#ChangeManagement
Zittau/Görlitz University of Applied Sciences Features Scott M. Graffius' Content
26 April 2023
BY SCOTT M. GRAFFIUS | ScottGraffius.com

Select here to download this article as a PDF.
Businesses, professional associations, governments, and universities have used and featured Scott M. Graffius and content from his books, talks, workshops, and more. Examples of organizations include Microsoft, Oracle, Broadcom, Cisco, Gartner, Project Management Institute, IEEE, National Academy of Sciences, United States Department of Energy, New Zealand Ministry of Education, Yale University, Tufts University, and many others.
This month, Hochschule Zittau/Görlitz (Zittau/Görlitz University of Applied Sciences) was added to the list of organizations. Dr. Ingo Cassack, Professor at the university, incorporated Graffius' Phases of Team Development work into Dr. Cassack's material on project management. Two excerpts follow.


To learn more about Scott M. Graffius' Phases of Team Development, visit here.
Oksana Makovoz wrote about the presentation which included Graffius' work, among other details. She posted on:
About Hochschule Zittau/Görlitz
Hochschule Zittau/Görlitz (Zittau/Görlitz University of Applied Sciences) is a non-profit public higher-education institution located in Zittau — in the border triangle between Germany, the Czech Republic, and Poland . The institution also has a branch campus in Görlitz, Saxon, Germany. Officially recognized by the Sächsisches Staatsministerium für Wissenschaft und Kunst (Saxon State Ministry of Science and the Arts), Hochschule Zittau/Görlitz is a top tier coeducational German higher education institution with no tuition fees, state-of-the-art equipment, and intensive support. Visit https://www.hszg.de to learn more.




About Scott M. Graffius

Scott M. Graffius, PMP, SA, CSP-SM, CSP-PO, CSM, CSPO, SFE, ITIL, LSSGB is an agile project management practitioner, consultant, multi-award-winning author, and international keynote speaker. He is the Founder of Exceptional PPM and PMO Solutions™ and subsidiary Exceptional Agility™. He has generated over $1.9 billion of business value in aggregate for Global Fortune 500 businesses and other organizations he has served. Graffius and content from his books, talks, workshops, and more have been featured and used by businesses, professional associations, governments, and universities. Examples include Microsoft, Oracle, Broadcom, Cisco, Gartner, Project Management Institute, IEEE, Qantas, National Academy of Sciences, United States Department of Energy, New Zealand Ministry of Education, Yale University, Tufts University, and others. He has delighted audiences with dynamic and engaging talks and workshops on agile, project management, and technology leadership at 85 conferences and other events across 25 countries.
His full bio is available here.
Connect with Scott on:


About Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions

Shifting customer needs are common in today's marketplace. Businesses must be adaptive and responsive to change while delivering an exceptional customer experience to be competitive.
There are a variety of frameworks supporting the development of products and services, and most approaches fall into one of two broad categories: traditional or agile. Traditional practices such as waterfall engage sequential development, while agile involves iterative and incremental deliverables. Organizations are increasingly embracing agile to manage projects, and best meet their business needs of rapid response to change, fast delivery speed, and more.
With clear and easy to follow instructions, the multi award-winning Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions book by Scott M. Graffius (Chris Hare and Colin Giffen, Technical Editors) helps the reader:
Hailed by Literary Titan as “the book highlights the versatility of Scrum beautifully.”
Winner of 17 first place awards.
Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.

About Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change

Thriving in today's marketplace frequently depends on making a transformation to become more agile. Those successful in the transition enjoy faster delivery speed and ROI, higher satisfaction, continuous improvement, and additional benefits.
Based on actual events, Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change provides a quick (60-90 minute) read about a successful agile transformation at a multinational entertainment and media company, told from the author's perspective as an agile coach.
The award-winning book by Scott M. Graffius is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.

The short URL for this article is: https://bit.ly/hszg-2023
© Copyright 2023 Scott M. Graffius. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without the express written permission of Scott M. Graffius.


Select here to download this article as a PDF.
Businesses, professional associations, governments, and universities have used and featured Scott M. Graffius and content from his books, talks, workshops, and more. Examples of organizations include Microsoft, Oracle, Broadcom, Cisco, Gartner, Project Management Institute, IEEE, National Academy of Sciences, United States Department of Energy, New Zealand Ministry of Education, Yale University, Tufts University, and many others.
This month, Hochschule Zittau/Görlitz (Zittau/Görlitz University of Applied Sciences) was added to the list of organizations. Dr. Ingo Cassack, Professor at the university, incorporated Graffius' Phases of Team Development work into Dr. Cassack's material on project management. Two excerpts follow.


To learn more about Scott M. Graffius' Phases of Team Development, visit here.
Oksana Makovoz wrote about the presentation which included Graffius' work, among other details. She posted on:
About Hochschule Zittau/Görlitz
Hochschule Zittau/Görlitz (Zittau/Görlitz University of Applied Sciences) is a non-profit public higher-education institution located in Zittau — in the border triangle between Germany, the Czech Republic, and Poland . The institution also has a branch campus in Görlitz, Saxon, Germany. Officially recognized by the Sächsisches Staatsministerium für Wissenschaft und Kunst (Saxon State Ministry of Science and the Arts), Hochschule Zittau/Görlitz is a top tier coeducational German higher education institution with no tuition fees, state-of-the-art equipment, and intensive support. Visit https://www.hszg.de to learn more.



About Scott M. Graffius

Scott M. Graffius, PMP, SA, CSP-SM, CSP-PO, CSM, CSPO, SFE, ITIL, LSSGB is an agile project management practitioner, consultant, multi-award-winning author, and international keynote speaker. He is the Founder of Exceptional PPM and PMO Solutions™ and subsidiary Exceptional Agility™. He has generated over $1.9 billion of business value in aggregate for Global Fortune 500 businesses and other organizations he has served. Graffius and content from his books, talks, workshops, and more have been featured and used by businesses, professional associations, governments, and universities. Examples include Microsoft, Oracle, Broadcom, Cisco, Gartner, Project Management Institute, IEEE, Qantas, National Academy of Sciences, United States Department of Energy, New Zealand Ministry of Education, Yale University, Tufts University, and others. He has delighted audiences with dynamic and engaging talks and workshops on agile, project management, and technology leadership at 85 conferences and other events across 25 countries.
His full bio is available here.
Connect with Scott on:


About Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions

Shifting customer needs are common in today's marketplace. Businesses must be adaptive and responsive to change while delivering an exceptional customer experience to be competitive.
There are a variety of frameworks supporting the development of products and services, and most approaches fall into one of two broad categories: traditional or agile. Traditional practices such as waterfall engage sequential development, while agile involves iterative and incremental deliverables. Organizations are increasingly embracing agile to manage projects, and best meet their business needs of rapid response to change, fast delivery speed, and more.
With clear and easy to follow instructions, the multi award-winning Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions book by Scott M. Graffius (Chris Hare and Colin Giffen, Technical Editors) helps the reader:
- Implement and use the most popular agile framework―Scrum;
- Deliver products in short cycles with rapid adaptation to change, fast time-to-market, and continuous improvement; and
- Support innovation and drive competitive advantage.
Hailed by Literary Titan as “the book highlights the versatility of Scrum beautifully.”
Winner of 17 first place awards.
Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.
- 🇧🇷 Brazil
- 🇨🇦 Canada
- 🇨🇿 Czech Republic
- 🇩🇰 Denmark
- 🇫🇮 Finland
- 🇫🇷 France
- 🇩🇪 Germany
- 🇬🇷 Greece
- 🇭🇺 Hungary
- 🇮🇳 India
- 🇮🇪 Ireland
- 🇮🇱 Israel
- 🇮🇹 Italy
- 🇯🇵 Japan
- 🇱🇺 Luxembourg
- 🇲🇽 Mexico
- 🇳🇱 Netherlands
- 🇳🇿 New Zealand
- 🇳🇴 Norway
- 🇪🇸 Spain
- 🇸🇪 Sweden
- 🇨🇭 Switzerland
- 🇦🇪 UAE
- 🇬🇧 United Kingdom
- 🇺🇸 United States

About Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change

Thriving in today's marketplace frequently depends on making a transformation to become more agile. Those successful in the transition enjoy faster delivery speed and ROI, higher satisfaction, continuous improvement, and additional benefits.
Based on actual events, Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change provides a quick (60-90 minute) read about a successful agile transformation at a multinational entertainment and media company, told from the author's perspective as an agile coach.
The award-winning book by Scott M. Graffius is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.
- 🇦🇺 Australia
- 🇦🇹 Austria
- 🇧🇷 Brazil
- 🇨🇦 Canada
- 🇨🇿 Czech Republic
- 🇩🇰 Denmark
- 🇫🇮 Finland
- 🇫🇷 France
- 🇩🇪 Germany
- 🇬🇷 Greece
- 🇮🇳 India
- 🇮🇪 Ireland
- 🇯🇵 Japan
- 🇱🇺 Luxembourg
- 🇲🇽 Mexico
- 🇳🇱 Netherlands
- 🇳🇿 New Zealand
- 🇪🇸 Spain
- 🇸🇪 Sweden
- 🇨🇭 Switzerland
- 🇦🇪 United Arab Emirates
- 🇬🇧 United Kingdom
- 🇺🇸 United States

The short URL for this article is: https://bit.ly/hszg-2023
© Copyright 2023 Scott M. Graffius. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without the express written permission of Scott M. Graffius.

