1. Enhanced Decision-Making: AI algorithms analyse massive datasets to predict outcomes and recommend actions, akin to a co-pilot guiding navigational decisions during a race. 
2. Efficiency Gains: AI automates repetitive tasks and improves processes, freeing project managers to focus on strategy—like how co-pilots manage tactical information during high-speed races. 
3. Risk Reduction: By identifying potential issues in advance, AI serves as an advisor, much like a racing co-pilot warning about challenging road conditions, enabling initiative-taking corrections. 

1. Over-Reliance on AI: Just as a driver must remain vigilant and not entirely dependent on the co-pilot, project managers risk deferring critical decisions to AI tools, potentially leading to a lack of accountability. 
2. Ethical Blind Spots: Racing ethics demand fair play and adherence to rules; similarly, ethical AI use in project management calls for attention to bias, transparency, and fairness. Overlooking these aspects can harm stakeholders or perpetuate inequitable practices. 

 

1. Unparalleled Precision: Autonomous AI can minimize human errors, akin to driverless cars maintaining perfect lane control or braking at precisely calculated intervals. 
2. Scalability: AI can manage complex, multi-layered projects beyond human capacity, like its role in optimizing traffic flows with autonomous vehicle networks. 

1. Loss of Human Judgment: Driverless cars highlight the drawback of removing human intuition, empathy, and situational awareness—a challenge mirrored in project management where human leadership and creativity are essential. 
2. Accountability Gaps: In a driverless car accident, responsibility is ambiguous. Similarly, with autonomous AI, project managers may struggle to allocate accountability for errors, raising ethical dilemmas. 
3. Ethical Concerns: Driverless cars must navigate moral conflicts (e.g., protecting passengers versus pedestrians). In project management, fully autonomous systems must grapple with potentially biased decisions affecting stakeholders, raising questions of fairness and inclusivity. 

 

• In shared responsibility (co-pilot), humans are ethically required to oversee and correct AI outputs, ensuring alignment with organizational values and stakeholder trust. Like racing, project managers retain control while benefiting from AI's support. 
• In autonomous systems (driverless cars), ethical concerns magnify as AI takes over critical decisions. Issues of fairness, inclusivity, and transparency emerge, demanding rigorous bias checks, accountability frameworks, and adherence to PMI’s Code of Ethics principles. 

 

Related discussion topic: Can project management run on AI autopilot?

• Accountability and responsibility: When AI systems are used for decision-making, it is challenging to assign accountability if something goes wrong. AI agents are not members of the project team; they are a tool that should augment human capabilities. Project managers need to establish clear lines of responsibility for the outcomes of AI-driven projects.
• Bias and fairness: AI is still in its infancy, and finding large volumes of good-quality data that can be used to train AI models is difficult. AI models can inherit biases from the data they are trained on, leading to unfair or discriminatory outcomes in areas like task assignment or performance evaluation. These biases can reinforce existing societal prejudices related to factors like gender, race, or socioeconomic status, potentially leading to workplace discrimination and legal penalties.
• Transparency and explainability: The "black box" nature of some AI algorithms makes it difficult to understand how they reach a decision. This lack of transparency can erode trust and make it hard for project managers to oversee, troubleshoot, or validate AI-driven recommendations.
• Over-reliance on AI agents and lack of human oversight: At any point in the project, the control should remain with humans and avoid over-reliance on AI. Lack of knowledge and practice can lead to a decline in critical thinking and human judgment among team members.

• Contextual application: The principles and the code are designed to be applied within the context of project work. Ethical dilemmas are often encountered when balancing conflicting needs, and the framework provides guidance for decision-making.
• Performance domains: Ethical dilemmas can arise in any of the performance domains (e.g., Stakeholders, Delivery, Performance). The principles and the code provide the tools for navigating these situations and making responsible choices.
• Focus on value: Ethical considerations are a crucial part of focusing on long-term value, rather than just short-term outputs, ensuring that projects are conducted in a responsible and sustainable way. 

