Catch Me If You Can: The Dynamic Nature of Bias in Machine Learning Applications
ABSTRACT Bias in machine learning (ML) applications represents systematic differences between expected and actual values of the predicted outputs, such that certain individuals or groups are systematically and disproportionately (dis)advantaged. This paper investigates the dynamic nature of bias in ML applications.
Monideepa Tarafdar, Irina Rets, Yang Hu
wiley +1 more source
Good practice report:Nurturing graduate employability in higher education [PDF]
Crane, Linda H +2 more
core
Abstract Design Practice is shifting towards transdisciplinary, collaborative and problem‐based approaches in response to complex challenges of a changing world including societal issues and the climate crisis. However, the nature of emerging roles for designers aiming to contribute to sustainability transitions, and the capabilities that empower ...
Charlotte Kessler, Janice Rieger
wiley +1 more source
Psychological mechanisms underlying employability among Chinese university students: a sequential mediation model and gender invariance analysis. [PDF]
Chang H, Yan G, Guo J.
europepmc +1 more source
The Opportunities and Challenges of the Changing Public Services Landscape for the Third Sector in Scotland [PDF]
Bond, S +5 more
core
Abstract This study explores the ongoing debate surrounding the degradation of art and design in primary education and the perceptions of trainee teachers preparing to teach the subject. It provides a starting point for further research into the role of initial teacher education (ITE) in reframing trainee teachers' conceptions of the nature and ...
Kaytie Holdstock
wiley +1 more source
How Preservice Teachers' Career Planning Affects Perceived Employability in the Digital Age: A Moderated Mediation Model. [PDF]
Li Y, Fan Y.
europepmc +1 more source
Supporting graduate employability from generalist disciplines through employer and private institution collaboration:Final report [PDF]
Crane, Linda H +7 more
core
ABSTRACT Aim To describe the variation in nurse educators' conceptions of how they facilitate critical thinking in bachelor nursing students. Design Qualitative study with a phenomenographic approach. Methods Data was collected through twenty‐six semi‐structured interviews with nurse educators conducted in Sweden between March and June 2024.
Frida Westerdahl +3 more
wiley +1 more source
Spoken language and attitudes in Hong Kong: English leads in prestige, mandarin rises in employability, and Cantonese faces challenges. [PDF]
Man Cheung L, Teng X.
europepmc +1 more source