AI is a Team Sport: A Confluence of Diverse Technical and Soft Skills are Crucial for Success
01 May 2023
BY SCOTT M. GRAFFIUS | ScottGraffius.com

Select here to download this article as a PDF.
This article covers the significance of well-rounded AI teams, including how both soft and technical skills are critical and fuel success. It’s informed by Graffius' work on AI projects as well as research and coverage from DARPA, Exceptional Agility, IBM, IEEE, Intel, MIT, Microsoft, Nvidia, Samsung, Software Engineering Institute, Stanford University, United States Artificial Intelligence Institute, and others (all listed in the bibliography section of this article).

Introduction
Artificial Intelligence (AI) has emerged as a transformative force across a growing number of industries, revolutionizing how we live, work, and interact. From autonomous vehicles and virtual assistants to personalized recommendations and medical diagnoses, AI systems have become integral to our daily lives. Behind these cutting-edge, life-changing solutions are AI teams that possess a combination of soft skills—also known as core skills, interpersonal skills, people skills, power skills, transferable skills, or transversal skills—and technical expertise.
This article highlights the synergy between soft skills and technical skills in the world of AI. While technical skills provide the general foundation for AI development, it’s the soft skills that elevate AI projects to new heights. From effective communication and critical thinking to leadership and teamwork, soft skills play a pivotal role in translating technical knowledge and capabilities into real-world applications.
The thesis of this article is that the successful development and application of AI requires a combination of soft skills and technical expertise. Technical competencies alone are not enough. Rather, it’s the combination and integration of soft and technical skills that truly unlocks the power of AI.
Next, this article focuses on the importance of soft skills in the AI landscape, highlighting how they complement and enhance technical abilities. The collaboration between these skill sets drives AI innovation.

Understanding Soft Skills in AI Teams
In the realm of AI, technical expertise often takes center stage. However, soft skills advance the successful outcomes of AI projects, as they facilitate effective communication, foster collaboration, and promote critical thinking. Soft skills are powerful facilitators of success.
Soft skills encompass a range of interpersonal and cognitive abilities that enable teams to work harmoniously, adapt to evolving challenges, and solve complex problems. In the AI landscape, where multidisciplinary teams come together to create innovative solutions, these soft skills are essential.
Effective communication stands at the forefront of soft skills in AI. AI teams must articulate complex technical concepts in a manner that is understandable to diverse stakeholders, including non-technical staff and internal or external customers/users. Clear communication promotes collaboration and ensures alignment of purpose and objectives throughout the AI development lifecycle.
Soft skills such as problem-solving and critical thinking are vital as well. AI teams frequently encounter multifaceted challenges, and it is through these soft skills that teams can identify potential bottlenecks, navigate complexities, and devise innovative solutions. By leveraging critical thinking, AI team members can evaluate different approaches, consider ethical implications, and make informed decisions that shape the development and application of AI systems.
Leadership and teamwork skills are also paramount. AI projects involve team members from diverse backgrounds, including data scientists, engineers, domain experts, designers, and others. Effective leadership enables the coordination of efforts and guides the project towards success. Similarly, teamwork skills foster an environment of trust and respect, promoting synergy among team members and enhancing overall productivity.
Recognizing the importance of soft skills in AI is crucial for fostering a balanced and effective team dynamic. It ensures that AI teams possess the interpersonal and cognitive abilities necessary to bring AI projects to fruition. The integration of soft skills alongside technical expertise sets the stage for a cohesive team capable of tackling complex AI challenges with agility and innovation.
The role of technical skills—including how they intersect with soft skills to create a powerful combination that drives success—are covered next.
The Role of Technical Skills in AI Teams
Technical skills provide the tools and knowledge required to design, build, and implement AI systems. This section explores the role that technical skills play in AI and their specific applications in various stages of AI projects.
Technical skills are essential for AI projects. They enable team members to translate concepts, theories, and algorithms into practical applications. However, technical skills alone are not sufficient for success. The collaborative nature of AI development and the need for a well-rounded AI team—including the synergy between technical skills and soft skills—is covered next.
The Power of Synergy: Soft Skills and Technical Skills in AI Teams

The convergence of technical and soft skills is where true innovation and breakthroughs occurs. The successful development and application of AI systems rely not only on technical expertise but also on the harmonious integration of soft skills. Here’s some examples of the power of synergy between these skill sets, including how they work together to drive AI advancement:
The synergy between soft skills and technical skills is the catalyst that drives AI projects towards success. It enables AI teams to go beyond technical expertise and develop AI systems that address real-world problems effectively. By embracing a holistic approach that values both soft skills and technical skills, organizations can foster an environment where AI thrives, resulting in innovative solutions that have a positive impact on society.
Strategies for developing and nurturing soft skills are covered next.
Developing and Advancing Soft Skills in AI Teams
AI teams need soft skills to be successful. Organizations and teams should prioritize the development and advancement of these skills. Here are some strategies to enhance soft skills and foster a well-rounded AI workforce:
By implementing these strategies, organizations can cultivate a workforce that excels not only in technical skills but also in the essential soft skills required for AI success. Nurturing well-rounded AI professionals creates a collaborative and adaptive environment, where AI teams can effectively address complex challenges, drive innovation, and deliver impactful solutions.
The next section wraps up this exploration.


Conclusion
The successful development and application of AI systems rely on the synergy between soft skills and technical skills. While technical expertise forms the foundation, it's the integration of soft skills that elevates AI projects to new heights. Effective communication, collaboration, critical thinking, and leadership are among the key soft skills that enable AI teams to excel.
This article explored the significance of soft skills in AI, emphasizing their role in fostering effective teamwork, problem-solving, and innovation. It also acknowledged the indispensable role of technical skills in AI development, including programming languages, algorithms, data analysis, domain knowledge, and more.
Organizations can create well-rounded AI teams with a holistic set of abilities by embracing the power of synergy between soft skills and technical skills. AI team members with strong soft skills can effectively communicate their ideas, collaborate seamlessly, think critically, and provide leadership that empowers their teams.
To advance soft skills among AI professionals, organizations should invest in training programs, promote interdisciplinary collaboration, encourage continuous learning, and foster mentorship and coaching relationships. These efforts will help AI professionals develop the interpersonal and cognitive abilities necessary to thrive in the dynamic and collaborative AI landscape.
AI is a team sport that thrives on the confluence of soft skills and technical skills. By recognizing and embracing this synergy, organizations can unlock the full potential of AI, delivering innovative solutions that address real-world challenges and have a positive impact on the world.

References/Sources
All of the supplied links were functional when this article was published.

How to Cite This Article
Graffius, Scott M. (2023, May 1). AI is a Team Sport: A Confluence of Diverse Technical and Soft Skills are Crucial for Success. Available at: https://scottgraffius.com/blog/files/successful-ai-teams.html. DOI: 10.13140/RG.2.2.20321.79200.





About Scott M. Graffius

Scott M. Graffius, PMP, SA, CSP-SM, CSP-PO, CSM, CSPO, SFE, ITIL, LSSGB is an agile project management practitioner, consultant, multi-award-winning author, and international keynote speaker. He is the Founder of Exceptional PPM and PMO Solutions™ and subsidiary Exceptional Agility™. He has generated over $1.9 billion of business value in aggregate for Global Fortune 500 businesses and other organizations he has served. Graffius and content from his books, talks, workshops, and more have been featured and used by businesses, professional associations, governments, and universities. Examples include Microsoft, Oracle, Broadcom, Cisco, Gartner, Project Management Institute, IEEE, Qantas, National Academy of Sciences, United States Department of Energy, New Zealand Ministry of Education, Yale University, Tufts University, and others. He has delighted audiences with dynamic and engaging talks and workshops on agile, project management, and technology leadership at 85 conferences and other events across 25 countries.
His full bio is available here.
Connect with Scott on:


About Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions

Shifting customer needs are common in today's marketplace. Businesses must be adaptive and responsive to change while delivering an exceptional customer experience to be competitive.
There are a variety of frameworks supporting the development of products and services, and most approaches fall into one of two broad categories: traditional or agile. Traditional practices such as waterfall engage sequential development, while agile involves iterative and incremental deliverables. Organizations are increasingly embracing agile to manage projects, and best meet their business needs of rapid response to change, fast delivery speed, and more.
With clear and easy to follow instructions, the multi award-winning Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions book by Scott M. Graffius (Chris Hare and Colin Giffen, Technical Editors) helps the reader:
Hailed by Literary Titan as “the book highlights the versatility of Scrum beautifully.”
Winner of 17 first place awards.
Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.

About Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change

Thriving in today's marketplace frequently depends on making a transformation to become more agile. Those successful in the transition enjoy faster delivery speed and ROI, higher satisfaction, continuous improvement, and additional benefits.
Based on actual events, Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change provides a quick (60-90 minute) read about a successful agile transformation at a multinational entertainment and media company, told from the author's perspective as an agile coach.
The award-winning book by Scott M. Graffius is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.

The short URL for this article is: https://bit.ly/ai-teams
© Copyright 2023 Scott M. Graffius. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without the express written permission of Scott M. Graffius.


Select here to download this article as a PDF.
This article covers the significance of well-rounded AI teams, including how both soft and technical skills are critical and fuel success. It’s informed by Graffius' work on AI projects as well as research and coverage from DARPA, Exceptional Agility, IBM, IEEE, Intel, MIT, Microsoft, Nvidia, Samsung, Software Engineering Institute, Stanford University, United States Artificial Intelligence Institute, and others (all listed in the bibliography section of this article).

