How experienced designers of enterprise applications engage AI as a design material

N Yildirim, A Kass, T Tung, C Upton… - Proceedings of the …, 2022 - dl.acm.org
HCI research has explored AI as a design material, suggesting that designers can envision
AI's design opportunities to improve UX. Recent research claimed that enterprise …

Creating design resources to scaffold the ideation of AI concepts

N Yildirim, C Oh, D Sayar, K Brand, S Challa… - Proceedings of the …, 2023 - dl.acm.org
Advances in artificial intelligence have enabled unprecedented technical capabilities, yet
making these advances useful in the real world remains challenging. We engaged in a …

Workflow analysis of data science code in public GitHub repositories

D Ramasamy, C Sarasua, A Bacchelli… - Empirical Software …, 2023 - Springer
Despite the ubiquity of data science, we are far from rigorously understanding how coding in
data science is performed. Even though the scientific literature has hinted at the iterative and …

Data-Driven Design in the Design Process: A Systematic Literature Review on Challenges and Opportunities

JC Quiñones-Gómez, E Mor… - International Journal of …, 2024 - Taylor & Francis
This systematic review critically evaluates the nexus between data-driven design (DDD) and
design processes (DP), guided by PRISMA standards. It synthesises findings from 84 …

Creative data work in the design process

P Kun, I Mulder, A De Götzen, G Kortuem - Proceedings of the 2019 …, 2019 - dl.acm.org
The current work investigates how creativity manifests when designers use data work in the
early phase of design. Designers are increasingly interested in utilizing the massive …

Foregrounding data in co-design–An exploration of how data may become an object of design

C Seidelin, Y Dittrich, E Grönvall - International Journal of Human …, 2020 - Elsevier
Abstract The rise of Big Data and data science has prompted a focus on data as an essential
component of making and innovating data-based services. Traditionally, however, digital …

[PDF][PDF] Data-Enhanced design: Engaging designers in exploratory sensemaking with multimodal data

K Gorkovenko, A Jenkins, K Vaniea… - International Journal of …, 2023 - research.tudelft.nl
Research in the wild can reveal human behaviors, contexts, and needs around products that
are difficult to observe in the lab. Telemetry data from the use of physical products can help …

Co-designing data experiments: Domain experts' exploration and experimentation with self-selected data sources

C Seidelin, Y Dittrich, E Grönvall - … of the 11th nordic conference on …, 2020 - dl.acm.org
Today, organizations have to deal with multiple heterogeneous data sources from different
systems and platforms to maintain and develop their services. Therefore, there is a need for …

How teams communicate about the quality of ML models: a case study at an international technology company

J Almahmoud, R DeLine, SM Drucker - … of the ACM on Human-Computer …, 2021 - dl.acm.org
Machine learning (ML) has become a crucial component in software products, either as part
of the user experience or used internally by software teams. Prior studies have explored how …

Unlocking Creator-AI Synergy: Challenges, Requirements, and Design Opportunities in AI-Powered Short-Form Video Production

J Kim, H Kim - Proceedings of the CHI Conference on Human Factors …, 2024 - dl.acm.org
The emergence of AI-Powered Short-Form Video Generators (ASVG) has showcased the
potential to streamline production time and foster creative ideas. Despite their widespread …