#ContentDecay
Supplement to Graffius' 'Lifespan (Half-Life) of Social Media Posts' Research: Typical Engagement Distribution Pattern for Social Media Posts
30 September 2024
BY SCOTT M. GRAFFIUS | ScottGraffius.com
Supplement to Graffius' 'Lifespan (Half-Life) of Social Media Posts' Research: Typical Engagement Distribution Pattern for Social Media Posts
When content is published online, relevance and engagement have a limited lifespan. Most posts receive half of their total engagement (such as likes, shares, and comments) relatively soon, with the remainder spread out over a comparatively longer period. Said differently, plotting engagement against time typically reveals a distribution where the peak engagement occurs early, with a long tail of diminishing interaction, resembling a positively skewed unimodal distribution (an example is shown in the visuals above and below). For those reasons, an advantageous objective metric is half-life. It’s the time it takes for a post to receive half of its total engagement. Data can help inform strategic and tactical decisions, such as the frequency and scheduling of posts.
Reports by others related to the longevity of social media are often outdated or based on the experience of one person, one organization, or one limited set of data. With any of those common limitations, findings are at risk of being non-representative, inaccurate, or unreliable.
It’s important to have a large dataset from multiple sources. In addition to generating results that are more likely to be appropriately representative, accurate, and reliable, this approach provides a more complete picture and helps identify trends.
In 2018, Scott M. Graffius first published data on the average lifespan (half-life) of posts on Snapchat, X (formerly Twitter), Facebook, Instagram, LinkedIn, YouTube, Pinterest, and blogs based on a large dataset comprised of multiple, diverse sources. Algorithms and other factors on platforms change over time. For that reason, Graffius periodically updates his analysis.
The visual for the current (2024) edition of his ‘Lifespan (Half-Life) of Social Media Posts’ is shown below and the details are here.
Scientists, researchers, journalists, academics, YouTubers, podcasters, digital marketing experts, businesses, government agencies, and others around the world have featured and used Scott M. Graffius’ ‘Lifespan (Half-Life) of Social Media Posts’ research. Here are some examples:
And many more.
To learn more about Graffius' ‘Lifespan (Half-Life) of Social Media Posts’ research, visit here.
About Scott M. Graffius
Scott M. Graffius is a global leader in agile project management, an expert on teamwork tradecraft, an authority on temporal dynamics on social media platforms, a creator, a consultant, a trainer, an award-winning author, and an international public speaker.
He's generated over $1.9 billion of business value in aggregate for Global Fortune 500 businesses and other organizations he's served — as a consultant through Exceptional PPM and PMO Solutions and Exceptional Agility, and as a member of staff at organizations. Businesses and industries range from consumer products to advanced technology (including AI, R&D), e-commerce, music, streaming/OTT video, television, film, video games, financial services, government, and more.
Graffius and content from his books (Agile Scrum and Agile Transformation), talks, workshops, and more have been featured and used by businesses, professional associations, governments, and universities around the world. Examples include Adobe, American Management Association, Amsterdam Public Health Research Institute, Bayer, Boston University, Broadcom, Cisco, Deimos Aerospace, DevOps Institute, EU's European Commission, Ford Motor Company, Hasso Plattner Institute Germany, IEEE, Johns Hopkins University, London South Bank University, Microsoft, National Academy of Sciences, New Zealand Government, Oracle, Project Management Institute, Torrens University Australia, UC San Diego, TBS Switzerland, UK Sports Institute, University of Galway Ireland, U.S. Department of Energy, U.S. National Park Service, U.S. Tennis Association, Virginia Tech, Warsaw University of Technology, Yale University, Zurich University of Applied Sciences, and many others.
He delights audiences around the world with dynamic and engaging talks and workshops. He's presented sessions at 91 conferences and other events across 25 countries. Visit here to learn more and here to ask Scott to speak at your event.
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 step-by-step instructions, Scott M. Graffius's award-winning Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions 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.
How to Cite This Article
Graffius, Scott M. (2024, September 30). Supplement to Graffius' 'Lifespan (Half-Life) of Social Media Posts' Research: Typical Engagement Distribution Pattern for Social Media Posts. Available at: https://scottgraffius.com/blog/files/distribution-pattern-for-social-media-posts.html. DOI: 10.13140/RG.2.2.15820.22402.
Post-Publication Notes
If there are any supplements or updates to this article after the date of publication, they will appear here.
A PDF of this article is here
The short link for this article is https://bit.ly/socialismedia
© Copyright 2024 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.
Supplement to Graffius' 'Lifespan (Half-Life) of Social Media Posts' Research: Typical Engagement Distribution Pattern for Social Media Posts
When content is published online, relevance and engagement have a limited lifespan. Most posts receive half of their total engagement (such as likes, shares, and comments) relatively soon, with the remainder spread out over a comparatively longer period. Said differently, plotting engagement against time typically reveals a distribution where the peak engagement occurs early, with a long tail of diminishing interaction, resembling a positively skewed unimodal distribution (an example is shown in the visuals above and below). For those reasons, an advantageous objective metric is half-life. It’s the time it takes for a post to receive half of its total engagement. Data can help inform strategic and tactical decisions, such as the frequency and scheduling of posts.
Reports by others related to the longevity of social media are often outdated or based on the experience of one person, one organization, or one limited set of data. With any of those common limitations, findings are at risk of being non-representative, inaccurate, or unreliable.
It’s important to have a large dataset from multiple sources. In addition to generating results that are more likely to be appropriately representative, accurate, and reliable, this approach provides a more complete picture and helps identify trends.
In 2018, Scott M. Graffius first published data on the average lifespan (half-life) of posts on Snapchat, X (formerly Twitter), Facebook, Instagram, LinkedIn, YouTube, Pinterest, and blogs based on a large dataset comprised of multiple, diverse sources. Algorithms and other factors on platforms change over time. For that reason, Graffius periodically updates his analysis.
The visual for the current (2024) edition of his ‘Lifespan (Half-Life) of Social Media Posts’ is shown below and the details are here.