Introduction
Artificial Intelligence (AI) has emerged as a transformative force across a growing number of industries, revolutionizing how we live, work, and interact. From autonomous vehicles and virtual assistants to personalized recommendations and medical diagnoses, AI systems have become integral to our daily lives. Behind these cutting-edge, life-changing solutions are AI teams that possess a combination of soft skills—also known as core skills, interpersonal skills, people skills, power skills, transferable skills, or transversal skills—and technical expertise.
This article highlights the synergy between soft skills and technical skills in the world of AI. While technical skills provide the general foundation for AI development, it’s the soft skills that elevate AI projects to new heights. From effective communication and critical thinking to leadership and teamwork, soft skills play a pivotal role in translating technical knowledge and capabilities into real-world applications.
The thesis of this article is that the successful development and application of AI requires a combination of soft skills and technical expertise. Technical competencies alone are not enough. Rather, it’s the combination and integration of soft and technical skills that truly unlocks the power of AI.
Next, this article focuses on the importance of soft skills in the AI landscape, highlighting how they complement and enhance technical abilities. The collaboration between these skill sets drives AI innovation.

Understanding Soft Skills in AI Teams
In the realm of AI, technical expertise often takes center stage. However, soft skills advance the successful outcomes of AI projects, as they facilitate effective communication, foster collaboration, and promote critical thinking. Soft skills are powerful facilitators of success.
Soft skills encompass a range of interpersonal and cognitive abilities that enable teams to work harmoniously, adapt to evolving challenges, and solve complex problems. In the AI landscape, where multidisciplinary teams come together to create innovative solutions, these soft skills are essential.
Effective communication stands at the forefront of soft skills in AI. AI teams must articulate complex technical concepts in a manner that is understandable to diverse stakeholders, including non-technical staff and internal or external customers/users. Clear communication promotes collaboration and ensures alignment of purpose and objectives throughout the AI development lifecycle.
Soft skills such as problem-solving and critical thinking are vital as well. AI teams frequently encounter multifaceted challenges, and it is through these soft skills that teams can identify potential bottlenecks, navigate complexities, and devise innovative solutions. By leveraging critical thinking, AI team members can evaluate different approaches, consider ethical implications, and make informed decisions that shape the development and application of AI systems.
Leadership and teamwork skills are also paramount. AI projects involve team members from diverse backgrounds, including data scientists, engineers, domain experts, designers, and others. Effective leadership enables the coordination of efforts and guides the project towards success. Similarly, teamwork skills foster an environment of trust and respect, promoting synergy among team members and enhancing overall productivity.
Recognizing the importance of soft skills in AI is crucial for fostering a balanced and effective team dynamic. It ensures that AI teams possess the interpersonal and cognitive abilities necessary to bring AI projects to fruition. The integration of soft skills alongside technical expertise sets the stage for a cohesive team capable of tackling complex AI challenges with agility and innovation.
The role of technical skills—including how they intersect with soft skills to create a powerful combination that drives success—are covered next.
The Role of Technical Skills in AI Teams
Technical skills provide the tools and knowledge required to design, build, and implement AI systems. This section explores the role that technical skills play in AI and their specific applications in various stages of AI projects.
- Programming Languages and Algorithms: Proficiency in programming languages such as Python, Java, or R is essential. These languages enable team members to write efficient code, manipulate and analyze data, and implement machine learning algorithms. Understanding algorithms, from classic ones like linear regression to cutting-edge deep learning models, empowers AI professionals to leverage mathematical principles and statistical techniques to train and optimize AI systems.
- Data Analysis and Management: AI relies on data, making data analysis and management skills crucial. AI team members need to be adept at collecting, cleaning, and preprocessing data, ensuring its quality and relevance. They must possess the knowledge of statistical methods, data visualization techniques, and data engineering practices to extract insights from complex datasets and prepare them for AI model training.
- Machine Learning and Neural Networks: Technical skills in machine learning are at the heart of AI systems. Understanding machine learning algorithms, such as decision trees, support vector machines, or convolutional neural networks, enables AI team members to create models that can learn from data and make intelligent predictions or decisions. Expertise in neural networks and deep learning architectures equips professionals with the ability to develop complex models capable of handling tasks like image recognition, natural language processing, and reinforcement learning.
- AI Frameworks and Tools: Proficiency in AI frameworks and tools (such as TensorFlow, Keras, PyTorch, Caffe, Scikit-learn, and others) are essential for building AI systems efficiently. These frameworks provide pre-built modules, libraries, and APIs that simplify the implementation of AI algorithms and models. Technical skills in utilizing these tools effectively enable AI team members to accelerate the development process, streamline model training, and optimize system performance.
- Domain Knowledge and Application-Specific Skills: Technical skills also encompass domain knowledge and application-specific expertise. Understanding the nuances of the industry or problem domain in which AI is being applied allows professionals to tailor AI solutions to meet specific requirements. For example, healthcare-focused AI projects may require knowledge of medical terminologies and regulatory considerations, while AI solutions for financial services may demand expertise in risk assessment and fraud detection.
Technical skills are essential for AI projects. They enable team members to translate concepts, theories, and algorithms into practical applications. However, technical skills alone are not sufficient for success. The collaborative nature of AI development and the need for a well-rounded AI team—including the synergy between technical skills and soft skills—is covered next.
The Power of Synergy: Soft Skills and Technical Skills in AI Teams

The convergence of technical and soft skills is where true innovation and breakthroughs occurs. The successful development and application of AI systems rely not only on technical expertise but also on the harmonious integration of soft skills. Here’s some examples of the power of synergy between these skill sets, including how they work together to drive AI advancement:
- Effective Communication and Technical Expertise: Communication bridges the gap between AI professionals and others who may not possess technical backgrounds. AI experts with strong communication skills can articulate complex technical concepts in plain English, ensuring that everyone involved understands the goals, challenges, and progress of the project. By effectively conveying ideas, AI professionals foster collaboration, gather valuable insights, and create a shared vision for AI initiatives.
- Collaboration and Problem-Solving: Collaboration is at the core of AI development, and soft skills such as teamwork, empathy, and active listening facilitate effective collaboration among diverse team members. AI teams with strong collaboration skills can effectively pool their technical expertise, brainstorm ideas, and solve complex problems together. By leveraging their collective intelligence and diverse perspectives, AI teams can overcome challenges, refine AI models, and optimize the performance of AI solutions.
- Critical Thinking and Technical Innovation: Critical thinking, coupled with technical expertise, leads to innovative AI solutions. AI professionals with strong critical thinking skills can evaluate different approaches, challenge assumptions, and identify potential shortcomings or biases in AI models. They can think creatively to address issues such as data biases or fairness concerns, ensuring that AI systems are developed responsibly and ethically.
- Leadership and Team Empowerment: Effective leadership in AI projects involves establishing and maintaining a collaborative and inclusive environment, empowering team members, and harnessing their full potential. AI leaders with exceptional interpersonal abilities can inspire and motivate their team, foster a culture of continuous learning, and provide guidance in navigating complex technical challenges. They encourage interdisciplinary collaboration, respect diverse perspectives, and drive the team towards achieving AI objectives.
The synergy between soft skills and technical skills is the catalyst that drives AI projects towards success. It enables AI teams to go beyond technical expertise and develop AI systems that address real-world problems effectively. By embracing a holistic approach that values both soft skills and technical skills, organizations can foster an environment where AI thrives, resulting in innovative solutions that have a positive impact on society.
Strategies for developing and nurturing soft skills are covered next.
Developing and Advancing Soft Skills in AI Teams
AI teams need soft skills to be successful. Organizations and teams should prioritize the development and advancement of these skills. Here are some strategies to enhance soft skills and foster a well-rounded AI workforce:
- Training Programs and Workshops: Implement specialized training programs and workshops focused on enhancing soft skills. Offer courses in effective communication, leadership (including how to navigate the phases of team development), problem-solving, critical thinking, and collaboration. These programs can provide AI professionals with the necessary tools and techniques to effectively apply soft skills in their work.
- Interdisciplinary Collaboration and Knowledge Sharing: Encourage interdisciplinary collaboration by creating opportunities for AI team members to work alongside experts from diverse fields such as psychology, design, ethics, and business. This collaboration allows for cross-pollination of ideas, encourages different perspectives, and broadens the skill set of AI teams. Foster a culture of knowledge sharing, where professionals can learn from each other and leverage their collective experiences and expertise.
- Real-World Project Engagement: Provide AI team members with opportunities to work on (other) real-world projects, allowing them to apply their soft skills in practical scenarios. Engaging in projects that involve interaction with clients, end-users, and stakeholders helps AI team members develop effective communication, problem-solving, and teamwork skills.
- Continuous Learning and Professional Development: Encourage AI team members to engage in continuous learning and professional development activities. This can include attending conferences, participating in webinars, reading industry publications, and pursuing certifications in relevant areas. Promote a growth mindset among AI team members, emphasizing the importance of lifelong learning and staying current with the latest developments in both technical and soft skills domains.
- Mentorship and Coaching: Establish mentorship and coaching programs where experienced AI professionals guide and support individuals with less experience. Mentors can provide valuable insights, share their experiences, and offer guidance on developing skills. Regular feedback and coaching sessions help AI professionals identify areas for improvement and provide targeted development opportunities.
By implementing these strategies, organizations can cultivate a workforce that excels not only in technical skills but also in the essential soft skills required for AI success. Nurturing well-rounded AI professionals creates a collaborative and adaptive environment, where AI teams can effectively address complex challenges, drive innovation, and deliver impactful solutions.
The next section wraps up this exploration.


