Research any topic before you write.

Find related topics. | Discover entities. | See connections. | Build a topical map.

Automated decision-making

Automated decision-making (ADM) is the use of data, machines and algorithms to make decisions in a range of contexts, including public administration, business, health, education, law, employment, transport, media and entertainment, with varying degrees of human oversight or intervention. ADM may involve large-scale data from a range of sources, such as…

Applications & Research

Use the mouse wheel or two fingers (on touchscreens) to zoom in and out of the map.

Research this topic

Explore the main themes, entities and connections around Automated decision-making. Start with the topic map, then use the sections below for research and deeper semantic analysis.

Explore this topic

Start with a few of the strongest sections from the source topic. These are research directions, not a list of keywords you must use.

Topics to explore

Browse the full topic structure. Each item opens a new analysis centered on that subject.

Overview

ADM technologies

Applications

Ethical and legal issues

Research fields

Advanced semantic analysis

Deeper signals for content research, entity SEO and topical coverage. The plain-language headings explain what each technical view is useful for.

Map overview Semantic statistics

Automated decision-making

Nodes84
Edges83
Triples90
Avg. degree1.98
Density0.02381
Components1

How this topic connects Entity context

See the strongest relationship patterns around the current topic before diving into the raw triples.

Automated decision-making

Top relations

related to Transport and mobility · 17
Automated decision-making → At, Automated, AVs, CAM, CAMs, Cars, CAVs, Connected, Connected Driving, Ethics Commission, Europe, European Commission, In, Issues, It, The German, This
related to Ethical and legal issues · 10
Automated decision-making → As ADM, Concerns, Faut-il, Flammarion, Hazan, In, La, Olivier Sibony, The, There
related to overview · 10
Automated decision-making → ADM, Article, DNN, EU's General Data Protection, However, Models, Regulation, Since, Some, There
related to ADM technologies · 5
Automated decision-making → ADM, ADMT, ADMTs, Automated, There
related to Information asymmetry · 5
Automated decision-making → AI, Automated, Daniel Kahneman's, It, On
related to Data · 3
Automated decision-making → ADM, Automated, This
related to Economics · 2
Automated decision-making → Automated, Computer

Important terminology Word statistics

Use these terms to understand the vocabulary surrounding the topic, not as a checklist for keyword stuffing.

Important terminology

data automated systems adm human many decision-making decisions machine learning use technologies media including social legal based used may range

Entity relationships Subject–Predicate–Object triples

SubjectPredicateObjectConfidenceSrc
imageinstance ofambiguous and highly skilled tasks0.80text
speech recognitioninstance ofambiguous and highly skilled tasks0.80text
gameplayinstance ofambiguous and highly skilled tasks0.80text
scientificinstance ofambiguous and highly skilled tasks0.80text
medical analysisinstance ofambiguous and highly skilled tasks0.80text
inferencing across multiple data sourcesinstance ofambiguous and highly skilled tasks0.80text
a criminal justice system or business processinstance ofand may sit within a larger administrative or technical system0.80text
textinstance ofand dramatic increases in data storage capacity and computational power with GPU coprocessors and cloud computing.Machine learning systems based on foundation models run on deep…0.80text
imagesinstance ofand dramatic increases in data storage capacity and computational power with GPU coprocessors and cloud computing.Machine learning systems based on foundation models run on deep…0.80text
risk assessment instrumentsinstance ofalgorithmic tools0.80text
those involving determining what is anomalousinstance ofaccountants and auditors may make use of increasingly sophisticated algorithms which make decisions0.80text
whether to notify personnelinstance ofaccountants and auditors may make use of increasingly sophisticated algorithms which make decisions0.80text

Related concept clusters Concept neighborhoods

These clusters group vocabulary that occurs around closely connected concepts in the source material.

    Connections between topic areas Semantic bridges

    Bridges can reveal useful research angles that are easy to miss in a flat list of related terms.

    Min side: 3
    For writers, content strategists, SEOs, marketers and creators — from quick topic research to advanced semantic analysis.