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data ethics

🔻 Declining ESCO reuse: cross-sector

The subfield of ethics that assess whether data practices are considerable ethical. It assesses processes such as collecting, analysing and disseminating structured and unstructured data that might negatively impact the society.

data ethics — the subfield of ethics that assess whether data practices are considerable ethical. It assesses processes such as collecting, analysing and disseminating structured and unstructured data that might negatively impact the society. McKinsey's Skill Change Index places it in the declining band (SCI 57.53/100) — a skill likely to fall in demand as AI and automation cover more of its ground by 2030. ESCO classifies it as a cross-sector (useful across many industries) skill within knowledge. It is currently listed by 3 occupations in our catalogue, including chief data officer, data protection officer, and data quality specialist.

Category: knowledge › philosophy and ethics SCI: 57.53/100 Also known as: principles of data ethics

Occupations that require data ethics

Showing top 3 of 3 occupations · ranked by India employment volume, then AI-durability.

chief data officer · 🤖 5.5/10
data protection officer · 🤖 5.5/10
data quality specialist · 🤖 5.5/10

Frequently asked questions

What is data ethics?

The subfield of ethics that assess whether data practices are considerable ethical. It assesses processes such as collecting, analysing and disseminating structured and unstructured data that might negatively impact the society.

What category of skill is data ethics?

ESCO classifies data ethics under the knowledge category, specifically in the philosophy and ethics subcategory.

Is data ethics an AI-durable skill?

McKinsey's Skill Change Index places it in the declining band (SCI 57.53/100) — a skill likely to fall in demand as AI and automation cover more of its ground by 2030. Prioritise this skill only when it directly enables paid work today — plan for AI to absorb more of it every year.

Which jobs require data ethics?

In our catalogue, 3 occupations list data ethics as a required or important skill. The top occupations by employment volume include chief data officer, data protection officer, data quality specialist.

How transferable is data ethics between industries?

ESCO tags data ethics as a cross-sector (useful across many industries) skill — a signal of how portable it is when you change field.

Is data ethics the same as principles of data ethics?

Yes — data ethics is also known as principles of data ethics. They refer to the same underlying capability in the ESCO taxonomy.

How can I learn data ethics?

The most reliable path is to pick a job or project that demands data ethics and learn through delivery. Complement that with role-specific roadmaps and short courses. Explore the occupations below to see where this skill is used in practice.

Data: ESCO v1.2.1 (CC-BY-4.0). Durability framework informed by McKinsey Global Institute (Nov 2025). See our methodology.