Conclusion
The successful development and application of AI systems rely on the synergy between soft skills and technical skills. While technical expertise forms the foundation, it's the integration of soft skills that elevates AI projects to new heights. Effective communication, collaboration, critical thinking, and leadership are among the key soft skills that enable AI teams to excel.
This article explored the significance of soft skills in AI, emphasizing their role in fostering effective teamwork, problem-solving, and innovation. It also acknowledged the indispensable role of technical skills in AI development, including programming languages, algorithms, data analysis, domain knowledge, and more.
Organizations can create well-rounded AI teams with a holistic set of abilities by embracing the power of synergy between soft skills and technical skills. AI team members with strong soft skills can effectively communicate their ideas, collaborate seamlessly, think critically, and provide leadership that empowers their teams.
To advance soft skills among AI professionals, organizations should invest in training programs, promote interdisciplinary collaboration, encourage continuous learning, and foster mentorship and coaching relationships. These efforts will help AI professionals develop the interpersonal and cognitive abilities necessary to thrive in the dynamic and collaborative AI landscape.
AI is a team sport that thrives on the confluence of soft skills and technical skills. By recognizing and embracing this synergy, organizations can unlock the full potential of AI, delivering innovative solutions that address real-world challenges and have a positive impact on the world.

References/Sources
All of the supplied links were functional when this article was published.
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- Alsever, Jennifer (2020, January 20). Medicine by Machine: Is A.I. the Cure for the World’s Ailing Drug Industry? Fortune. Available at: https://fortune.com/longform/ai-artificial-intelligence-medicine-healthcare-pharmaceutical-industry.
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- Dzombak, Rachel, & Palat, Jay (2021, August 30). 5 Ways to Start Growing an AI-Ready Workforce. Pittsburgh, PA: Software Engineering Institute, Carnegie Mellon University.
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- GovExec Events (2020, July 1). Human Machine Team: The Intersection of Diverse Skill Sets [Video]. Defense One. Available at: https://www.youtube.com/watch?v=93wbNLKpbxg&t=1s.
- Graffius, Scott M. (2023, May 1). Fueling the Development of Innovative and Life-Changing AI Solutions [Presentation]. Talk delivered to an audience of Technology professionals (including Data Scientists, Machine Learning Engineers, Data Engineers, AI Researchers, Project Managers, Business Analysts, UX Designers, Software Developers, Cloud Architects, Data Privacy and Security Specialists, and others involved or interested in AI) at a private event in Mountain View, California, United States. Digital Object Identifier (DOI): 10.13140/RG.2.2.27956.73601. DOI link: https://dx.doi.org/10.13140/RG.2.2.27956.73601.
- Graffius, Scott M. (2023, April 26). The Science of High-Performance Teams [Presentation]. Talk delivered at the DevOps Institute’s SKILup Day 2023 Conference. Digital Object Identifier (DOI): 10.13140/RG.2.2.15888.28169. DOI link: https://dx.doi.org/10.13140/RG.2.2.15888.28169.
- Graffius, Scott M. (2023, January 9). Use the Phases of Team Development (Based on Bruce W. Tuckman's Model of Forming, Storming, Norming, Performing, and Adjourning) to Help Teams Grow and Advance: 2023 Update. Available at: https://scottgraffius.com. Digital Object Identifier (DOI): 10.13140/RG.2.2.10720.35846. DOI link: https://dx.doi.org/10.13140/RG.2.2.10720.35846.
- Graffius, Scott M. (2022, May 13). Want Happier and More Productive DevOps Teams? [Presentation]. Talk delivered at DevOpsDays Geneva, Switzerland 2022 Conference. Digital Object Identifier (DOI): 10.13140/RG.2.2.22252.85127. DOI link: https://dx.doi.org/10.13140/RG.2.2.22252.85127.
- Graffius, Scott M. (2021, October 5). Navigate the Phases of Team Development with Speed and Agility for Happier and More Productive Teams [Presentation]. Talk delivered at the Institute of Electrical and Electronics Engineers IEEE Day 2021 Conference. Digital Object Identifier (DOI): 10.13140/RG.2.2.20055.19365. DOI link: https://dx.doi.org/10.13140/RG.2.2.20055.19365.
- Graffius, Scott M. (2021, February 20). But First, the Team! [Presentation]. Talk delivered at the Brno, Czech Republic DevConf.CZ 2021 Conference. Digital Object Identifier (DOI): 10.13140/RG.2.2.29016.72964. DOI link: https://dx.doi.org/10.13140/RG.2.2.29016.72964.
- Gupta, Arun (2022). Non-Technical Skills Eat Technical Skills for Breakfast [Video]. Recording of Arun Gupta, VP and GM of the Open Ecosystem at Intel, speaking at the All Things Open Conference. Available at: https://www.youtube.com/watch?v=WNPxRBhYNU4.
- Humpton, Barbara (n.d.). The Future of Jobs. Siemens. Available at: https://www.siemens.com/us/en/company/press/siemens-stories/ceo-perspective/the-future-of-jobs.html.
- IBM (2019, September 26). Assemble the Team to Support a Data-Driven Project. Available at: https://www.ibm.com/garage/method/practices/culture/assemble-team-for-data-driven-project.
- IBM (2019). Everyday Ethics for Artificial Intelligence. Available at: https://www.ibm.com/watson/assets/duo/pdf/everydayethics.pdf.
- Institute of Electrical and Electronics Engineers (IEEE) (2021, November 8). The IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems. Available at: https://standards.ieee.org/industry-connections/ec/autonomous-systems.html.
- Kenan Institute (2023, February 20). The Must-Have Skills in the Era of Artificial Intelligence: How AI’s Democratization Will Impact Workers. Available at: https://kenaninstitute.unc.edu/commentary/the-must-have-skills-in-the-era-of-artificial-intelligence-how-ais-democratization-will-impact-workers.
- Lindzon, Jared (2017, February 28). How AI is Changing the Way Companies are Organized. Fast Company. Available at: https://www.fastcompany.com/3068492/how-ai-is-changing-the-way-companies-are-organized.
- Marr, Bernard (2023, March 20). Beyond The Hype: What You Really Need to Know About AI In 2023. Forbes. Available at: https://www.forbes.com/sites/bernardmarr/2023/03/20/beyond-the-hype-what-you-really-need-to-know-about-ai-in-2023.
- Massachusetts Institute of Technology (MIT) Lincoln Laboratory (2023, January 17). Human-AI Performance Incubator. Available at: https://www.ll.mit.edu/r-d/projects/human-ai-performance-incubator.
- Massachusetts Institute of Technology (MIT) (2021, January). Cognitive Science as a New People Science for the Future of Work. Available at: https://workofthefuture.mit.edu/wp-content/uploads/2021/01/2021-Research-Brief-Polli-Kassir-Dolphin-Baker-Gabrieli.pdf.
- Massachusetts Institute of Technology (MIT) Sloan (2019, October 15). Winning With AI. MIT Sloan Management Review and Boston Consulting Group. Available at: https://sloanreview.mit.edu/projects/winning-with-ai.
- McNeese, Nathan J., Demir, Mustafa, Chiou, Erin K., & Cooke, Nancy J. (2021). Trust and Team Performance in Human–Autonomy Teaming. International Journal of Electronic Commerce, 25 (1): 51–72. DOI: 10.1080/10864415.2021.1846854.
- Mearian, Lucas (2023, February 24). Skills-Based Hiring Continues to Rise as Degree Requirements Fade. Computerworld. Available at: https://www.computerworld.com/article/3689170/skills-based-hiring-continues-to-rise-as-degree-requirements-fade.html.
- Meta (2017, October 11). Inventing the Future. Available at: https://www.meta.com/blog/quest/inventing-the-future/.
- Microsoft (2019, June 15). Is the Latest Technology the Key to Your Team’s Success, or is There Something Else? Available at: https://devblogs.microsoft.com/premier-developer/is-the-latest-technology-the-key-to-your-teams-success-or-is-there-something-else.
- New South Wales Technical and Further Education Commission (TAFE NSW) (2019). Soft vs. Hard Skills: Why Successful Australian Businesses Need Both. Ultimo, New South Wales: TAFE NSW.
- Nvidia (n.d.). Partner Innovation. Available at: https://www.nvidia.com/en-ph/self-driving-cars/partners/.
- O’Dea, Blathnaid (2023, February 17). These are the Top Skills AI and Analytics Professionals Need. Silicon Republic. Available at: https://www.siliconrepublic.com/advice/top-skills-ai-data-analytics-professionals-need.
- Olmstead, Brett (2023, February 15). Driving AI Success by Engaging a Cross-Functional Team. Available at: https://www.datarobot.com/blog/driving-ai-success-by-engaging-a-cross-functional-team/.
- Organization for Economic Cooperation and Development (OECD) (n.d.). OECD Programme on AI in Work, Innovation, Productivity and Skills. Available at: https://oecd.ai/en/work-innovation-productivity-skills/key-themes/skills.
- Oswald, Andrew. J., Proto, Eugenio, & Sgroi, Daniel (2015). Happiness and Productivity. Journal of Labor Economics, 33 (4): 789-822.
- Project Management Institute (2020, March 10). Tomorrow's Teams Today: The Future of Teaming: Creative, Collaborative and Agile. Pulse of the Profession. Available at: https://www.pmi.org/learning/library/pulse-indepth-tomorrows-teams-today-11941.
- PwC (2017). Sizing the Prize: What’s the Real Value of AI for Your Business and How Can You Capitalise? PwC’s Global Artificial Intelligence Study: Exploiting the AI Revolution. Available at: https://www.pwc.com/gx/en/issues/data-and-analytics/publications/artificial-intelligence-study.html.
- Rayside, Derek (Ed.) (2023, March 29). Software Engineering Capstone Design Project Handbook (2023 Edition). Waterloo, Ontario, Canada: University of Waterloo.
- Romsey, Joseph (2020, November 30). 5 Tips to Help Workers Upskill and Adapt to Artificial Intelligence. Society for Human Resource Management (SHRM). Available at: https://www.shrm.org/resourcesandtools/hr-topics/technology/pages/how-hr-can-help-workers-upskill-and-adapt-to-artificial-intelligence-5-tips.aspx.
- Samsung (2017, May 4). Artificial Intelligence and the Role of Workers. Available at: https://insights.samsung.com/2017/05/04/artificial-intelligence-and-the-role-of-workers/.
- Stanford University (2019, September). Gathering Strength, Gathering Storms. Stanford, CA: Stanford University.
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- Ungerleider, Neal (2023, January 1). AI and Jobs: The Human Angle. Available at: https://www.sap.com/denmark/insights/viewpoints/ai-jobs-human-angle.html.
- United Nations Educational, Scientific and Cultural Organization (UNESCO) (2021, July 2). AI Ethics: Another Step Closer to the Adoption of UNESCO’s Recommendation. Available at: https://en.unesco.org/news/ai-ethics-another-step-closer-adoption-unescos-recommendation-0.
- United States Artificial Intelligence Institute (USAII) (2022). Factsheet: Fast-Track Your Artificial Intelligence Career in 2023. Stamford, CT: USAII.
- United States Congress Committee on Science, Space, and Technology (2019, September 24). Artificial Intelligence and the Future of Work. Report for the One Hundred Sixteenth Congress. Available at: https://www.congress.gov/116/chrg/CHRG-116hhrg37740/CHRG-116hhrg37740.pdf.
- University of Leeds (2023, March 2). The Top 5 AI Skills You Need to Land a Job in Artificial Intelligence. Available at: https://pg-online.leeds.ac.uk/blogs/5-skills-needed-for-ai.
- World Manufacturing Foundation (2020). 2020 World Manufacturing Report: Manufacturing in the Age of Artificial Intelligence. Available at: https://worldmanufacturing.org/wp-content/uploads/WorldManufacturingForum2020_Report.pdf.

