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Navigating the Ethical Challenges of Algorithmic Decision-Making

Navigating the Ethical Challenges of Algorithmic Decision-Making

by Raphaela Pouzar | Aug 27, 2024 | Leadership and AI, Leadership in the digital transformation, Short Knowledge Bits | 0 comments

 

Navigating the Ethical Challenges of Algorithmic Decision-Making

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Navigating the Ethical Challenges of Algorithmic Decision-Making

Artificial Intelligence (AI) is transforming our world, from personalized recommendations to advanced medical diagnostics. However, as AI becomes more integrated into our lives, a critical issue has emerged: algorithmic bias. This bias occurs when AI systems are trained on flawed or incomplete data that lacks diversity, leading to unfair or discriminatory outcomes and often perpetuating existing inequalities.

What is AI Bias?

AI bias arises when algorithms reflect and amplify societal prejudices embedded in their training data. For example, suppose an AI system is trained predominantly on data from one demographic group. In that case, it may perform poorly for others, leading to unfair decisions in areas like hiring, healthcare, and law enforcement.

The Dual Nature of AI

AI offers immense benefits, but these are accompanied by significant risks. In healthcare, for instance, AI can assist in diagnosing diseases, but if the training data lacks diversity, the AI may misdiagnose conditions in underrepresented groups, exacerbating health disparities.

Global Implications: Data Colonialism

AI bias isn’t just a local issue—it has global ramifications. In many cases, data from the Global South is used to train AI systems that benefit the Global North, a practice known as data colonialism. This exploitation deepens global inequalities, as those in the Global South often do not share in the benefits of AI technologies.

 

Global Implications: Data Colonialism

Addressing AI Bias

To mitigate AI bias, it is essential to adopt a responsible approach to AI development. This involves recognizing the duality of AI—its potential for both benefit and harm—and taking proactive steps to minimize risks. Here are some key strategies:

  1. Diverse and Representative Data: Ensuring that AI systems are trained on diverse and representative datasets is crucial. This includes data from different demographic groups, geographic regions, and socio-economic backgrounds to minimize bias.
  2. Transparency and Accountability: AI systems should be transparent, with clear explanations of how decisions are made. Additionally, there should be mechanisms for accountability, allowing users to challenge and understand decisions that negatively impact them.
  3. Ethics by Design: Integrating ethical considerations into the design and development of AI systems is vital. This includes ongoing assessments of how AI systems impact different groups and the potential risks involved.
  4. Global Collaboration: Addressing AI bias requires global collaboration, with input from diverse stakeholders, including those from marginalized communities. Policymakers, industry leaders, and civil society must work together to create regulations and standards that ensure AI development is fair and inclusive.

Conclusion: A Path Forward

As we move forward into an increasingly AI-driven world, it is crucial to remain vigilant about the biases embedded in these technologies. Only by acknowledging and addressing these issues can companies ensure that AI serves as a tool for positive change, rather than perpetuating existing inequalities.

Murikah, W., Nthenge, J. K., & Musyoka, F. M. (2024). Bias and ethics of AI systems applied in auditing – A systematic review. Scientific African, 16, e02281. https://doi.org/10.1016/j.sciaf.2024.e02281

Ukanwa, K. (2024). Algorithmic bias: Social science research integration through the 3-D Dependable AI Framework. Current Opinion in Psychology, 58, 101836. https://doi.org/10.1016/j.copsyc.2024.101836

Caro-Burnett, J., & Kaneko, S. (2022). Is society ready for AI ethical decision-making? Lessons from a study on autonomous cars. Journal of Behavioral and Experimental Economics, 98, 101881. https://doi.org/10.1016/j.socec.2022.101881

Arora, A., Barrett, M., Lee, E., Oborn, E., & Prince, K. (2023). Risk and the future of AI: Algorithmic bias, data colonialism, and marginalization. Information and Organization, 33(3), 100478. https://doi.org/10.1016/j.infoandorg.2023.100478

Raphaela Pouzar

Raphaela Pouzar

Marketing Team Assistant

Raphaela Pouzar, a Bachelor of Business Administration student at IMC Krems, works at MDI as a marketing assistant alongside her studies. Additionally, she is currently pursuing an AI certificate from Harvard Business School.

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Organize Your Team in a Hybrid Workplace

Organize Your Team in a Hybrid Workplace

by Peter Grabuschnig | Mar 14, 2024 | Impuls series, International leadership development, Leadership in the digital transformation | 0 comments

Organize Your Team in a Hybrid Workplace

Prefer to listen to the article? Click below to access our AI speech-generated audio. However, if you want to read it as usual, keep scrolling.