Scientists, researchers, journalists, academics, YouTubers, podcasters, digital marketing experts, businesses, government agencies, and others around the world have featured and used Scott M. Graffius’ ‘Lifespan (Half-Life) of Social Media Posts’ research. Here are some examples:
- Bensley, Robert J., & Brookins-Fisher, Jodi (2023, December 14). Community and Public Health Education Methods: A Practical Guide—Fifth Edition. Burlington, MA: Jones & Bartlett Learning. [The authors cover Graffius’ work in Chapter 10 (Using Social Media) and list Graffius’ work as reference number 84 on page 256. A link to the publication at Google Books is here: https://bit.ly/cphem-5.]
- Berkessel, Juergen (2021, October 27). How Evergreen Posting on Social Media for Podcasters Creates Growth. Season 1, Episode 9 of the Podcasting Strategy Show. Available at: https://polymash.com/evergreen-posting. [The podcast references Graffius’ research. Show notes include Graffius’ “Lifespan (Half-Life) of Social Media Posts” visual as well as a hyperlink to Graffius’ full report.]
- Buffer (2024, February 7). 9 Ways to Grow Your Following on X/Twitter. Available at: https://buffer.com/resources/get-more-followers-on-twitter-x/. [It has a hyperlink to Graffius’ research.]
- Burton, Taylor (2022, November 2). Social Media Marketing: Leveraging LinkedIn. Pennsylvania Bar Institute. Available at: https://go.pbi.org/blog/social-media-marketing-leveraging-linkedin. [In the article, “LinkedIn posts are shown to have a longer lifespan” is hyperlinked to Graffius’ research.]
- Center for Direct Marketing (2024, March 25). Best Marketing Podcasts, Lifespan of Social Media and Blog Posts. Available at: https://dmcenter.com/march-2024/. [The article references, and has a link to, Graffius’ research.]
- Center for Direct Marketing (2022, September 27). What Is the Average Lifespan of a Blog or Social Media Post? Available at: https://dmcenter.com/lifespan-of-a-post. [The article includes data from Graffius and a hyperlink to his research.]
- Chowdhary, Tanish (2023, March 21). 13 Best Twitter Thread Tools to Go Viral in 2023. Geekflare. Available at: https://geekflare.com/best-twitter-thread-tools. [The article includes Graffius’ “Lifespan (Half-Life) of Social Media Posts” visual and a hyperlink to Graffius’ research.]
- Confederation of European Waste-to-Energy Plants (CEWEP) (2023, June 15). The Power of Social Media and How to Use It. 10th CEWEP Waste-to-Energy Congress, 14th - 16th June 2023, Berlin. Available at: https://www.cewep.eu/congress2023presentations/ and https://www.cewep.eu/wp-content/uploads/2023/06/4.1-Monika-Michalska.pdf. [CEWEP Congress presentation slide 9 featured Graffius’ visual, representing a summary of his research findings.]
- Degraux, Xavier (2022, November 5). Quelle est la Durée d’un Post sur Twitter, Instagram, LinkedIn. Available at: https://www.xavierdegraux.be/quelle-est-la-duree-dun-post-sur-twitter-instagram-linkedin. [In his article, Xavier Degraux — a social networks and content marketing consultant based in Belgium — discussed Graffius' work and provided a hyperlink to the research. Here's the title in English: How Long is a Post on Twitter, Instagram, LinkedIn.]
- Encompass Online Marketing (2023, March 15). How Often Should You Publish New Content? Available at: https://encompassonline.ca/blog/how-often-should-you-publish-new-content. [Among other points, the article references the lifespan of tweets and has a hyperlink to Graffius’ research.]
- Fallah, Georges (2023, December 18). The Best Times to Post on Social Media. Available at: https://www.vbout.com/blog/the-best-times-to-post-on-social-media. [The article has hyperlinks to Graffius’ research.]
- Gebauer, Susanna (2022, October 25). Twitter Scheduling: How to Schedule Tweets for More Impact. Available at: https://susannagebauer.com/blog/twitter-scheduling/. [The article includes a link to Graffius' research.]
- Geyser, Werner (2023, September 20). 34 Mind-blowing Pinterest Stats for 2023. Influencer Marketing Hub. Available at: https://influencermarketinghub.com/pinterest-stats. [The article references the durations of “three months” and provides a hyperlink to Graffius’ research.]
- GoDaddy (2023, February 20). How to Do Social Media: A Guide for Small Businesses and Entrepreneurs. Available at: https://www.godaddy.com/resources/skills/how-to-do-social-media. [In discussing the lifespan of tweets, the article provides a hyperlink to Graffius’ research.]
- Gotch, Nathan (2023, December 4). How to Start an SEO Business (2024 Update). Available at: https://www.gotchseo.com/start-seo-company/. [The article includes Graffius’ “Lifespan (Half-Life) of Social Media Posts” visual and a hyperlink to Graffius’ research.]
- Hawes, C. W. (2023, January 24). Social Media Half-Life. Available at: https://www.cwhawes.com/social-media-half-life. [The article identifies Graffius’ research and has a hyperlink to it.]
- Lin, Yunduan, & Wang, Mengxin, & Zhang, Heng, & Zhang, Renyu, & Shen, Zuo-Jun Max (2021, June 9; revised 2023, June 28). Content Promotion for Online Content Platforms with the Diffusion Effect. SSRN. Available at: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3863104 and https://dx.doi.org/10.2139/ssrn.3863104. [The scientific paper mentions Graffius’ work, and it delineates his research in the References section.]
- McErlain-Naylor, Stuart (2022, March 24). Social Media for Academia - All You Need to Know [Video]. Available at: https://www.youtube.com/watch?v=Ka88MxZbU8o. [At timestamp 13:59 in the video, Dr. Stuart McErlain-Naylor displays a visual which summarizes the 2022 edition of Graffius’ research.]
- MeetEdgar (2023, April 2). Everything You Need to Know About Repeating Social Media Content. Available at: https://meetedgar.com/blog/repeating-social-media-content. [This article from social media management tool company MeetEdgar discusses the lifespan of posts and it has a hyperlink to Graffius’ research.]
- Memom, Alafiya (2023, June 14). Master the Art of Using Pinterest for Blogging in 2023. ContentStudio. Available at: https://blog.contentstudio.io/pinterest-for-blogging. [The article rounds up the half-life of Pinterest pins as “4 months” and it includes a hyperlink to Graffius’ research.]
- Metricool (2023, October 31). YouTube Marketing in 2023. Available at: https://metricool.com/youtube-marketing. [The article includes “According to Scott Graffius’s data ...” and a hyperlink to Graffius’ research.]