How to Cite This Article
Graffius, Scott M. (2023, May 1). AI is a Team Sport: A Confluence of Diverse Technical and Soft Skills are Crucial for Success. Available at: https://scottgraffius.com/blog/files/successful-ai-teams.html. DOI: 10.13140/RG.2.2.20321.79200.



About Scott M. Graffius

Scott M. Graffius, PMP, SA, CSP-SM, CSP-PO, CSM, CSPO, SFE, ITIL, LSSGB is an agile project management practitioner, consultant, multi-award-winning author, and international keynote speaker. He is the Founder of Exceptional PPM and PMO Solutions™ and subsidiary Exceptional Agility™. He has generated over $1.9 billion of business value in aggregate for Global Fortune 500 businesses and other organizations he has served. Graffius and content from his books, talks, workshops, and more have been featured and used by businesses, professional associations, governments, and universities. Examples include Microsoft, Oracle, Broadcom, Cisco, Gartner, Project Management Institute, IEEE, Qantas, National Academy of Sciences, United States Department of Energy, New Zealand Ministry of Education, Yale University, Tufts University, and others. He has delighted audiences with dynamic and engaging talks and workshops on agile, project management, and technology leadership at 85 conferences and other events across 25 countries.
His full bio is available here.
Connect with Scott on:


About Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions

Shifting customer needs are common in today's marketplace. Businesses must be adaptive and responsive to change while delivering an exceptional customer experience to be competitive.
There are a variety of frameworks supporting the development of products and services, and most approaches fall into one of two broad categories: traditional or agile. Traditional practices such as waterfall engage sequential development, while agile involves iterative and incremental deliverables. Organizations are increasingly embracing agile to manage projects, and best meet their business needs of rapid response to change, fast delivery speed, and more.
With clear and easy to follow instructions, the multi award-winning Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions book by Scott M. Graffius (Chris Hare and Colin Giffen, Technical Editors) helps the reader:
- Implement and use the most popular agile framework―Scrum;
- Deliver products in short cycles with rapid adaptation to change, fast time-to-market, and continuous improvement; and
- Support innovation and drive competitive advantage.
Hailed by Literary Titan as “the book highlights the versatility of Scrum beautifully.”
Winner of 17 first place awards.
Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.
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About Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change

Thriving in today's marketplace frequently depends on making a transformation to become more agile. Those successful in the transition enjoy faster delivery speed and ROI, higher satisfaction, continuous improvement, and additional benefits.
Based on actual events, Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change provides a quick (60-90 minute) read about a successful agile transformation at a multinational entertainment and media company, told from the author's perspective as an agile coach.
The award-winning book by Scott M. Graffius is available in paperback and ebook/Kindle in the United States and around the world. Some links by country follow.
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The short URL for this article is: https://bit.ly/ai-teams
© Copyright 2023 Scott M. Graffius. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without the express written permission of Scott M. Graffius.

Scott M. Graffius Recognized as a Top Thought Leader in Digital Disruption by Thinkers360
16 April 2025
BY SCOTT M. GRAFFIUS | ScottGraffius.com


Scott M. Graffius has been named a Top Thought Leader in Digital Disruption by Thinkers360. This prestigious recognition highlights his ongoing, impactful contributions to the rapidly evolving landscape of digital transformation, innovation, and future-focused leadership.

Digital Disruption and Its Impact
Digital disruption continues to reshape industries, business models, and customer expectations at unprecedented speed. Powered by breakthroughs in artificial intelligence (AI), cloud computing, the Internet of Things (IoT), and blockchain, this transformation presents extraordinary challenges—and even greater opportunities—for organizations worldwide.
In this dynamic environment, thought leaders like Graffius play a vital role in providing clarity, strategic direction, and actionable insights to help businesses and leaders successfully navigate the accelerating pace of change.
Graffius' Ongoing Contributions
Scott M. Graffius has long been at the forefront of helping organizations thrive amidst digital disruption. His thought leadership spans AI, Agile, Project Management/PMO, innovation, and team development leadership—equipping companies with the tools, frameworks, and mindset needed to adapt and excel.
His written work is a testament to his influence:
Early reviews of Agile Protocol include, "Can’t believe no one’s done a satirical take on Agile before now. Glad Scott called out the madness and made it hilarious" and "A sharp, funny satire that sneaks legit Agile lessons into the hilarious story." Agile Protocol is a satirical adventure that doubles as a covert guide to Agile. It’s packed with insightful commentary on the misapplication of Agile, overcomplicated bureaucracy, and corporate cosplay—all wrapped in a fast-paced narrative that’s both entertaining and educational. It blends hilarious corporate parody with actionable Agile insights. It's a must-read for anyone interested or involved in Agile.
Thinkers360 Recognition and Continuing Leadership in Digital Innovation
The Thinkers360 recognition underscores Graffius’ growing influence as a thought leader in digital disruption and innovation. Through his speaking engagements, research, and writing—including Agile Protocol—Graffius continues to guide leaders and teams on how to embrace change, lead through disruption, and thrive in the future of work.
As organizations race to adapt to new technologies, shifting markets, and evolving cultural expectations, Graffius’ insights, resources, and sharp wit remain invaluable. His ability to make complex topics like Agile, AI, and transformation accessible, actionable, and even entertaining are some of the things that set him apart.

Read on for:

About Thinkers360
Thinkers360 is the world’s first, largest, and premier open platform for thought leaders and influencers. It covers academics, advisors, analysts, authors, consultants, executives, speakers, and others. Thinkers360’s patent-pending approach to rating thought leaders and influencers factors each candidate’s diverse contributions and content such as articles, books, media coverage, podcasts, social media, speaking events, videos, and more. Thinkers360’s reach includes over 100 million followers on social media combined.

About Scott M. Graffius

Scott M. Graffius sparks breakthroughs in AI, agile, and project management/PMO leadership as a globally recognized practitioner, researcher, thought leader, award-winning author, and international public speaker.
Graffius has generated more than USD $1.9 billion in business value for organizations served, including Fortune 500 companies. Businesses and industries range from technology (including R&D and AI) to entertainment, financial services, and healthcare, government, social media, and more.
Graffius leads the professional services firm Exceptional PPM and PMO Solutions, along with its subsidiary Exceptional Agility. These consultancies offer strategic and tactical advisory, training, embedded talent, and consulting services to public, private, and government sectors. They help organizations enhance their capabilities and results in agile, project management, program management, portfolio management, and PMO leadership, supporting innovation and driving competitive advantage. The consultancies confidently back services with a Delighted Client Guarantee™. Graffius is a former vice president of project management with a publicly traded provider of diverse consumer products and services over the Internet. Before that, he ran and supervised the delivery of projects and programs in public and private organizations with businesses ranging from e-commerce to advanced technology products and services, retail, manufacturing, entertainment, and more. He has experience with consumer, business, reseller, government, and international markets.
He is the author of three books.
Prominent businesses, professional associations, government agencies, and universities have featured Graffius and his work including content from his books, talks, workshops, and more. Select examples include:
Graffius has been actively involved with the Project Management Institute (PMI) in the development of professional standards. He was a member of the team which produced the Practice Standard for Work Breakdown Structures—Second Edition. Graffius was a contributor and reviewer of A Guide to the Project Management Body of Knowledge—Sixth Edition, The Standard for Program Management—Fourth Edition, and The Practice Standard for Project Estimating—Second Edition. He was also a subject matter expert reviewer of content for the PMI’s Congress. Beyond the PMI, Graffius also served as a member of the review team for two of the Scrum Alliance’s Global Scrum Gatherings.
Graffius has a bachelor’s degree in psychology with a focus in Human Factors. He holds eight professional certifications:
He is an active member of the Scrum Alliance, the Project Management Institute (PMI), and the Institute of Electrical and Electronics Engineers (IEEE).
He divides his time between Los Angeles and Paris, France.
Thought Leader | Public Speaker | Agile Protocol Book | Agile Scrum Book | Agile Transformation Book | Blog | Photo | X | LinkedIn | Email
















How to Cite This Article
Graffius, Scott M. (2025, April 16). Scott M. Graffius Recognized as a Top Thought Leader in Digital Disruption by Thinkers360. Available at: https://scottgraffius.com/blog/files/scott-m-graffius-recognized-as-a-thought-leader-in-digital-disruption-by-thinkers360-in-2025.html.