• The principles in the PMBOK 8th Edition align with and reinforce the values in the PMI Code of Ethics and Professional Conduct, which are honesty, responsibility, respect, and fairness.
• Project managers are expected to apply these principles in their daily work to make ethical choices that lead to positive results and maintain trust. 
• The PMI Code of Ethics and Professional Conduct remains the primary source for detailed ethical guidelines.
• ProjectManagement.com offers webinars that discuss the connection between PMBOK 7 principles and the Code of Ethics. 

“Fairness is not an attitude. It's a professional skill that must be developed and exercised – Brit Hume”

In the dynamic world of project management, maintaining fairness and avoiding favoritism and prejudice are crucial for fostering a productive and harmonious work environment. These ethical challenges can significantly impact team morale, project outcomes, and the overall success of an organization. Let’s delve into how fairness, favoritism, and prejudice play out in project management and explore strategies to address these issues effectively.

1. The Importance of Fairness

• Impartial Decision-Making: Fairness in project management involves making decisions impartially and objectively. This means evaluating team members based on their skills, performance, and contributions rather than personal biases or relationships.
• Equal Opportunities: Providing equal opportunities for all team members to participate, contribute, and grow is essential. This includes fair distribution of tasks, recognition, and rewards.

2. The Detrimental Effects of Favoritism

• Resentment and Demotivation: Favoritism can lead to resentment among team members who feel overlooked or undervalued. This can result in decreased motivation and productivity.
• Unbalanced Workload: When certain individuals are favored, it can lead to an unbalanced workload, where some team members are overburdened while others have less to do. This imbalance can affect the overall efficiency of the project.

3. Addressing Prejudice in the Workplace

• Awareness and Training: Raising awareness about unconscious biases and providing training on diversity and inclusion can help mitigate prejudice. This ensures that all team members are treated with respect and fairness.
• Inclusive Culture: Promoting an inclusive culture where diverse perspectives are valued and encouraged can help reduce prejudice. This involves actively listening to and considering the viewpoints of all team members.

4. Strategies for Promoting Fairness

• Transparent Processes: Implementing transparent processes for decision-making, task allocation, and performance evaluation can help ensure fairness. Clear criteria and open communication are key to maintaining transparency.
• Regular Feedback: Providing regular and constructive feedback helps team members understand their strengths and areas for improvement. This fosters a culture of continuous learning and development.

5. Creating a Positive Work Environment

• Recognition and Appreciation: Recognizing and appreciating the efforts and achievements of all team members fosters a positive work environment. This helps build trust and encourages everyone to contribute their best.
• Conflict Resolution: Addressing conflicts promptly and fairly is crucial. Ensuring that all parties are heard and that resolutions are based on facts rather than biases helps maintain a harmonious team dynamic.

Conclusion

Fairness, favoritism, and prejudice are critical issues in project management that can significantly impact team dynamics and project success. By promoting fairness, addressing favoritism, and mitigating prejudice, project managers can create a more inclusive, productive, and positive work environment. This not only enhances team morale but also drives better project outcomes.

Question:

What are your experiences with fairness, favoritism, and prejudice in project management? How have you addressed these challenges in your projects? Share your thoughts and insights!

“Hey Peter, here’s my submission. Apologies for the delay but had to do some research to get the algorithms working the right way”. Maya rushed into Peter’s cabin.

“Thanks. What took you so long?” Peter wanted to know.

“Oh! I needed time to check on the output. That took some time. The logic behind these algorithms was present on a website and I used that material” Maya continued.

Peter was a new project manager to the organization and had been recently deputed to a project related to Innovation in the information technology domain. He was a product of an elite business school and was chosen for this project for his innovative ideation and a drive to succeed.

Peter knew this work wasn’t Maya’s original work and it needed to be called out by providing an appropriate citation.  However Peter also knew if she did that, his project would not be considered for Innovation and that he and his team would lose out on the award.

“Well we need to make the appropriate attributions to the original document that had the logic. That would be an appropriate next step” Maya wanted to check with Peter.