- Patel, Neil (2023, May 23). 18 Powerful Twitter Marketing Tips [That Actually Work]. Neil Patel. Available at: https://neilpatel.com/blog/twitter-marketing-tips. [In the article, “The average lifespan of one tweet” has a hyperlink to Graffius’ research.]
- Pitzalis, Josh (2022, November 21). Finding Social Media Calendar Ideas for Twitter. Chirr App. Available at: https://getchirrapp.com/how-to/find. [The article references the half-life of a tweet and has a hyperlink to Graffius’ research.]
- Pugalia, Akash, & Lalani, Farah (2023, September 29). Digital Safety: How a Multi-Faceted Approach Can Help Tackle Real-World Harm. World Economic Forum. Available at: https://www.weforum.org/agenda/2023/09/digital-safety-multi-faceted-approach-tackle-real-world-harm. [The Proceedings of the National Academy of Sciences (PNAS) included data by Graffius on the half-life of social media. The World Economic Forum covered that PNAS study in their article.]
- Rainey, Clint (2023, August 15). Social Media’s Toxic Impact Can Last Up to 8 Days. This Behavioral Scientist’s Solution Might Surprise You. Available at: https://www.fastcompany.com/90939081/social-media-toxic-impact-content-moderation-solution-behavior-science. [The Proceedings of the National Academy of Sciences (PNAS) included Graffius’ research data on the half-life of social media. Fast Company covered that PNAS publication — and summarized Graffius’ data from it — in their article.]
- Rynek Pro (2023, June 26). Długość Życia Postów (Half-Life) w Mediach Społecznościowych w 2023 Roku. Available at: https://rynek.pro/half-life-dlugosc-zycia-postow/#pll_switcher. [Rynek Pro, a Poland-based advertising agency, featured Graffius’ research in their article. Here’s the title in English: Life Expectancy of Posts (Half-Life) in Social Media in 2023.]
- Schneider, Philipp J., & Rizoiu, Marian-Andrei (2023, August 22). The Effectiveness of Moderating Harmful Online Content. Proceedings of the National Academy of Sciences of the United States of America, 120 (34): e2307360120. Available at: https://www.pnas.org/doi/abs/10.1073/pnas.2307360120. DOI: 10.1073/pnas.2307360120. [The scientific paper references Graffius’ “Lifespan (Half-Life) of Social Media Posts” research and uses his data.]
- Strozyk, Kaylee (2023, November 3). 11 Tips on How to Use Pinterest for Real Estate. Fit Small Business. Available at: https://fitsmallbusiness.com/how-to-use-pinterest-for-real-estate-agents. [The article references that the half-life of Pinterest pins is “about 3.75 months.” Selecting the respective hyperlink brings up Graffius’ research.]
- Thailand TV News (2022, August 16). Half-Life of Each Social Media Post. Available at: https://thailandtv.news/half-life-of-each-social-media-post-thumbsup. [The article incorporates data from Graffius’ work and it has a hyperlink to his research.]
- The Tech Reps (2023, January 23). SEO or Social Media Marketing, Which is Better for Sales? [video]. Available at: https://www.youtube.com/watch?v=aVmQdHDXCrw. [The Tech Reps used Graffius’ “Lifespan (Half-Life) of Social Media Posts” visual as the background image in their video.]
- Two Rivers Marketing (2020, December 9). 8 Social Media Channels and Tactics to Consider Adding to Your Marketing Mix. Available at: https://www.tworiversmarketing.com/blog/8-social-media-channels-and-tactics-to-consider-adding-to-your-marketing-mix. [The article references the lifespan of posts and has a hyperlink to Graffius’ research.]
- Walters, Christy (2023, May 4). How To Curate Content for LinkedIn: Handpick Your Next Post. CopyPress. Available at: https://www.copypress.com/kb/social-media-promotion/curate-content-for-linkedin. [The article discusses the lifespan of a LinkedIn post and has a hyperlink to Graffius’ research.]
- What What SEO (2024, September 5). 5 bonnes raisons de créer un compte Pinterest si tu es entrepreneuse. (In English: 5 good reasons to create a Pinterest account if you are an entrepreneur). Available at: https://whatwhatseo.fr/creer-compte-pinterest-entreprise-avantages/. [The article incorporates Graffius’ research; to see the details, select 'Sources' located towards the end of the article.]
And many more.
To learn more about Graffius' ‘Lifespan (Half-Life) of Social Media Posts’ research, visit here.
About Scott M. Graffius
Scott M. Graffius is a global leader in agile project management, an expert on teamwork tradecraft, an authority on temporal dynamics on social media platforms, a creator, a consultant, a trainer, an award-winning author, and an international public speaker.
He's generated over $1.9 billion of business value in aggregate for Global Fortune 500 businesses and other organizations he's served — as a consultant through Exceptional PPM and PMO Solutions and Exceptional Agility, and as a member of staff at organizations. Businesses and industries range from consumer products to advanced technology (including AI, R&D), e-commerce, music, streaming/OTT video, television, film, video games, financial services, government, and more.
Graffius and content from his books (Agile Scrum and Agile Transformation), talks, workshops, and more have been featured and used by businesses, professional associations, governments, and universities around the world. Examples include Adobe, American Management Association, Amsterdam Public Health Research Institute, Bayer, Boston University, Broadcom, Cisco, Deimos Aerospace, DevOps Institute, EU's European Commission, Ford Motor Company, Hasso Plattner Institute Germany, IEEE, Johns Hopkins University, London South Bank University, Microsoft, National Academy of Sciences, New Zealand Government, Oracle, Project Management Institute, Torrens University Australia, UC San Diego, TBS Switzerland, UK Sports Institute, University of Galway Ireland, U.S. Department of Energy, U.S. National Park Service, U.S. Tennis Association, Virginia Tech, Warsaw University of Technology, Yale University, Zurich University of Applied Sciences, and many others.
He delights audiences around the world with dynamic and engaging talks and workshops. He's presented sessions at 91 conferences and other events across 25 countries. Visit here to learn more and here to ask Scott to speak at your event.