Digital Object Identifier (DOI)
DOI: (coming soon)


Content Acknowledgements
This article includes a brief excerpt from Thinkers360, attributed to Thinkers360 and used under fair use for news reporting and analysis.
Thinkers360 name and mark are the property of Thinkers360.


Copyright
Copyright © Scott M. Graffius. All rights reserved.
Content on this site—including text, images, videos, and data—may not be used for training or input into any artificial intelligence, machine learning, or automatized learning systems, or published, broadcast, rewritten, or redistributed without the express written permission of Scott M. Graffius.



Scott M. Graffius has been named a Top Thought Leader in Digital Disruption by Thinkers360. This prestigious recognition highlights his ongoing, impactful contributions to the rapidly evolving landscape of digital transformation, innovation, and future-focused leadership.

Digital Disruption and Its Impact
Digital disruption continues to reshape industries, business models, and customer expectations at unprecedented speed. Powered by breakthroughs in artificial intelligence (AI), cloud computing, the Internet of Things (IoT), and blockchain, this transformation presents extraordinary challenges—and even greater opportunities—for organizations worldwide.
In this dynamic environment, thought leaders like Graffius play a vital role in providing clarity, strategic direction, and actionable insights to help businesses and leaders successfully navigate the accelerating pace of change.
Graffius' Ongoing Contributions
Scott M. Graffius has long been at the forefront of helping organizations thrive amidst digital disruption. His thought leadership spans AI, Agile, Project Management/PMO, innovation, and team development leadership—equipping companies with the tools, frameworks, and mindset needed to adapt and excel.
His written work is a testament to his influence:
- His first book, Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions, received 17 awards for its clear, practical, and highly useful approach to Agile/Scrum.
- His second book, Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change, was named by BookAuthority as one of the best Scrum books of all time.
- His newest release—and his first work of fiction—Agile Protocol: The Transformation Ultimatum was just released and is already creating buzz.
Early reviews of Agile Protocol include, "Can’t believe no one’s done a satirical take on Agile before now. Glad Scott called out the madness and made it hilarious" and "A sharp, funny satire that sneaks legit Agile lessons into the hilarious story." Agile Protocol is a satirical adventure that doubles as a covert guide to Agile. It’s packed with insightful commentary on the misapplication of Agile, overcomplicated bureaucracy, and corporate cosplay—all wrapped in a fast-paced narrative that’s both entertaining and educational. It blends hilarious corporate parody with actionable Agile insights. It's a must-read for anyone interested or involved in Agile.
Thinkers360 Recognition and Continuing Leadership in Digital Innovation
The Thinkers360 recognition underscores Graffius’ growing influence as a thought leader in digital disruption and innovation. Through his speaking engagements, research, and writing—including Agile Protocol—Graffius continues to guide leaders and teams on how to embrace change, lead through disruption, and thrive in the future of work.
As organizations race to adapt to new technologies, shifting markets, and evolving cultural expectations, Graffius’ insights, resources, and sharp wit remain invaluable. His ability to make complex topics like Agile, AI, and transformation accessible, actionable, and even entertaining are some of the things that set him apart.

Read on for:
- About Thinkers360,
- About Scott M. Graffius,
- How to Cite This Article,
- and more.

About Thinkers360
Thinkers360 is the world’s first, largest, and premier open platform for thought leaders and influencers. It covers academics, advisors, analysts, authors, consultants, executives, speakers, and others. Thinkers360’s patent-pending approach to rating thought leaders and influencers factors each candidate’s diverse contributions and content such as articles, books, media coverage, podcasts, social media, speaking events, videos, and more. Thinkers360’s reach includes over 100 million followers on social media combined.

About Scott M. Graffius

Scott M. Graffius sparks breakthroughs in AI, agile, and project management/PMO leadership as a globally recognized practitioner, researcher, thought leader, award-winning author, and international public speaker.
Graffius has generated more than USD $1.9 billion in business value for organizations served, including Fortune 500 companies. Businesses and industries range from technology (including R&D and AI) to entertainment, financial services, and healthcare, government, social media, and more.
Graffius leads the professional services firm Exceptional PPM and PMO Solutions, along with its subsidiary Exceptional Agility. These consultancies offer strategic and tactical advisory, training, embedded talent, and consulting services to public, private, and government sectors. They help organizations enhance their capabilities and results in agile, project management, program management, portfolio management, and PMO leadership, supporting innovation and driving competitive advantage. The consultancies confidently back services with a Delighted Client Guarantee™. Graffius is a former vice president of project management with a publicly traded provider of diverse consumer products and services over the Internet. Before that, he ran and supervised the delivery of projects and programs in public and private organizations with businesses ranging from e-commerce to advanced technology products and services, retail, manufacturing, entertainment, and more. He has experience with consumer, business, reseller, government, and international markets.
He is the author of three books.
- Graffius' first book, Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions (paperback ISBN-13: 9781533370242) (Kindle ebook ASIN: B01FZ0JIIY), received 17 awards.
- His second book is Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change (paperback ISBN-13: 9781072447962) (Kindle ebook ASIN: B07R9LJLPJ). BookAuthority named it one of the best Scrum books of all time.
- His third book—his first work of fiction—is Agile Protocol: The Transformation Ultimatum (Kindle ebook ASIN: B0F2SJ83WT) (Audible audiobook ASIN: B0DJG163R5). This article shares the news of its release.
Prominent businesses, professional associations, government agencies, and universities have featured Graffius and his work including content from his books, talks, workshops, and more. Select examples include:
- Adobe,
- American Management Association,
- Amsterdam Public Health Research Institute,
- Bayer,
- BMC Software,
- Boston University,
- Broadcom,
- Cisco,
- Coburg University of Applied Sciences and Arts Germany,
- Computer Weekly,
- Constructor University Germany,
- Data Governance Success,
- Deimos Aerospace,
- DevOps Institute,
- EU's European Commission,
- Ford Motor Company,
- GoDaddy,
- Harvard Medical School,
- Hasso Plattner Institute Germany,
- IEEE,
- Innovation Project Management,
- Johns Hopkins University,
- Journal of Neurosurgery,
- Lam Research (Semiconductors),
- Leadership Worthy,
- Life Sciences Trainers and Educators Network,
- London South Bank University,
- Microsoft,
- NASSCOM,
- National Academy of Sciences,
- New Zealand Government,
- Oracle,
- Pinterest Inc.,
- Project Management Institute,
- SANS Institute,
- SBG Neumark Germany,
- Singapore Institute of Technology,
- Torrens University Australia,
- TBS Switzerland,
- Tufts University,
- UC San Diego,
- UK Sports Institute,
- University of Galway Ireland,
- US Department of Energy,
- US National Park Service,
- US Tennis Association,
- Veleučilište u Rijeci Croatia,
- Verizon,
- Virginia Tech,
- Warsaw University of Technology,
- Wrike,
- Yale University,
- and many others.
Graffius has been actively involved with the Project Management Institute (PMI) in the development of professional standards. He was a member of the team which produced the Practice Standard for Work Breakdown Structures—Second Edition. Graffius was a contributor and reviewer of A Guide to the Project Management Body of Knowledge—Sixth Edition, The Standard for Program Management—Fourth Edition, and The Practice Standard for Project Estimating—Second Edition. He was also a subject matter expert reviewer of content for the PMI’s Congress. Beyond the PMI, Graffius also served as a member of the review team for two of the Scrum Alliance’s Global Scrum Gatherings.
Graffius has a bachelor’s degree in psychology with a focus in Human Factors. He holds eight professional certifications:
- Certified SAFe 6 Agilist (SA),
- Certified Scrum Professional - ScrumMaster (CSP-SM),
- Certified Scrum Professional - Product Owner (CSP-PO),
- Certified ScrumMaster (CSM),
- Certified Scrum Product Owner (CSPO),
- Project Management Professional (PMP),
- Lean Six Sigma Green Belt (LSSGB), and
- IT Service Management Foundation (ITIL).
He is an active member of the Scrum Alliance, the Project Management Institute (PMI), and the Institute of Electrical and Electronics Engineers (IEEE).
He divides his time between Los Angeles and Paris, France.
Thought Leader | Public Speaker | Agile Protocol Book | Agile Scrum Book | Agile Transformation Book | Blog | Photo | X | LinkedIn | Email
















How to Cite This Article
Graffius, Scott M. (2025, April 16). Scott M. Graffius Recognized as a Top Thought Leader in Digital Disruption by Thinkers360. Available at: https://scottgraffius.com/blog/files/scott-m-graffius-recognized-as-a-thought-leader-in-digital-disruption-by-thinkers360-in-2025.html.


Digital Object Identifier (DOI)
DOI: (coming soon)


Content Acknowledgements
This article includes a brief excerpt from Thinkers360, attributed to Thinkers360 and used under fair use for news reporting and analysis.
Thinkers360 name and mark are the property of Thinkers360.


