Parenting Journal · Volume 1 · Issue 3 · Licensed source edition
On the Impact of Digitalization and Artificial Intelligence on Employers' Flexibility Requirements in Occupations—Empirical Evidence for Germany
Originally published 2022-05-03 · Frontiers in Artificial Intelligence
Frontiers Media SA · DOI 10.3389/frai.2022.868789 ↗
AI / system type
Digitalization and occupational AI-application potential, distinct from measured generative-AI use
Workplace evidenceExamines workers, organizations or AI at work. Participants are not necessarily parents; family benefits are not established by this evidence alone.
The AI connection
System or context examined: Digitalization and occupational AI-application potential, distinct from measured generative-AI use. The source-specific system and study design determine what can be inferred.
Why this reading matters
The reading brings employers’ flexibility demands as digitalization changes occupations into a concrete discussion of humane work during technological change. It offers establishment-survey and occupational-data analysis evidence or analysis, not a promise of organizational or family benefit.
Workplace evidence
Work, care and the whole person.
The workplace lens is employers’ flexibility demands as digitalization changes occupations. Source setting or population: German employers in the IAB Job Vacancy Survey, combined with occupation-specific characteristics. Parenting and child-development outcomes are not inferred from the workplace evidence.
Examines workers, organizations or AI at work. Participants are not necessarily parents; family benefits are not established by this evidence alone.
Editorial reading guide · Independence
Whose flexibility increases when digital technology changes the work?
This establishment-survey and occupational-data analysis examines employers’ flexibility demands as digitalization changes occupations. Its TRICK home is Independence, an editorial reading path rather than a claim that the paper tests the full framework.
Study context
German employers in the IAB Job Vacancy Survey, combined with occupation-specific characteristics
Age / stage: Adult workplace context; no child age range inferred
Read with three questions
- Whose flexibility increases when digital technology changes the work?
- What do this study’s design and population — German employers in the IAB Job Vacancy Survey, combined with occupation-specific characteristics — allow you to infer about another workplace?
- When considering employers’ flexibility demands as digitalization changes occupations, which decisions would need employee input before applying this reading to a working family’s circumstances?
Keep the limits in view
Employer assessments and occupational exposure proxies are not direct measurements of individual AI use or employee wellbeing.
The text below is the original article’s licensed repository edition. Its wording is not rewritten. Use the Paper Agent beside the text to locate evidence; open the source for figures, tables and complete context.
Opening the verified paper and agent…
Checking the article identity, license record, and saved source text.
Open the repository recordAttribution & reuse
Follow the original.
Original authorship, publication date, journal and DOI are preserved. This issue’s TRICK placement and reading questions are editorial additions, not claims made by the original authors.
Anja Warning; Enzo Weber; Anouk Püffel (2022). On the Impact of Digitalization and Artificial Intelligence on Employers' Flexibility Requirements in Occupations—Empirical Evidence for Germany Frontiers in Artificial Intelligence. https://doi.org/10.3389/frai.2022.868789
Permissions checked against the saved article notice; repository publication notices screened 2026-11-05. This is not a new peer-review decision. The source authors and publishers are not represented as endorsing this issue.