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 step-by-step instructions, Scott M. Graffius's award-winning Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions 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
How to Cite This Article
Graffius, Scott M. (2024, September 30). Supplement to Graffius' 'Lifespan (Half-Life) of Social Media Posts' Research: Typical Engagement Distribution Pattern for Social Media Posts. Available at: https://scottgraffius.com/blog/files/distribution-pattern-for-social-media-posts.html. DOI: 10.13140/RG.2.2.15820.22402.
Post-Publication Notes
If there are any supplements or updates to this article after the date of publication, they will appear here.
A PDF of this article is here
The short link for this article is https://bit.ly/socialismedia
© Copyright 2024 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’ Research Took the Stage at Adobe Kickoff 2026
07 October 2026
BY SCOTT M. GRAFFIUS | ScottGraffius.com
Recommended Citation
Graffius, S. M. (2026, October 7). Scott M. Graffius’ Research Took the Stage at Adobe Kickoff 2026. ScottGraffius.com. https://scottgraffius.com/blog/files/scott-m-graffius-research-took-the-stage-at-adobe-kickoff-2026.html
About This Article
Source information and links for materials cited are provided in the References section.
Scott M. Graffius is a tech leader, researcher, award-winning author, practitioner, consultant, and international public and corporate speaker specializing in AI, Agile, project/program/portfolio management (PPPM), PMO leadership, and teamwork tradecraft. His work explores the intersection of human ingenuity and advanced technology, with a strong practitioner voice grounded in research, experimentation, and experience. His focus includes innovation, organizational performance, and teamwork, including the "exotic team dynamics" that emerge when people collaborate with advanced AI. He is also an authority on the temporal patterns of social media, including the half-life of audience engagement. He has delivered more than $3.1 billion in business value for Fortune 500 companies and other organizations spanning technology, entertainment and media, financial services, healthcare, and other industries.
Adobe featured Graffius' research on screen at Adobe Kickoff 2026, an international Adobe event. During the event, Adobe SVP and GM Varun Parmar presented "The Future of Content Supply Chain." One of his slides, "Content decay across channels intensified content demand," used and cited data from Graffius' "Lifespan (Half-Life) of Social Media Posts." Limited excerpts are shown below.
Parmar highlighted the significance of the finding: "One theme that really stood out: the half-life of content is collapsing. Across channels, relevance now lasts minutes, or seconds in platforms like TikTok, while expectations for quality, brand consistency, and performance keep rising. That tension is exactly what’s driving the need for AI to deliver production-ready content at unprecedented speed and scale."
The "Lifespan (Half-Life) of Social Media Posts" is used and cited by organizations and publications around the world. Examples in addition to Adobe include École Polytechnique Fédérale de Lausanne, Frontiers in Public Health, GoDaddy, Government of Canada, IEEE, Marketing in the Metaverse, Maximizing LinkedIn for Business Growth, The Ministère de la Culture, Pinterest Inc., Proceedings of the National Academy of Sciences, Strategic Business Research, Telecommunications Policy, and many more.
Adobe showed data from the 2025 edition of the research (except for data on TikTok). Graffius periodically updates his research. The 2026 edition stands out for its:
◾️ Scope: 5.6 million posts
◾️ Coverage: 11 platforms
◾️ Methodology: multi-source, representative, data-driven
◾️ Continuity: annual updates
◾️ Value: actionable insights
Details are here.
Scott M. Graffius has generated over $3.1 billion in business value for Fortune 500 companies and other organizations around the world. Put that track record to work for you. For speaking engagements, use the request form; for other inquiries, email him.
Adobe. (n.d.). Abobe. https://www.adobe.com/
Adobe. (n.d.). Varun Parmar. https://blog.adobe.com/authors/varun-parmar
Graffius, S. M. (2025, January 6). Lifespan (Half-Life) of Social Media Posts: Update for 2025. ScottGraffius.com. https://scottgraffius.com/blog/files/lifespan-halflife-of-social-media-posts-update-for-2025.html
Graffius, S. M. (2026, January 23). Lifespan (Half-Life) of Social Media Posts: Update for 2026. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.32407.43689
Parmar, V. (2026). Still feeling the energy from Adobe Sales Kickoff and the collective energy of our global team [LinkedIn post]. LinkedIn. https://www.linkedin.com/posts/vparmar_still-feeling-the-energy-from-adobe-sales-ugcPost-7410483293743190016-Nvvn/
Adobe is a global leader in digital experiences and creative technology, empowering individuals, businesses, and organizations to create, communicate, and deliver exceptional digital content and experiences. Its industry-leading portfolio includes Creative Cloud, Document Cloud, and Experience Cloud, spanning creativity, digital documents, and customer experience management. Adobe is also advancing the future of creativity and digital work through Adobe Firefly and the integration of generative AI across its products and services. With a global customer base ranging from individual creators to some of the world’s largest enterprises, Adobe plays a significant role in shaping how people and organizations create, collaborate, and engage in the digital economy.
Varun Parmar is Senior Vice President and General Manager of Adobe GenStudio and Firefly for Enterprise, where he leads industry-defining solutions at the intersection of marketing, creativity, and artificial intelligence. Adobe GenStudio helps marketing teams plan, create, manage, activate, and measure on-brand content, while Adobe Firefly Services provides generative AI and creative APIs that help enterprises and agency networks accelerate repetitive asset-production tasks. Parmar previously served as Chief Operating Officer at Miro, where he led a global team of more than 1,000 people, and as Chief Product Officer at Box. Earlier in his career, he co-founded a document-collaboration startup acquired by Box, held senior product roles at Dell EMC, and spent six years at Adobe in corporate strategy and product management for Acrobat and Document Cloud. He holds a joint master’s degree in business and engineering from the Massachusetts Institute of Technology (MIT).
Adobe Sales Kickoff 2026 was an international Adobe event bringing together leaders and teams from across the company to discuss business priorities, innovation, technology, and the future of Adobe’s work. The event featured presentations from senior Adobe executives and other speakers, including Varun Parmar, Senior Vice President and General Manager at Adobe, who presented "The Future of Content Supply Chain." Parmar’s presentation included a slide titled "Content decay across channels intensified content demand," which cited and used data from Scott M. Graffius’ research on the half-life of social media posts.
The following brief explanation of content decay is included because Adobe references the concept in the context of increasing content demand. Content decay is the gradual decline in the relevance, effectiveness, and performance of content over time. It can occur as information becomes outdated, audience needs and behaviors change, competing content improves, or content loses effectiveness in its channel.