Copyright
Copyright © Scott M. Graffius. All rights reserved.
Content on this site—including text, images, videos, and data—may not be used for training or input into any artificial intelligence, machine learning, or automatized learning systems, or published, broadcast, rewritten, or redistributed without the express written permission of Scott M. Graffius.

Waterfall vs. Agile: What’s Fixed, What’s Flexible, and Why It Matters
14 May 2025
BY SCOTT M. GRAFFIUS | ScottGraffius.com


Introduction
Not all project management approaches are created equal. This article explores how Waterfall and Agile differ in their treatment of scope, time, and resources—and examines the implications of those differences for project success.
This visual that heads up this article uses an apple and an orange to contrast Waterfall and Agile. It’s a simple yet powerful reminder that how a project is structured fundamentally shapes how it unfolds.
Read on for a closer look at how each approach handles the constraints and why the differences matter.
The Triple Constraint Triangle, Simplified
At the core of project management is the triple constraint:
Every project involves these elements, but how they’re prioritized depends on the approach.
Waterfall: Fixed Scope, Estimated (Flexible) Time and Resources
With Waterfall, the scope is locked in upfront. Teams then estimate how long it will take and what resources will be required to get it done. This structured, plan-driven approach assumes that what you're building is well understood from the start.
Waterfall works best when:
🔑 Key point: Waterfall fixes scope and adjusts time and resources to meet it. It offers predictability but limited flexibility.
Agile: Fixed Time and Resources, Estimated (Flexible) Scope
In contrast, Agile fixes time (e.g., sprint length) and team composition. The scope, however, is treated as adaptable, evolving based on feedback, priorities, and progress.
Agile excels when:
🔑 Key point: Agile adapts scope within a fixed delivery rhythm. It emphasizes responsiveness and collaboration over rigid planning.
Why This Distinction Matters
Understanding which variables are fixed versus flexible isn’t just a planning detail—it directly shapes how a project unfolds. Misaligning the approach with the nature of the work can lead to missed deadlines, wasted resources, and frustrated stakeholders. But when teams intentionally align their approach—fixing the right things and flexing the rest—they set clear expectations, reduce risk, and dramatically improve the odds of success. That’s why it matters.
Conclusion
Whether building a rocket or reimagining a product, understanding how the approach manages constraints is crucial. The right fit can mean the difference between momentum and mayhem. Projects can be complex. But understanding key differences between Waterfall and Agile can be as simple as comparing an apple to an orange (as depicted in Graffius' visual above).

More on Agile

Even More
Read on for…

About Scott M. Graffius

Scott M. Graffius is an AI, Agile, and Project Management/PMO leader, researcher, author, and speaker. Along the way, he spearheaded initiatives that have generated over $2.3 billion in impact for organizations across tech, entertainment, finance, healthcare, and beyond. The following sections provide additional information on his experience, contributions, and influence.
Experience
Graffius heads the professional services firm Exceptional PPM and PMO Solutions, along with its subsidiary Exceptional Agility. These consultancies offer strategic and tactical advisory, training, embedded expertise, and consulting services to the public, private, and government sectors. They help organizations enhance their capabilities and results in agile, project management, program management, portfolio management, and PMO leadership, supporting innovation and driving competitive advantage. The consultancies confidently back services with a Delighted Client Guarantee™.
Graffius is a former VP of project management with a publicly traded provider of diverse consumer products and services over the Internet. Before that, he ran and supervised the delivery of projects and programs in public and private organizations with businesses ranging from e-commerce to advanced technology products and services, retail, manufacturing, entertainment, and more.
He has experience with consumer, business, reseller, government, and international markets.
Award-Winning Author
Graffius has authored three books.
International Public Speaker
Organizations worldwide engage Graffius to present on tech (including AI), Agile, project management, program management, portfolio management, and PMO leadership. He crafts and delivers unique and compelling talks and workshops. To date, Graffius has conducted 93 sessions across 25 countries. Select examples of events include Agile Trends Gov, BSides (Newcastle Upon Tyne), Conf42 Quantum Computing, DevDays Europe, DevOps Institute, DevOpsDays (Geneva), Frug’Agile, IEEE, Microsoft, Scottish Summit, Scrum Alliance RSG (Nepal), Techstars, and W Love Games International Video Game Development Conference (Helsinki), and more.
With an average rating of 4.81 (on a scale of 1-5), sessions are highly valued.
The speaker engagement request form is here.
Thought Leadership and Influence
Prominent businesses, professional associations, government agencies, and universities have showcased Graffius and his contributions—spanning his books, talks, workshops, and beyond. Select examples include:
Graffius has played a key role in the Project Management Institute (PMI) in developing professional standards. He was a member of multiple teams that authored, reviewed, and produced:
Additional details are here.
He was also a subject matter expert reviewer of content for the PMI’s Congress. Beyond the PMI, Graffius also served as a member of the review team for two of the Scrum Alliance’s Global Scrum Gatherings.
Acclaimed Authority on Teamwork Tradecraft
Graffius is a renowned authority on teamwork tradecraft. Informed by the research of Bruce W. Tuckman and Mary Ann C. Jensen, over 100 subsequent studies, and Graffius' first-hand professional experience with, and analysis of, team leadership and performance, Graffius created his 'Phases of Team Development' as a unique perspective and visual conveying the five phases of team development. First introduced in 2008 and periodically updated, his work provides a diagnostic and strategic guide for navigating team dynamics. It provides actionable insights for leaders across industries to develop high-performance teams. Its adoption by esteemed organizations such as Yale University, IEEE, Cisco, Microsoft, Ford, Oracle, Broadcom, the U.S. National Park Service, and the Journal of Neurosurgery, among others, highlights its utility and value, solidifying its status as an indispensable resource for elevating team performance and driving organizational excellence.
The 2025 edition of Graffius' "Phases of Team Development" intellectual property is here.
Expert on Temporal Dynamics on Social Media Platforms
Graffius is also an authority on temporal dynamics on social media platforms. His 'Lifespan (Half-Life) of Social Media Posts' research—first published in 2018 and updated annually—delivers a precise quantitative analysis of post longevity across digital platforms, utilizing advanced statistical techniques to determine mean half-life with precision. It establishes a solid empirical base, effectively highlighting the ephemeral nature of content within social media ecosystems. Referenced and applied by leading entities such as the Center for Direct Marketing, Fast Company, GoDaddy, Pinterest Inc., and PNAS, among others, his research exemplifies methodological rigor and sustained significance in the field of digital informatics.
The 2025 edition of Graffius "Lifespan (Half-Life) of Social Media Posts" research is here.
Education and Professional Certifications
Graffius has a bachelor’s degree in psychology with a focus in Human Factors. He holds eight professional certifications:
He is an active member of the Scrum Alliance, the Project Management Institute (PMI), and the Institute of Electrical and Electronics Engineers (IEEE).
Advancing AI, Agile, and Project/PMO Management
Scott M. Graffius continues to advance the fields of AI, Agile, and Project/PMO Management through his leadership, research, writing, and real-world impact. Businesses and other organizations leverage Graffius’ insights to drive their success.
Thought Leader | Public Speaker | Agile Protocol Book | Agile Scrum Book | Agile Transformation Book | Blog | Photo | X | LinkedIn | Email
















How to Cite This Article
Graffius, Scott M. (2025, May 14). Waterfall vs. Agile: What’s Fixed, What’s Flexible, and Why It Matters. Available at: https://scottgraffius.com/blog/files/waterfall-vs-agile-what-is-fixed-and-what-is-flexible-and-why-it-matters.html.


Digital Object Identifier (DOI)
DOI: (coming soon)


Content Acknowledgements
Names and marks are the property of their respective owners.


Copyright
Copyright © Scott M. Graffius. All rights reserved.
Content on this site—including text, images, videos, and data—may not be used for training or input into any artificial intelligence, machine learning, or automatized learning systems, or published, broadcast, rewritten, or redistributed without the express written permission of Scott M. Graffius.



Introduction
Not all project management approaches are created equal. This article explores how Waterfall and Agile differ in their treatment of scope, time, and resources—and examines the implications of those differences for project success.
This visual that heads up this article uses an apple and an orange to contrast Waterfall and Agile. It’s a simple yet powerful reminder that how a project is structured fundamentally shapes how it unfolds.
Read on for a closer look at how each approach handles the constraints and why the differences matter.
The Triple Constraint Triangle, Simplified
At the core of project management is the triple constraint:
- Scope – What are the project's objectives and deliverables?
- Time – What is the timeline for completion?
- Resources – What people/budget are allocated?
Every project involves these elements, but how they’re prioritized depends on the approach.
Waterfall: Fixed Scope, Estimated (Flexible) Time and Resources
With Waterfall, the scope is locked in upfront. Teams then estimate how long it will take and what resources will be required to get it done. This structured, plan-driven approach assumes that what you're building is well understood from the start.
Waterfall works best when:
- Requirements are stable and clearly defined.
- Upfront detailed planning is required (such as in construction or regulated industries).
- Changes later in the process are costly or risky.
🔑 Key point: Waterfall fixes scope and adjusts time and resources to meet it. It offers predictability but limited flexibility.
Agile: Fixed Time and Resources, Estimated (Flexible) Scope
In contrast, Agile fixes time (e.g., sprint length) and team composition. The scope, however, is treated as adaptable, evolving based on feedback, priorities, and progress.
Agile excels when:
- Requirements are unclear or are likely to change.
- Iteration and experimentation are critical.
- Value delivery needs to happen quickly and often.
🔑 Key point: Agile adapts scope within a fixed delivery rhythm. It emphasizes responsiveness and collaboration over rigid planning.
Why This Distinction Matters
Understanding which variables are fixed versus flexible isn’t just a planning detail—it directly shapes how a project unfolds. Misaligning the approach with the nature of the work can lead to missed deadlines, wasted resources, and frustrated stakeholders. But when teams intentionally align their approach—fixing the right things and flexing the rest—they set clear expectations, reduce risk, and dramatically improve the odds of success. That’s why it matters.
Conclusion
Whether building a rocket or reimagining a product, understanding how the approach manages constraints is crucial. The right fit can mean the difference between momentum and mayhem. Projects can be complex. But understanding key differences between Waterfall and Agile can be as simple as comparing an apple to an orange (as depicted in Graffius' visual above).

