Browse Skills define data quality criteria

define data quality criteria

🔻 Declining ESCO reuse: sector-specific

Specify the criteria by which data quality is measured for business purposes, such as inconsistencies, incompleteness, usability for purpose and accuracy.

define data quality criteria — specify the criteria by which data quality is measured for business purposes, such as inconsistencies, incompleteness, usability for purpose and accuracy. McKinsey's Skill Change Index places it in the declining band (SCI 52.64/100) — a skill likely to fall in demand as AI and automation cover more of its ground by 2030. ESCO classifies it as a sector-specific (rooted in one industry) skill within skills. It is currently listed by 7 occupations in our catalogue, including engineered wood board grader, metal production manager, product quality inspector, and pulp grader.

Category: skills › developing operational policies and procedures SCI: 52.64/100 Also known as: specify data quality criteria, set data quality benchmarks

Occupations that require define data quality criteria

Showing top 7 of 7 occupations · ranked by India employment volume, then AI-durability.

engineered wood board grader · 🤖 5.0/10
metal production manager · 🤖 5.0/10
product quality inspector · 🤖 5.0/10
pulp grader · 🤖 5.0/10
textile quality inspector · 🤖 5.0/10
chief data officer · 🤖 5.5/10
data quality specialist · 🤖 5.5/10

Frequently asked questions

What is define data quality criteria?

Specify the criteria by which data quality is measured for business purposes, such as inconsistencies, incompleteness, usability for purpose and accuracy.

What category of skill is define data quality criteria?

ESCO classifies define data quality criteria under the skills category, specifically in the developing operational policies and procedures subcategory.

Is define data quality criteria an AI-durable skill?

McKinsey's Skill Change Index places it in the declining band (SCI 52.64/100) — 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 define data quality criteria?

In our catalogue, 7 occupations list define data quality criteria as a required or important skill. The top occupations by employment volume include engineered wood board grader, metal production manager, product quality inspector, pulp grader, textile quality inspector, chief data officer.

How transferable is define data quality criteria between industries?

ESCO tags define data quality criteria as a sector-specific (rooted in one industry) skill — a signal of how portable it is when you change field.

Is define data quality criteria the same as specify data quality criteria?

Yes — define data quality criteria is also known as specify data quality criteria, or set data quality benchmarks. They refer to the same underlying capability in the ESCO taxonomy.

How can I learn define data quality criteria?

The most reliable path is to pick a job or project that demands define data quality criteria 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.