Scott M. Graffius is a technology leader, researcher, award-winning author, practitioner, consultant, thought leader, and international public speaker specializing in AI, Agile, project/program/portfolio management (PPPM), PMO leadership, and teamwork tradecraft. His work explores the intersection of human ingenuity and emerging technology, with a strong practitioner voice grounded in research, experimentation, and experience. His focus includes innovation, organizational performance, and the evolving practice of teamwork, including the "exotic team dynamics" that emerge when people collaborate with advanced artificial intelligence (agentic, autonomous, or autopoietic AI). Graffius has delivered more than $3.1 billion in business value for Fortune 500 companies and other organizations spanning technology, entertainment and media, financial services, healthcare, government, and other industries.
Businesses, professional associations, government agencies, universities, publications, and media outlets use Graffius and his work. Examples include Adobe, Bayer, Boston University, Ford, Gartner, Harvard Medical School, IEEE, Innovation Project Management, Johns Hopkins University, Microsoft, MSN, National Academy of Sciences, Oracle, Pinterest Inc., Project Management Institute, UC San Diego, Verizon, Yale University, and others.
The following sections highlight his experience, leadership, contributions, research, and enduring influence across industries and institutions worldwide.
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 enterprise 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 media, and more.
He has experience with consumer, business, reseller, government, and international markets.
Additional information is on LinkedIn.
Award-Winning Author
Graffius has authored three books.
Graffius' first book, Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions, earned 17 awards. It provides a practical, step-by-step guide to Scrum, enabling teams to deliver products in short cycles with rapid adaptation, fast time-to-market, and continuous improvement—which supports innovation and drives competitive advantage.
Additional information on Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions is here.
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 one of the best Scrum books of all time by BookAuthority. It tells the compelling story of an entertainment company's agile transformation—offering lessons that apply across industries.
Additional information on 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 is here.
Agile Protocol: The Transformation Ultimatum, is his third book—and his first work of fiction.
It's a fast-paced satirical story by that dismantles corporate Agile cosplay and other forms of "fake Agile" while delivering practical insights, actionable guidance, and proven practices for real-world Agile transformation success.
Packed with humor, quirky characters, sharp commentary on corporate culture and workplace absurdities, and actionable tips, it’s a must-read for Scrum Masters, Product Owners, Agile Coaches, Agile Project Managers, and other professionals interested in Agile project management and enterprise agility.
Additional information on Agile Protocol: The Transformation Ultimatum is here.
International Public Speaker
Organizations worldwide engage Graffius to present on technology (including AI), Agile, project management, program management, portfolio management, and enterprise PMO leadership. He crafts and delivers unique and compelling talks and workshops.
Graffius has conducted 99 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), Future of Work and Advanced AI (Paris, France), and more.
With an average rating of 4.82 (on a scale of 1-5), sessions are highly valued.
The 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:
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.
Authority on Teamwork Tradecraft
Graffius is a renowned and highly-cited authority on teamwork tradecraft. Informed by the research of Bruce W. Tuckman and Mary Ann C. Jensen, over 150 subsequent studies, and Graffius' first-hand professional experience with, and analysis of, team leadership and performance, Graffius created his "Phases of Team Development" intellectual property 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.
In 2026, Graffius added human-AI teamwork—including the "exotic team dynamics" which emerge when advanced AI collaborates as a teammate—to his "Phases of Team Development." The 2026 edition 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 Fast Company, GoDaddy, Journal of Hand Surgery (European Volume), Ministère de la Culture, Pinterest Inc., PNAS, and Telecommunications Policy, among others—his research exemplifies methodological rigor and sustained significance in the field of digital informatics.
The 2026 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/program/portfolio management (PPPM), and PMO leadership. Businesses and other organizations leverage Graffius’ insights to drive their success.
Graffius has generated over $3.1 billion in business value for Fortune 500 companies and other organizations served. Put that track record to work for you. For speaking engagements, use the request form; for other inquiries, email him.
Connect with and follow Scott on LinkedIn, X, YouTube, Facebook, Bluesky, Mastodon, and ResearchGate.
Read more.
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Phases of Team Development in Elite Sport
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Handling the Saboteur Within: Lessons from a 3-Letter Agency on Spotting and Stopping Intentional and Unintentional Sabotage
A Deep Dive Into the Typical Engagement Pattern for Social Media Posts
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Scott M. Graffius' Research on the Half-Life of Social Media was Cited in a Peer-Reviewed Study Published in Telecommunications Policy, a Leading Academic Journal
Are AI Hallucinations Getting Better or Worse? We Analyzed the Data
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Lessons from Yesterday’s Tomorrowland
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Actionable Insights. Global Impact. Scott M. Graffius.
Beep Beep! Why Wile E. Coyote Is the Patron Saint of AI Failure
Social Media Half-Life Research Cited in Prestigious Peer-Reviewed Medical Journal
Navigating the Spectrum of Advanced AI – Agentic, Autonomous, and Autopoietic
Lessons from Unhinged AI in Fiction: What Rogue AIs in Sci-Fi Storytelling, Films, and TV Shows Reveal About Us
Scott M. Graffius Contributed to and Reviewed the PMBOK Guide, 8th Edition — the Global Standard for Project Management
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Definitions of Advanced AIs: Agentic, Autonomous, and Autopoietic
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Gifts That Inspire Joy
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AI Showcase Showdown: Ranking AI Accuracy on Project Management Basics
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More articles are listed here.
Graffius, S. M. (2026, October 7). Scott M. Graffius’ Research Took the Stage at Adobe Kickoff 2026. ScottGraffius.com. https://scottgraffius.com/blog/files/scott-m-graffius-research-took-the-stage-at-adobe-kickoff-2026.html
Coming soon
Adobe SVP and GM Varun Parmar headlined Adobe Kickoff 2026 (also known as Adobe Sales Kickoff 2026). His talk, "The Future of Content Supply Chain," featured data from Scott M. Graffius. Parmar’s slide, "Content decay across channels intensified content demand," used and cited data from the 2025 edition of Graffius' "Lifespan (Half-Life) of Social Media Posts" research. The slide identified Graffius as the source in the lower-left corner. Adobe name, mark, and content are the property of Adobe Inc. Graffius' "Lifespan (Half-Life) of Social Media Posts" is copyright © Scott M. Graffius. This article includes limited excerpts from the Adobe presentation, attributed and used under the fair use doctrine for purposes of news reporting, commentary, and analysis.