More on Agile
- The Agile's Journey Through the Decades article traces Agile’s fascinating evolution.
- The award-winning book Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions helps readers implement and use the most popular agile framework―Scrum; deliver products in short cycles with rapid adaptation to change, fast time-to-market, and continuous improvement; and support innovation and drive competitive advantage.
- Thriving in today's marketplace frequently depends on making a transformation to become more agile. Those successful in the transition enjoy faster delivery speed and ROI, higher satisfaction, continuous improvement, and additional benefits. Based on actual events, Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change book provides a quick (60-90 minute) read about a successful Agile transformation at a multinational entertainment and media conglomerate.
- Agile Protocol: The Transformation Ultimatum is an action-packed, darkly funny adventure that roasts Agile gone wrong—while also showing you how to get it right. This new book is the first Agile satire that blends hilarious corporate parody with actionable Agile insights!

Even More
Read on for…
- About Scott M. Graffius
- How to Cite This Article
- And more

About Scott M. Graffius

Scott M. Graffius is an AI, Agile, and Project Management/PMO leader, researcher, author, and speaker. Along the way, he spearheaded initiatives that have generated over $2.3 billion in impact for organizations across tech, entertainment, finance, healthcare, and beyond. The following sections provide additional information on his experience, contributions, and influence.
Experience
Graffius heads the professional services firm Exceptional PPM and PMO Solutions, along with its subsidiary Exceptional Agility. These consultancies offer strategic and tactical advisory, training, embedded expertise, and consulting services to the public, private, and government sectors. They help organizations enhance their capabilities and results in agile, project management, program management, portfolio management, and PMO leadership, supporting innovation and driving competitive advantage. The consultancies confidently back services with a Delighted Client Guarantee™.
Graffius is a former VP of project management with a publicly traded provider of diverse consumer products and services over the Internet. Before that, he ran and supervised the delivery of projects and programs in public and private organizations with businesses ranging from e-commerce to advanced technology products and services, retail, manufacturing, entertainment, and more.
He has experience with consumer, business, reseller, government, and international markets.
Award-Winning Author
Graffius has authored three books.
- Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions, his first book, earned 17 awards.
- Agile Transformation: A Brief Story of How an Entertainment Company Developed New Capabilities and Unlocked Business Agility to Thrive in an Era of Rapid Change, his second book, was named one of the best Scrum books of all time by BookAuthority.
- Agile Protocol: The Transformation Ultimatum, his third book and his first work of fiction, was released in April 2025. The book trailer is on YouTube.
International Public Speaker
Organizations worldwide engage Graffius to present on tech (including AI), Agile, project management, program management, portfolio management, and PMO leadership. He crafts and delivers unique and compelling talks and workshops. To date, Graffius has conducted 93 sessions across 25 countries. Select examples of events include Agile Trends Gov, BSides (Newcastle Upon Tyne), Conf42 Quantum Computing, DevDays Europe, DevOps Institute, DevOpsDays (Geneva), Frug’Agile, IEEE, Microsoft, Scottish Summit, Scrum Alliance RSG (Nepal), Techstars, and W Love Games International Video Game Development Conference (Helsinki), and more.
With an average rating of 4.81 (on a scale of 1-5), sessions are highly valued.
The speaker engagement request form is here.
Thought Leadership and Influence
Prominent businesses, professional associations, government agencies, and universities have showcased Graffius and his contributions—spanning his books, talks, workshops, and beyond. Select examples include:
- Adobe,
- American Management Association,
- Amsterdam Public Health Research Institute,
- Bayer,
- BMC Software,
- Boston University,
- Broadcom,
- Cisco,
- Coburg University of Applied Sciences and Arts - Germany,
- Computer Weekly,
- Constructor University - Germany,
- Data Governance Success,
- Deimos Aerospace,
- DevOps Institute,
- Dropbox,
- EU's European Commission,
- Ford Motor Company,
- Gartner,
- GoDaddy,
- Harvard Medical School,
- Hasso Plattner Institute - Germany,
- IEEE,
- Innovation Project Management,
- Johns Hopkins University,
- Journal of Neurosurgery,
- Lam Research (Semiconductors),
- Leadership Worthy,
- Life Sciences Trainers and Educators Network,
- London South Bank University,
- Microsoft,
- NASSCOM,
- National Academy of Sciences,
- New Zealand Government,
- Oracle,
- Pinterest Inc.,
- Project Management Institute,
- Mary Raum (Professor of National Security Affairs, United States Naval War College),
- SANS Institute,
- SBG Neumark - Germany,
- Singapore Institute of Technology,
- Torrens University - Australia,
- TBS Switzerland,
- Tufts University,
- UC San Diego,
- UK Sports Institute,
- University of Galway - Ireland,
- US Department of Energy,
- US National Park Service,
- US Soccer,
- US Tennis Association,
- Verizon,
- Wrike,
- Yale University,
- and many others.
Graffius has played a key role in the Project Management Institute (PMI) in developing professional standards. He was a member of multiple teams that authored, reviewed, and produced:
- Practice Standard for Work Breakdown Structures—Second Edition.
- A Guide to the Project Management Body of Knowledge—Sixth Edition.
- The Standard for Program Management—Fourth Edition.
- The Practice Standard for Project Estimating—Second Edition.
Additional details are here.
He was also a subject matter expert reviewer of content for the PMI’s Congress. Beyond the PMI, Graffius also served as a member of the review team for two of the Scrum Alliance’s Global Scrum Gatherings.
Acclaimed Authority on Teamwork Tradecraft
Graffius is a renowned authority on teamwork tradecraft. Informed by the research of Bruce W. Tuckman and Mary Ann C. Jensen, over 100 subsequent studies, and Graffius' first-hand professional experience with, and analysis of, team leadership and performance, Graffius created his 'Phases of Team Development' as a unique perspective and visual conveying the five phases of team development. First introduced in 2008 and periodically updated, his work provides a diagnostic and strategic guide for navigating team dynamics. It provides actionable insights for leaders across industries to develop high-performance teams. Its adoption by esteemed organizations such as Yale University, IEEE, Cisco, Microsoft, Ford, Oracle, Broadcom, the U.S. National Park Service, and the Journal of Neurosurgery, among others, highlights its utility and value, solidifying its status as an indispensable resource for elevating team performance and driving organizational excellence.
The 2025 edition of Graffius' "Phases of Team Development" intellectual property is here.
Expert on Temporal Dynamics on Social Media Platforms
Graffius is also an authority on temporal dynamics on social media platforms. His 'Lifespan (Half-Life) of Social Media Posts' research—first published in 2018 and updated annually—delivers a precise quantitative analysis of post longevity across digital platforms, utilizing advanced statistical techniques to determine mean half-life with precision. It establishes a solid empirical base, effectively highlighting the ephemeral nature of content within social media ecosystems. Referenced and applied by leading entities such as the Center for Direct Marketing, Fast Company, GoDaddy, Pinterest Inc., and PNAS, among others, his research exemplifies methodological rigor and sustained significance in the field of digital informatics.
The 2025 edition of Graffius "Lifespan (Half-Life) of Social Media Posts" research is here.
Education and Professional Certifications
Graffius has a bachelor’s degree in psychology with a focus in Human Factors. He holds eight professional certifications:
- Certified SAFe 6 Agilist (SA),
- Certified Scrum Professional - ScrumMaster (CSP-SM),
- Certified Scrum Professional - Product Owner (CSP-PO),
- Certified ScrumMaster (CSM),
- Certified Scrum Product Owner (CSPO),
- Project Management Professional (PMP),
- Lean Six Sigma Green Belt (LSSGB), and
- IT Service Management Foundation (ITIL).
He is an active member of the Scrum Alliance, the Project Management Institute (PMI), and the Institute of Electrical and Electronics Engineers (IEEE).
Advancing AI, Agile, and Project/PMO Management
Scott M. Graffius continues to advance the fields of AI, Agile, and Project/PMO Management through his leadership, research, writing, and real-world impact. Businesses and other organizations leverage Graffius’ insights to drive their success.
Thought Leader | Public Speaker | Agile Protocol Book | Agile Scrum Book | Agile Transformation Book | Blog | Photo | X | LinkedIn | Email
















How to Cite This Article
Graffius, Scott M. (2025, May 14). Waterfall vs. Agile: What’s Fixed, What’s Flexible, and Why It Matters. Available at: https://scottgraffius.com/blog/files/waterfall-vs-agile-what-is-fixed-and-what-is-flexible-and-why-it-matters.html.


Digital Object Identifier (DOI)
DOI: (coming soon)


Content Acknowledgements
Names and marks are the property of their respective owners.


Copyright
Copyright © Scott M. Graffius. All rights reserved.
Content on this site—including text, images, videos, and data—may not be used for training or input into any artificial intelligence, machine learning, or automatized learning systems, or published, broadcast, rewritten, or redistributed without the express written permission of Scott M. Graffius.
