report articulates the ethical risks of deploying facial recognition technology in public spaces without consent.

Synonyms: express, communicate, explain

Collocations: articulate a position, articulate concerns, clearly articulate

To formulate means to create or develop something, such as a plan, policy, or theory, in a precise and systematic way.

Word Breakdown: -ate (suffix meaning ‘to cause or make’)

Word family: formulation (n.), formulated (adj.)

Example: Regulators have struggled to formulate effective policies that keep pace with the rapid development of artificial intelligence.

Synonyms: develop, devise, construct

Collocations: formulate a policy, formulate a response, formulate a plan

To elaborate means to explain or develop something in greater detail. As an adjective, elaborate describes something that is intricate or detailed in design.

Word Breakdown: e- (prefix meaning ‘out’ or ‘thoroughly’)

Word family: elaboration (n.), elaborately (adv.)

Example: The researcher was asked to elaborate on the methodology, providing a more detailed account of how participants were selected.

Synonyms: expand, develop, detail

Collocations: elaborate on, elaborate a point, asked to elaborate

To conceptualise means to form a concept or mental framework for understanding something, particularly an abstract idea.

Word Breakdown: -ise (suffix meaning ‘to make or form’)

Word family: conceptualisation (n.), conceptual (adj.)

Example: Philosophers have long debated how to conceptualise consciousness in a way that accounts for both subjective experience and physical brain processes.

Synonyms: conceive, frame, theorise

Collocations: conceptualise the problem, conceptualise a framework, conceptualise as

To theorise means to develop or propose a theory or set of ideas to explain something, particularly when the explanation goes beyond immediate observation.

Word Breakdown: -ise (suffix meaning ‘to make or perform’)

Word family: theory (n.), theoretical (adj.)

Example: Early computer scientists theorised about machine intelligence decades before the technology existed to test their ideas.

Synonyms: hypothesise, speculate, propose

Collocations: theorise about, theorise that, theorise the relationship between

The phrase ‘X articulates’ is used in academic writing to attribute a clearly expressed idea, argument, or position to a specific writer, thinker, or text. It signals that the source has expressed the idea clearly and purposefully.

Example: Ruha Benjamin articulates the case for examining how algorithmic systems can reproduce and amplify existing social inequalities.

Synonyms: X argues, X contends, X expresses

Collocations: the author articulates, the text articulates, Benjamin articulates