If there are any supplements or updates to this article after the date of publication, they will appear here.
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.
Recommended Citation
Graffius, S. M. (2026, October 7). Scott M. Graffius’ Research Took the Stage at Adobe Kickoff 2026. ScottGraffius.com. https://scottgraffius.com/blog/files/scott-m-graffius-research-took-the-stage-at-adobe-kickoff-2026.html
About This Article
Source information and links for materials cited are provided in the References section.
Graffius' Research, on Adobe's Stage
Scott M. Graffius is a tech leader, researcher, award-winning author, practitioner, consultant, and international public and corporate speaker specializing in AI, Agile, project/program/portfolio management (PPPM), PMO leadership, and teamwork tradecraft. His work explores the intersection of human ingenuity and advanced technology, with a strong practitioner voice grounded in research, experimentation, and experience. His focus includes innovation, organizational performance, and teamwork, including the "exotic team dynamics" that emerge when people collaborate with advanced AI. He is also an authority on the temporal patterns of social media, including the half-life of audience engagement. He has delivered more than $3.1 billion in business value for Fortune 500 companies and other organizations spanning technology, entertainment and media, financial services, healthcare, and other industries.
Adobe featured Graffius' research on screen at Adobe Kickoff 2026, an international Adobe event. During the event, Adobe SVP and GM Varun Parmar presented "The Future of Content Supply Chain." One of his slides, "Content decay across channels intensified content demand," used and cited data from Graffius' "Lifespan (Half-Life) of Social Media Posts." Limited excerpts are shown below.
Parmar highlighted the significance of the finding: "One theme that really stood out: the half-life of content is collapsing. Across channels, relevance now lasts minutes, or seconds in platforms like TikTok, while expectations for quality, brand consistency, and performance keep rising. That tension is exactly what’s driving the need for AI to deliver production-ready content at unprecedented speed and scale."
The "Lifespan (Half-Life) of Social Media Posts" is used and cited by organizations and publications around the world. Examples in addition to Adobe include École Polytechnique Fédérale de Lausanne, Frontiers in Public Health, GoDaddy, Government of Canada, IEEE, Marketing in the Metaverse, Maximizing LinkedIn for Business Growth, The Ministère de la Culture, Pinterest Inc., Proceedings of the National Academy of Sciences, Strategic Business Research, Telecommunications Policy, and many more.
Adobe showed data from the 2025 edition of the research (except for data on TikTok). Graffius periodically updates his research. The 2026 edition stands out for its:
◾️ Scope: 5.6 million posts
◾️ Coverage: 11 platforms
◾️ Methodology: multi-source, representative, data-driven
◾️ Continuity: annual updates
◾️ Value: actionable insights
Details are here.
Scott M. Graffius has generated over $3.1 billion in business value for Fortune 500 companies and other organizations around the world. Put that track record to work for you. For speaking engagements, use the request form; for other inquiries, email him.
References
Adobe. (n.d.). Abobe. https://www.adobe.com/
Adobe. (n.d.). Varun Parmar. https://blog.adobe.com/authors/varun-parmar
Graffius, S. M. (2025, January 6). Lifespan (Half-Life) of Social Media Posts: Update for 2025. ScottGraffius.com. https://scottgraffius.com/blog/files/lifespan-halflife-of-social-media-posts-update-for-2025.html
Graffius, S. M. (2026, January 23). Lifespan (Half-Life) of Social Media Posts: Update for 2026. ScottGraffius.com. https://doi.org/10.13140/RG.2.2.32407.43689
Parmar, V. (2026). Still feeling the energy from Adobe Sales Kickoff and the collective energy of our global team [LinkedIn post]. LinkedIn. https://www.linkedin.com/posts/vparmar_still-feeling-the-energy-from-adobe-sales-ugcPost-7410483293743190016-Nvvn/
About Adobe
Adobe is a global leader in digital experiences and creative technology, empowering individuals, businesses, and organizations to create, communicate, and deliver exceptional digital content and experiences. Its industry-leading portfolio includes Creative Cloud, Document Cloud, and Experience Cloud, spanning creativity, digital documents, and customer experience management. Adobe is also advancing the future of creativity and digital work through Adobe Firefly and the integration of generative AI across its products and services. With a global customer base ranging from individual creators to some of the world’s largest enterprises, Adobe plays a significant role in shaping how people and organizations create, collaborate, and engage in the digital economy.
About Varun Parmar
Varun Parmar is Senior Vice President and General Manager of Adobe GenStudio and Firefly for Enterprise, where he leads industry-defining solutions at the intersection of marketing, creativity, and artificial intelligence. Adobe GenStudio helps marketing teams plan, create, manage, activate, and measure on-brand content, while Adobe Firefly Services provides generative AI and creative APIs that help enterprises and agency networks accelerate repetitive asset-production tasks. Parmar previously served as Chief Operating Officer at Miro, where he led a global team of more than 1,000 people, and as Chief Product Officer at Box. Earlier in his career, he co-founded a document-collaboration startup acquired by Box, held senior product roles at Dell EMC, and spent six years at Adobe in corporate strategy and product management for Acrobat and Document Cloud. He holds a joint master’s degree in business and engineering from the Massachusetts Institute of Technology (MIT).
About Adobe Sales Kickoff 2026
Adobe Sales Kickoff 2026 was an international Adobe event bringing together leaders and teams from across the company to discuss business priorities, innovation, technology, and the future of Adobe’s work. The event featured presentations from senior Adobe executives and other speakers, including Varun Parmar, Senior Vice President and General Manager at Adobe, who presented "The Future of Content Supply Chain." Parmar’s presentation included a slide titled "Content decay across channels intensified content demand," which cited and used data from Scott M. Graffius’ research on the half-life of social media posts.
The following brief explanation of content decay is included because Adobe references the concept in the context of increasing content demand. Content decay is the gradual decline in the relevance, effectiveness, and performance of content over time. It can occur as information becomes outdated, audience needs and behaviors change, competing content improves, or content loses effectiveness in its channel.