Organize Your Team in a Hybrid Workplace

In his new Rise Course, our MDI trainer and partner Peter Grabuschnig shares all his knowledge on Hybrid Leadership.

It offers a reflective look at your leadership behavior in times of new work, work location, and increasing flexibility. In this blog article, he will introduce you to the second pillar of the 3P model – People.

Peter will present you with a few questions regarding People and hybrid work that you can reflect on to improve as a leader. Enjoy reading!

Organization Pre-Considerations

What can you as a leader do to adapt with your team to the realities of hybrid work? I would recommend that you first analyze the current situation of your team. You can answer the following questions:

  • How is your team currently structured?
  • Who are the team members?
  • What work areas are there in the team?
  • How would you describe the team in regards to belonging, knowledge levels, motivation, loyalty,…
  • How do you function as a team? What’s going well and what is going not well?
  • How well do you support each other?
  • What tasks do you handle together as a team?
  • What work is currently done in the office or the home office?
  • What work do you think needs to be done in the office?
  • Who is open to change and who is more skeptical about hybrid leadership?

This will give you an overview of where you currently stand. Continue with the other steps when you’re done with your analysis.

Expectations

As a second step, I want you to think about your expectations. Ask yourself questions such as:

  • What do your employees expect from you and vice versa when it comes to hybrid work?
  • What objections can arise or have already arisen?
  • What advantages have resulted for the team from hybrid working?
  • What are your go’s and no-go’s?

The clearer you are about what you want to expect from your team, the better you can communicate your expectations and achieve your goals.

Organize Your Team in a Hybrid Workplace

General Collaboration Setup

Lastly, we look at the General Collaboration Setup. Deal with the following issues:

  • What formal and informal rules are there?
  • Are they all known, intentional, and communicated? (For example, is an employee allowed to go to the supermarket in the afternoon? Or can a father come to the office later because his child is sick?)

These questions show us some of the things that should be clarified. In a hybrid setup, there needs to be much more communication and coordination on things that may never have been an issue in a normal office routine.

Hybrid working also means that there are new tasks and responsibilities, at least in some teams. As a leader, do you sometimes feel like you have to take care of everything on your own? This can quickly become overwhelming.

Think about this:

  • Are there new or changed tasks or responsibilities? Is there someone in the team who can take on this task or perhaps even wants to do it? By delegating smartly, you will save yourself some time. This includes how we organize our work.
  • What processes already exist and are these suitable for hybrid working? Check that those processes that have been changed are working well.

The final area that we will cover in this section is legal frameworks. Our laws are still made for our industrially driven system and as we know, new laws take time. As attractive as it may sound, not every company can offer its employees third-place-working, for example.

This has to do with country-specific labor laws. The country you work in also has insurance and tax implications. Before promising any freedom, you should take a close look at the legal situation and also keep a good eye on it to react quickly in case of any changes.

We hope you have enjoyed this snippet from Peter’s Rise course! You can contact us if you are interested in this course or follow along on our blog, where we will share other content of the course as well.

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Peter Grabuschnig

Peter Grabuschnig

Trainer, Coach & MDI Partner

Peter is a partner and trainer at MDI, advising major international corporations on implementing hybrid work policies and building a hybrid work and leadership culture.

He is considered an expert in training design. With his Webinar Guru Framework he has developed a tool that helps to design training content for successful and activating virtual learning.

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Creating Connectedness in a Hybrid Environment

Creating Connectedness in a Hybrid Environment

by Peter Grabuschnig | Mar 14, 2024 | eLearning, Impuls series, Leadership Tips | 0 comments

Creating Connectedness in a Hybrid Environment

Prefer to listen to the article? Click below to access our AI speech-generated audio. However, if you want to read it as usual, keep scrolling.

Creating Connectedness in a Hybrid Environment

In his new Rise Course, our trainer and partner Peter Grabuschnig shares all his knowledge on Hybrid Leadership. It offers a reflective look at your leadership behavior in times of new work, work location, and increasing flexibility.

In this blog article, we will delve into how to create connectedness and a hybrid culture. Enjoy reading!

Flexibility and its downsides

Is hybrid work really to blame for the decreasing connectedness that employees feel for the company? In recent years, the employees’ sense of belonging in the company has decreased more and more. According to a recent study by the consulting firm Gartner, only 25% of employees feel a strong sense of belonging to their company.

Generally speaking, a distinction can be made between two different areas of belonging. On the one hand, clear vision and orientation are important. If people know where the journey is going and the direction is right for them, then they feel a sense of belonging.

