Systematic Stakeholder Involvement Framework Accelerates Responsible AI Development
A structured process framework for stakeholder involvement can significantly improve the responsible development of AI systems by addressing practical challenges.
Academic Publication · 2024
Key Findings
- 01A multi-stage process framework for stakeholder involvement in responsible AI development was established.
- 02The framework identifies key stages, their sequence, and associated challenges.
- 03Interventions to overcome bottlenecks in stakeholder involvement were suggested.
Application
Design takeaway
Implement a structured, multi-stage process for stakeholder involvement throughout the AI design and development lifecycle to ensure ethical considerations and user needs are met.
How to apply
Utilize the proposed framework to map out stakeholder engagement points, anticipate challenges, and plan interventions for your next AI design project.
Project actions
- 01When designing, think about who your stakeholders are and how you will involve them.
- 02Use the stages outlined in the framework to structure your stakeholder engagement activities.
Method & Evidence
Variables
Strengths & Limitations
Strengths
- +Combines theoretical literature with practical insights from industry practitioners.
- +Provides a concrete, actionable framework for design teams.
Limitations
The number of interview participants was small, and the context of AI development might be very specific, so the framework might not apply universally.
Reliability & validity
The validity of the framework is supported by the triangulation of literature and practitioner interviews. Reliability would depend on consistent application of the framework across different projects and contexts.
Think critically
How might the specific challenges and interventions identified in this framework differ for AI applications in highly regulated industries versus consumer-facing applications?
Design Principles
"Systematic stakeholder engagement is integral to the responsible design and development of complex technological systems like AI."
Integrating diverse stakeholder perspectives early and systematically into the AI development lifecycle is crucial for creating ethical and user-aligned AI. This framework provides a practical roadmap for designers and engineers to navigate the complexities of such involvement, leading to more trustworthy and effective AI solutions.
What This Means for Your Design
To make AI good and safe, it's important to talk to different people involved, like users and experts, at every step of making it. This study gives a plan for how to do that effectively.
How to use in your project
- 1.Reference this framework when discussing your stakeholder analysis and engagement strategy in your design project.
Add to My Project
Quick Cite
(2024). Stakeholder Involvement for Responsible AI Development: A Process Framework. Academic Publication. https://doi.org/10.1145/3689904.3694698 Retrieved from https://designdex.org/study/2713db9b-969e-4e4e-be5a-0e067dddfaf9/systematic-stakeholder-involvement-framework-accelerates-responsible-ai-development
Paragraph starter
The development of responsible AI necessitates a structured approach to stakeholder involvement. As highlighted by Kallina and Singh (2024), a process framework can systematically guide practitioners through the stages of engagement, identifying potential challenges and suggesting interventions. This approach ensures that diverse perspectives are integrated throughout the design and development lifecycle, leading to more ethical and user-centred AI solutions.
Source
Academic Publication
Stakeholder Involvement for Responsible AI Development: A Process Framework
journal · 2024
View sourceQuestions about this research
- What does the research say about systematic stakeholder involvement framework accelerates responsible ai development?
- Implement a structured, multi-stage process for stakeholder involvement throughout the AI design and development lifecycle to ensure ethical considerations and user needs are met. Evidence: Academic Publication (2024).
- Why does "Systematic Stakeholder Involvement Framework Accelerates Responsible AI Development" matter for design?
- Integrating diverse stakeholder perspectives early and systematically into the AI development lifecycle is crucial for creating ethical and user-aligned AI. This framework provides a practical roadmap for designers and engineers to navigate the complexities of such involvement, leading to more trustworthy and effective AI solutions.
- How can designers apply this research?
- Implement a structured, multi-stage process for stakeholder involvement throughout the AI design and development lifecycle to ensure ethical considerations and user needs are met.
- What were the main findings?
- A multi-stage process framework for stakeholder involvement in responsible AI development was established.. The framework identifies key stages, their sequence, and associated challenges.. Interventions to overcome bottlenecks in stakeholder involvement were suggested.
- What research method was used?
- Qualitative research, Framework development with 10 participants.
- How strong is the evidence?
- Evidence strength is rated Moderate effect, based on a 2024 journal from Academic Publication.
- What should I do differently in my next project?
- Utilize the proposed framework to map out stakeholder engagement points, anticipate challenges, and plan interventions for your next AI design project.
- What are the limitations?
- The framework is based on a limited number of AI practitioners and may require further validation across different AI domains and organizational contexts.
- Is there evidence that stakeholder involvement affects design outcomes?
- The research proposes a step-by-step process for involving stakeholders in AI projects to ensure responsible development, highlighting potential difficulties and solutions. Integrating diverse stakeholder perspectives early and systematically into the AI development lifecycle is crucial for creating ethical and user-al Source: Academic Publication (2024).
- Where does this responsible development research apply?
- Artificial Intelligence (AI) development It sits within user-centred design research on designdex.org.
Related research topics
stakeholder involvement design research · evidence on stakeholder involvement · does stakeholder involvement improve design outcomes · responsible development studies for designers · stakeholder involvement and responsible development findings · user-centred design research evidence