About Scott M. Graffius
Scott M. Graffius is a technology leader, researcher, award-winning author, practitioner, consultant, thought leader, and international public speaker specializing in AI, Agile, project/program/portfolio management (PPPM), PMO leadership, and teamwork tradecraft. His work explores the intersection of human ingenuity and emerging technology, with a strong practitioner voice grounded in research, experimentation, and experience. His focus includes innovation, organizational performance, and the evolving practice of teamwork, including the "exotic team dynamics" that emerge when people collaborate with advanced artificial intelligence (agentic, autonomous, or autopoietic AI). Graffius has delivered more than $3.1 billion in business value for Fortune 500 companies and other organizations spanning technology, entertainment and media, financial services, healthcare, government, and other industries.
Businesses, professional associations, government agencies, universities, publications, and media outlets use Graffius and his work. Examples include Adobe, Bayer, Boston University, Ford, Gartner, Harvard Medical School, IEEE, Innovation Project Management, Johns Hopkins University, Microsoft, MSN, National Academy of Sciences, Oracle, Pinterest Inc., Project Management Institute, UC San Diego, Verizon, Yale University, and others.
The following sections highlight his experience, leadership, contributions, research, and enduring influence across industries and institutions worldwide.
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 enterprise 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 media, and more.
He has experience with consumer, business, reseller, government, and international markets.
Additional information is on LinkedIn.
Award-Winning Author
Graffius has authored three books.
Graffius' first book, Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions, earned 17 awards. It provides a practical, step-by-step guide to Scrum, enabling teams to deliver products in short cycles with rapid adaptation, fast time-to-market, and continuous improvement—which supports innovation and drives competitive advantage.
- Paperback ISBN-13: 9781533370242
- Kindle ASIN: B01FZ0JIIY
Additional information on Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions is here.
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 one of the best Scrum books of all time by BookAuthority. It tells the compelling story of an entertainment company's agile transformation—offering lessons that apply across industries.
- Paperback ISBN-13: 9781072447962
- Kindle ASIN: B07R9LJLPJ
Additional information on 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 is here.
Agile Protocol: The Transformation Ultimatum, is his third book—and his first work of fiction.
It's a fast-paced satirical story by that dismantles corporate Agile cosplay and other forms of "fake Agile" while delivering practical insights, actionable guidance, and proven practices for real-world Agile transformation success.
Packed with humor, quirky characters, sharp commentary on corporate culture and workplace absurdities, and actionable tips, it’s a must-read for Scrum Masters, Product Owners, Agile Coaches, Agile Project Managers, and other professionals interested in Agile project management and enterprise agility.
- Kindle ASIN: B0F2SJ83WT
- Audible ASIN: B0DJG163R5
Additional information on Agile Protocol: The Transformation Ultimatum is here.
International Public Speaker
Organizations worldwide engage Graffius to present on technology (including AI), Agile, project management, program management, portfolio management, and enterprise PMO leadership. He crafts and delivers unique and compelling talks and workshops.
Graffius has conducted 99 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), Future of Work and Advanced AI (Paris, France), and more.
With an average rating of 4.82 (on a scale of 1-5), sessions are highly valued.
The 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,
- BCG,
- BMC Software,
- Boston Consulting Group (BCG),
- 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 Marketing,
- Journal of Neurosurgery,
- Lam Research (Semiconductors),
- Leadership Worthy,
- Life Sciences Trainers and Educators Network,
- London South Bank University,
- Microsoft,
- MSN,
- NASSCOM,
- National Academy of Sciences,
- New Zealand Government,
- Ohio State University,
- Oracle,
- Pinterest Inc.,
- Project Management Institute,
- Mary Raum (Professor of National Security Affairs, United States Naval War College),
- Round Square Global Educational Network,
- Royal Australasian College of Physicians (RACP),
- 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:
- The Standard for Artificial Intelligence in Portfolio, Program, and Project Management.
- Agile Practice Guide — Second Edition.
- A Guide to the Project Management Body of Knowledge (PMBOK Guide) — Eighth Edition.
- A Guide to the Project Management Body of Knowledge (PMBOK Guide) — Sixth Edition.
- The Standard for Program Management — Fourth Edition.
- Practice Standard for Work Breakdown Structures — Second Edition.
- 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.
Authority on Teamwork Tradecraft
Graffius is a renowned and highly-cited authority on teamwork tradecraft. Informed by the research of Bruce W. Tuckman and Mary Ann C. Jensen, over 150 subsequent studies, and Graffius' first-hand professional experience with, and analysis of, team leadership and performance, Graffius created his "Phases of Team Development" intellectual property 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.
In 2026, Graffius added human-AI teamwork—including the "exotic team dynamics" which emerge when advanced AI collaborates as a teammate—to his "Phases of Team Development." The 2026 edition 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 Fast Company, GoDaddy, Journal of Hand Surgery (European Volume), Ministère de la Culture, Pinterest Inc., PNAS, and Telecommunications Policy, among others—his research exemplifies methodological rigor and sustained significance in the field of digital informatics.
The 2026 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/program/portfolio management (PPPM), and PMO leadership. Businesses and other organizations leverage Graffius’ insights to drive their success.
Booking
Graffius has generated over $3.1 billion in business value for Fortune 500 companies and other organizations served. Put that track record to work for you. For speaking engagements, use the request form; for other inquiries, email him.
Connect with and follow Scott on LinkedIn, X, YouTube, Facebook, Bluesky, Mastodon, and ResearchGate.
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List of Additional Articles
Read more.