Connectedness to the company

Simply put, I know what the culture and strategy of my company are, and I also believe it’s the right one. The second area would be connectedness to the company. This relates to the fact that the culture of the company I work at is important to me and that I also identify with it.

So if you want to create a high sense of belonging, we have to create clarity about the direction and the goals, but also a culture in which the employees feel comfortable and with which they can identify.

Gartner’s Study Findings

If we look at the numbers and the study, and only 25% feel a strong sense of belonging, you could link that number to the fact that people work at home and they don’t feel connected because they don’t see each other as often anymore.

Gartner looked into this with an exciting result: Companies that allow radical flexibility regarding when, where, and how they work, received the highest rates of connectedness with up to 53%. In turn, companies that allowed little to no flexibility had only 18% of employees with a high sense of belonging.

The more trust we give our employees when it comes to flexibility, the more connected they feel to the company.

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Other Side-Effects

This has other much-needed side effects. Employees with high connectedness to the company have up to 30% higher performance and are 36% more likely to stay within the company.

In the past, companies have often tried to build an emotional connection through nicely decorated officesand frequent interactions with their employees to make people feel at home where they work. They believed this could create a certain connectedness with their employees.

That didn’t work before the pandemic and continues to be ineffective today in the hybrid set-up. Few who have a nice workspace at home go to the office because it’s so modern or because it has coffee.

So what are ways to create connectedness with your coworkers?

I have three tips for you.

1. Emotional Closeness

It’s not about physical proximity – your employees need to feel that you are there for them and available if they have problems. This will give them the feeling that they are important to you and they feel seen.

Make sure you always know what’s going on with your employees. In a hybrid work environment, it’s easy to overlook when conflicts between employees arise. Be close to your people and be there for them. It doesn’t always have to be a video call, you can just make a phone call and ask how they are and if they need anything from you.

Availability doesn’t mean around the clock, though. Define with your team when and how you will be available to each other.

2. Microcultures

Alignment is important. Company values are important. A well-communicated strategy is important. But these are mostly things that come along on a very high level and are not always easy for your team to graspand implement.

That’s why it makes sense to define yourself as a team. Consider together how you interact with each other. But also, what contribution you can make to the corporate strategy and how you live the corporate values or even prioritize them for yourself.

A micro-culture in a team has nothing to do with separation. Quite the opposite actually – the goal is to ask yourself what identity and integrity you have as a team and how you can contribute to the overall success of the company.

This includes working successfully with other teams and departments. A sense of belonging to the company always starts with a strong connectedness to one’s team or department.

Promoting cohesion and retaining talent: Leaders in focus

3. Spread culture through work and not through the office

Whether it’s a new office with modern furniture, a picture with the company’s values with a hundred signatures on it, or the company logo above the main entrance – our company is always present.

At home, things look a little different. That immediately raises the question – how do I perceive my company when I’m sitting in front of the screen at home? My physical environment doesn’t have much to do with the company. Whether I’m sitting there with a laptop from one company or another makes no difference, does it?

We have to think about how our employees experience our company at home. On the one hand, this can be possible through haptic objects, but also through individual work processes. A virtual background with office space, logos, or slogans is a start.

Strengthen your connectedness

But small gifts to employees can also be supportive. One participant recently told me about a birthday gift she received from her company years ago – a beach towel with a slogan on it, which she still uses when she goes on vacation. After all, there are no better brand ambassadors than our employees, right?

Think about how your company is perceived by people at home and above all, how it becomes more visible. Processes should always reflect the company’s values. For example, if your company claims to be innovative, your employees should not be troubled by slow and bureaucratic work processes.

It’s also important that our employees continue to see their impact. In the office, this often happens through informal hallway conversations and social interactions with each other. There, you often automatically got feedback when you had changed something for the better.

Today, you proactively convey this appreciation and the feeling that we have contributed something. As a last task, define at least one measure for yourself that you would like to implement to strengthen your connectedness!

We are very excited to experience this new adventure with you and delve more into the complex and exciting world of hybrid leadership!

You can contact us if you are interested in this Rise course or follow along on our blog, where we have shared a few snippets of the course as well.

Click Here to Contact us
Peter Grabuschnig

Peter Grabuschnig

Trainer, Coach & MDI Partner

Peter is a partner and trainer at MDI, advising major international corporations on implementing hybrid work policies and building a hybrid work and leadership culture.

He is considered an expert in training design. With his Webinar Guru Framework he has developed a tool that helps to design training content for successful and activating virtual learning.

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Get a glimpse into the elearning:

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