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Today, we’re discussing the 'Who' in AI problem scoping. Can anyone tell me why identifying stakeholders is important?
I think it's important to know who will be affected by the project.
Exactly! Identifying stakeholders helps us understand who is impacted by the problem and who will eventually benefit from the solution. Can someone give me an example of a stakeholder in an AI project?
What about the users? They are definitely stakeholders.
Correct! Users are key stakeholders. Let’s remember: `U-B-E` - Users, Beneficiaries, and Everyone else involved. Who can tell me why it's vital to have all stakeholders engaged?
Engaged stakeholders can provide insights that shape the project to meet real needs.
Exactly! Engaging stakeholders leads to more effective AI solutions.
What happens if we fail to identify key stakeholders?
I guess the project might miss important needs?
That's correct! When we overlook stakeholders, we risk creating solutions that don't meet the users’ needs. Let's create a mnemonic to remember! How about `P-A-I-D`: Potential Awkwardness If Data isn't aligned with users!
That's funny and easy to remember!
Good! It’s essential we survey stakeholders early to validate our AI approach.
Can anyone tell me why knowing who benefits from our AI solution is important?
So we can tailor the solution to meet their needs?
Exactly! When we identify who reaps the benefits, we focus our design to ensure the solution is effective. Let’s form an acronym: `B-E-S-T` - Benefits Enrichment Stakeholders Together!
That's a great way to remember.
By understanding our beneficiaries, we define success criteria appropriate for the solution.
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The section highlights the importance of recognizing stakeholders in problem scoping, detailing who is affected by the problem and who benefits from AI solutions. Understanding these aspects helps clarify project goals and the overall impact of the solution.
In this section, we delve into the significance of identifying stakeholders during the problem scoping phase of AI projects. Recognizing the 'Who' involves understanding three critical aspects:
These insights help to define the problem's scope clearly, avoid working on vague issues, ensure stakeholder engagement, and align solutions with real-world needs.
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• Who are the stakeholders?
In problem scoping, identifying stakeholders is crucial. Stakeholders are individuals or groups who have an interest in the problem or the solution that will address it. This includes anyone who will be affected directly or indirectly by the outcomes of the project. Understanding who they are helps ensure their needs and perspectives are considered in the development of the AI solution.
Consider a school implementing a new homework tracking system. The stakeholders would be teachers, students, parents, and school administrators. Each group has different needs: teachers want ease of use, students want efficiency, and parents want transparency. By identifying all these stakeholders, the school can create a more effective solution.
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• Who is affected by the problem?
Understanding who is affected by the problem involves identifying the individuals or groups who experience the impact of the issue firsthand. This goes beyond just knowing who the stakeholders are; it requires insight into how their day-to-day lives are influenced by the problem. This information helps in tailoring the AI solution to meet the specific needs of those affected.
If a city is dealing with traffic congestion, the affected parties include commuters, public transport users, business owners, and residents living near busy roads. By recognizing these groups, city planners can create solutions that alleviate traffic in a way that considers the unique context and needs of each affected group.
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• Who will benefit from the solution?
This point focuses on understanding who will gain advantages from the AI solution once it is implemented. Identifying the beneficiaries helps define the goals of the project and can drive motivation among stakeholders. Knowing who will benefit supports prioritizing features that directly address their needs.
In a healthcare context, if an AI application aims to improve diagnosis speed for diseases, the beneficiaries would be patients receiving quicker diagnoses, doctors who need timely information, and hospitals aiming to enhance service efficiency. By knowing who benefits, developers can focus on features that enhance user experiences for these groups.
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Key Concepts
Stakeholders: Those impacted by or involved in an AI project.
Beneficiaries: Individuals or groups who will gain from the project's success.
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In a healthcare AI project, stakeholders include doctors, patients, insurers, and hospital management.
In an AI-driven customer service system, stakeholders might consist of customers, customer service agents, and business executives.
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Know who’s involved, don’t be blind; for success, stakeholders you must find.
Imagine a ship sailing towards a destination. The crew represents the stakeholders, and without guidance from their needs, they could easily drift off course, never reaching their goal.
Remember the acronym U-B-E
for Users, Beneficiaries, and Everyone involved.
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Review the Definitions for terms.
Term: Stakeholders
Definition:
Individuals or groups affected by and involved in a problem or solution within an AI project.
Term: Beneficiaries
Definition:
Those who will gain from a successful implementation of the AI solution.