tachAId—An interactive tool supporting the design of human-centered AI solutions
In an era where Artificial Intelligence (AI) integration into business processes is crucial for maintaining competitiveness, there is a growing need for structured guidance on designing AI solutions that align with human needs. To this end, we present “technical assistance concerning human-centered...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Frontiers Media S.A.
2024-03-01
|
| Series: | Frontiers in Artificial Intelligence |
| Subjects: | |
| Online Access: | https://www.frontiersin.org/articles/10.3389/frai.2024.1354114/full |
| _version_ | 1797265496690655232 |
|---|---|
| author | Max Bauroth Pavlos Rath-Manakidis Valentin Langholf Laurenz Wiskott Tobias Glasmachers |
| author_facet | Max Bauroth Pavlos Rath-Manakidis Valentin Langholf Laurenz Wiskott Tobias Glasmachers |
| author_sort | Max Bauroth |
| collection | DOAJ |
| description | In an era where Artificial Intelligence (AI) integration into business processes is crucial for maintaining competitiveness, there is a growing need for structured guidance on designing AI solutions that align with human needs. To this end, we present “technical assistance concerning human-centered AI development” (tachAId), an interactive advisory tool which comprehensively guides AI developers and decision makers in navigating the machine learning lifecycle with a focus on human-centered design. tachAId motivates and presents concrete technical advice to ensure human-centeredness across the phases of AI development. The tool's effectiveness is evaluated through a catalog of criteria for human-centered AI in the form of relevant challenges and goals, derived from existing methodologies and guidelines. Lastly, tachAId and one other comparable advisory tool were examined to determine their adherence to these criteria in order to provide an overview of the human-centered aspects covered by these tools and to allow interested parties to quickly assess whether the tools meet their needs. |
| first_indexed | 2024-04-25T00:45:43Z |
| format | Article |
| id | doaj.art-ee64e07d4e75474e86d4b8002d129f03 |
| institution | Directory Open Access Journal |
| issn | 2624-8212 |
| language | English |
| last_indexed | 2024-04-25T00:45:43Z |
| publishDate | 2024-03-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Artificial Intelligence |
| spelling | doaj.art-ee64e07d4e75474e86d4b8002d129f032024-03-12T04:58:28ZengFrontiers Media S.A.Frontiers in Artificial Intelligence2624-82122024-03-01710.3389/frai.2024.13541141354114tachAId—An interactive tool supporting the design of human-centered AI solutionsMax Bauroth0Pavlos Rath-Manakidis1Valentin Langholf2Laurenz Wiskott3Tobias Glasmachers4Faculty of Computer Science, Institute for Neural Computation, Ruhr University Bochum, Bochum, GermanyFaculty of Computer Science, Institute for Neural Computation, Ruhr University Bochum, Bochum, GermanyInstitute of Work Science, Ruhr University Bochum, Bochum, GermanyFaculty of Computer Science, Institute for Neural Computation, Ruhr University Bochum, Bochum, GermanyFaculty of Computer Science, Institute for Neural Computation, Ruhr University Bochum, Bochum, GermanyIn an era where Artificial Intelligence (AI) integration into business processes is crucial for maintaining competitiveness, there is a growing need for structured guidance on designing AI solutions that align with human needs. To this end, we present “technical assistance concerning human-centered AI development” (tachAId), an interactive advisory tool which comprehensively guides AI developers and decision makers in navigating the machine learning lifecycle with a focus on human-centered design. tachAId motivates and presents concrete technical advice to ensure human-centeredness across the phases of AI development. The tool's effectiveness is evaluated through a catalog of criteria for human-centered AI in the form of relevant challenges and goals, derived from existing methodologies and guidelines. Lastly, tachAId and one other comparable advisory tool were examined to determine their adherence to these criteria in order to provide an overview of the human-centered aspects covered by these tools and to allow interested parties to quickly assess whether the tools meet their needs.https://www.frontiersin.org/articles/10.3389/frai.2024.1354114/fulltachAIdartificial intelligencehuman-centered AIhuman-centered designhuman-centered design goalshuman-AI interaction (HAII) |
| spellingShingle | Max Bauroth Pavlos Rath-Manakidis Valentin Langholf Laurenz Wiskott Tobias Glasmachers tachAId—An interactive tool supporting the design of human-centered AI solutions Frontiers in Artificial Intelligence tachAId artificial intelligence human-centered AI human-centered design human-centered design goals human-AI interaction (HAII) |
| title | tachAId—An interactive tool supporting the design of human-centered AI solutions |
| title_full | tachAId—An interactive tool supporting the design of human-centered AI solutions |
| title_fullStr | tachAId—An interactive tool supporting the design of human-centered AI solutions |
| title_full_unstemmed | tachAId—An interactive tool supporting the design of human-centered AI solutions |
| title_short | tachAId—An interactive tool supporting the design of human-centered AI solutions |
| title_sort | tachaid an interactive tool supporting the design of human centered ai solutions |
| topic | tachAId artificial intelligence human-centered AI human-centered design human-centered design goals human-AI interaction (HAII) |
| url | https://www.frontiersin.org/articles/10.3389/frai.2024.1354114/full |
| work_keys_str_mv | AT maxbauroth tachaidaninteractivetoolsupportingthedesignofhumancenteredaisolutions AT pavlosrathmanakidis tachaidaninteractivetoolsupportingthedesignofhumancenteredaisolutions AT valentinlangholf tachaidaninteractivetoolsupportingthedesignofhumancenteredaisolutions AT laurenzwiskott tachaidaninteractivetoolsupportingthedesignofhumancenteredaisolutions AT tobiasglasmachers tachaidaninteractivetoolsupportingthedesignofhumancenteredaisolutions |