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Record W4399372877 · doi:10.55529/jmc.44.30.40

Promoting Work-Life Balance through Flexible Work Arrangements: A Multigenerational Analysis

2024· article· en· W4399372877 on OpenAlexaff
Ayush Kumar Ojha

Bibliographic record

VenueJournal of Multidisciplinary Cases · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicWork-Family Balance Challenges
Canadian institutionsArtificial Intelligence in Medicine (Canada)
Fundersnot available
KeywordsWork–life balanceWork (physics)Balance (ability)PsychologySociologyEngineeringMechanical engineering

Abstract

fetched live from OpenAlex

This research delves into the multifaceted relationship between flexible work arrangements (FWAs) and work-life balance within a multigenerational workforce. We conduct a granular analysis of how Traditionalists (born before 1946), Baby Boomers (1946 1964), Generation X (1965-1980), Millennials (1981-1996), and Generation Z (1997-2012) perceive and value FWAs. The paper meticulously examines how specific FWA options, including compressed workweeks (scheduling full-time hours over fewer days), remote work (performing duties from a non-office location), and flexible hours (adjusting start and end times), can contribute to enhanced well-being and productivity for employees across the age spectrum. By gaining a nuanced understanding of the multigenerational perspective on FWAs, organizations can design targeted strategies to promote work-life balance, ultimately fostering a more engaged and thriving workforce.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.091
Threshold uncertainty score0.869

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.003
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.062
GPT teacher head0.363
Teacher spread0.301 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2024
Admission routes1
Has abstractyes

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