“I guess so but the process of deriving output is your work and so I don’t think we need to call an attribution separately.  I have noted that the so called “original” works that are out there are actually ideas from other sources. I guess it is fine to be “inspired” by such ideas as there is always someone who would have said it before you do. I would focus on our part of the work and in this case our original work is in processing the output or the effort that has gone in deriving the research outcome. Your part of the activity is quite complex and important for the eventual objective of our project” – Peter.

“Well I don’t agree with you. After all the output is the function of the original algorithms and those are not my original scripts” Maya continued to debate.

“Well, I guess I differ with your thought. Also remember that if we do so we are likely to be disqualified and will probably be out of the Innovation contest. Do you really believe that all original work out there is truly "original"? Well we are inspired by someone's ideas and that fuels the creativity in us. Well, give it a thought and let me know what you think” – Peter seemed disappointed.

Given the easy availability of information on internet for most of the research papers today, these instances are not uncommon. This dilemma cuts across domains. It’s a belief that the scope for original thinking has reduced and that most of the works are a “copy-paste” or a derivation of someone’s original work. Blatant copying of original works and passing it off without an appropriate attribution is a common complaint. Resorting to these tricks is perceived as means for a quick success. The publishing community is quite aware of this and has set appropriate check points (created software applications for plagiarism check) to flag such instances.

What can be done in such situations? How do we drive inspiration to write original articles? How can project managers work towards an appropriate balance of creativity and derivation? Applying originality of thoughts with the right attributions builds on the credibility of the author and ensures their authenticity and appropriate processing of guidelines.

Your thoughts on this ethical dilemma are welcome….

Disclaimer: all characters, names and incidents in this story are fictional. Any resemblance to actual persons, living or dead, or actual events is purely coincidental.

Have you ever had an ah-ha moment because of something that just happens to you?

As I sat at my desk preparing for a Skype call with a colleague from across the globe,  I watched the sun rise as it kissed and glistened the morning dew.  While sitting in front of a pair of windows, I noticed the one on my right had taken on cloudiness in the glass, and the window on the left is perfectly clear. And yes, the azaleas are still blooming, and the mock cherry is starting to light up!

Since I sit right in the middle, and with a slight turn of my head I could go from a crispy clear view to a not so clear view. 

As the phone rang, a multitude of thoughts were racing through  my head, including several  quotes, “if you change the way you look at things the things you look at change!” – Wayne Dyer.

“Good leadership requires the ability to imagine life through another’s eyes”- Seth Godin.

And then I checked on a definition of Empathy- “Being able to appreciate and experience emotion from another person’s perspective.”

This led me to think about the many ways we view the world, and how often we have differing interpretations or views of the same idea or situation, whether it be a problem, an opportunity or a solution.  We tend to view the world and our impact through our own lenses.  I wondered how much we could benefit and learn from other perspectives  and how my   friend was seeing the world today.  

So, I asked…., and here is a small portion of our conversation. 

Although we did not achieve the intended purpose of our call, what we did accomplish by better understanding each other and growing our relationship was much more valuable.   

While this happened by accident, we imagined how many of our  relationships that would  benefit from having more of these types of conversations, intentionally! 

We discussed the critical importance of clarity.  What is crystal  clear to one person may not be so clear to the next person.  And within that difference, with its presence or absence, therein lies the opportunity for conflict, creativity, and growth.  And among other things, also the breakdown or building of Trust!

What is the difference between those two outcomes?

If we can so easily  become  vulnerable to see things differently, how often do we  understand the things we hear differently from intended?   Or how often do  two or more of us  hear   the same things, and walk away with a different understanding of what was said?

How often do we take the time to look at things through the other person’s lenses, and make a sincere effort to try and understand what, why or how they see things? 

Empathy is a leadership competency.  Practice putting yourself in the other persons shoes, see it and hear it from where they stand, and see if you can find a common ground to build on.

Discovering clarity on our different perspectives increases our understanding, capacity and ability to find the best solutions and outcomes for whatever we are trying to do.

If you think that is important, how might we make achieving clarity a shared responsibility?

Please join our conversation, we welcome your perspective. Where do you stand on this?