Meta CTO Called the AI Reorganization “Atrocious” — What Went Wrong and the Lessons for Human-AI Teams
A Critical Analysis of "AI and Quantum Computers Will Be Frenemies"
A Supplement to Graffius' Phases of Team Development: Exploring the Original, Data-Based Curvature for the Performance Trajectory
Scott M. Graffius Speaking on Strategic Leadership at Silicon Valley Chapter of the Project Management Institute
AI Hallucinations, Deception, and Unauthorized Agency: The Spectrum of AI Trust Failures
A Critical Analysis of "The Social Cost of an AI Teammate: How an Artificial Teammate Reshapes Human-Human Communication in Small-Team Decision-Making"
Journal of Marketing Cites Scott M. Graffius' Research on the Half-Life of Social Media
The Evolution of Pair Programming and the Rise of Exotic Team Dynamics
Number 1 University in England for Student Satisfaction Features Scott M. Graffius' "Phases of Team Development"
Royal Australasian College of Physicians Licenses Scott M. Graffius' "Phases of Team Development" Intellectual Property on Teamwork Tradecraft
Exotic Team Dynamics: How Advanced AI Teammates Are Unlocking New Levels of Innovation, Performance, and Success
A Critical Analysis of "Platform-Specific Data Decay Patterns: A Comparative Study of Twitter, Reddit, and TikTok" and Its Reference to Research by Scott M. Graffius
Round Square Global Educational Network Features Scott M. Graffius’ Phases of Team Development
Meta's Muse Missed the Mark: Hollywood’s Win Against Big Tech on AI Consent and Likeness Rights
Scott M. Graffius Contributed to Seven Project Management Institute (PMI) Standards
Quantum Computing, Advanced AI Acceleration, and the Rise of Exotic Team Dynamics in Human-AI Teams
Ohio State University Course Features Scott M. Graffius' "Phases of Team Development"
Questions About Integrity at UNC Chapel Hill
Scrum Isn’t Just for Coding
Book on Generative and Agentic AI Cites Scott M. Graffius' Work on AI
IPA / ADAL Publication Plagiarized Another’s Copyrighted Work and Violated Intellectual Property Rights
UC Davis' Integrity Is Circling the Drain
L'avenir du Travail et de l'IA Avancée / Future of Work and Advanced AI
NCCI / UNC Chapel Hill Publication Features Scott M. Graffius' Work
Boston Consulting Group (BCG) Features Scott M. Graffius' Research on Social Media Content Half-Life
UC Davis Used Scott M. Graffius' "Phases of Team Development" Intellectual Property
Medical, Pharma, and Healthcare Organizations Are Using Scott M. Graffius' "Phases of Team Development"
Government of Ireland Report Features Research by Scott M. Graffius
Scott M. Graffius Contributed to The Standard for Artificial Intelligence in Portfolio, Program, and Project Management
AI Governance Initiative Cites Scott M. Graffius Research on AI Hallucinations
Scott M. Graffius Contributed to the Agile Practice Guide - Second Edition
Scott M. Graffius Generated Over $2.51 Billion in Business Value for Fortune 500 Companies and Other Organizations
Government of Canada Features Research by Scott M. Graffius
"Strategic Business Research" Journal Cites Work of Scott M. Graffius
IEEE Access Publication Features Scott M. Graffius’ Research on the Half-Life of Social Media
The Agile Coach: 2026 Edition
Scott M. Graffius’ Work Cited in International Peer-Reviewed Journal on Digital Transformation
Phases of Team Development in Elite Sport
A Critical Analysis of COVID-19 Treatment Search Trends and Media Coverage Study Citing Scott M. Graffius' Work
Human-AI Teamwork: Master the Exotic Team Dynamics That Emerge When Collaborating with Advanced AI -- Or Be Outplayed
"Agile Scrum" by Scott M. Graffius Now Featured on Grokipedia
UNSW Aerospace Engineering Course Features Scott M. Graffius' "Phases of Team Development"
Thinkers360 Honors Scott M. Graffius as a 2026 Top Agile Thought Leader
Agile's Journey Through the Decades: Update for 2026
BMC Software Features Content from Scott M. Graffius' Book
Peer-Reviewed Journal Cited Work of Scott M. Graffius
University of Waterloo Features Graffius' "Phases of Team Development" in Course Materials
Perplexity Standalone Article on AI Hallucinations Cites Research by Scott M. Graffius
Handling the Saboteur Within: Lessons from a 3-Letter Agency on Spotting and Stopping Intentional and Unintentional Sabotage
A Deep Dive Into the Typical Engagement Pattern for Social Media Posts
Most Valuable IT Certifications: Update for 2026
"Marketing in the Metaverse" Spotlights Scott M. Graffius’ Research on the Half-Life of Social Media
University of Greenwich Features Graffius' Phases of Team Development
10 Essential Agile Books: Curated Recommendations for Agile Professionals
Lifespan (Half-Life) of Social Media Posts: Update for 2026
Scott M. Graffius' Research on the Half-Life of Social Media was Cited in a Peer-Reviewed Study Published in Telecommunications Policy, a Leading Academic Journal
Are AI Hallucinations Getting Better or Worse? We Analyzed the Data
Scott M. Graffius' Phases of Team Development - Applied to Human Teams and Human-AI Teams: 2026 Update
Lessons from Yesterday’s Tomorrowland
Scott M. Graffius’ Update to His "Phases of Team Development” Coming Early 2026
A Data-Driven Analysis of the Evolution of Project Management: Tasks, Trends, and AI
Actionable Insights. Global Impact. Scott M. Graffius.
Beep Beep! Why Wile E. Coyote Is the Patron Saint of AI Failure
Social Media Half-Life Research Cited in Prestigious Peer-Reviewed Medical Journal
Navigating the Spectrum of Advanced AI – Agentic, Autonomous, and Autopoietic
Lessons from Unhinged AI in Fiction: What Rogue AIs in Sci-Fi Storytelling, Films, and TV Shows Reveal About Us
Scott M. Graffius Contributed to and Reviewed the PMBOK Guide, 8th Edition — the Global Standard for Project Management
UK Sports Institute Features Teamwork and Leadership Work of Scott M. Graffius
Definitions of Advanced AIs: Agentic, Autonomous, and Autopoietic
HAN University of Applied Sciences Features the Work of Scott M. Graffius
Gifts That Inspire Joy
Evergreen Echoes: How Pinterest Inc. and Pinterest Japan Spotlighted Scott M. Graffius’ Research on the Half-Life of Social Media Content
Scott M. Graffius’ Team Development Work Lights Up the University of Tasmania’s Curriculum
Taiwan’s Leading Outlet for Technology and Innovation Spotlights Graffius’ Research on Social Media Temporal Dynamics
Scott M. Graffius’ Insights on AI, Agile, Gaming, XR, and Defense Transformation Cited by MSN in Their Coverage of Innovation and Leadership in the Sector
Top Predictions of 2024, Tested in 2025
Government of Finland Agency Features Graffius' Phases of Team Development IP
Scott M. Graffius Premieres His New "Exotic Team Dynamics: Human-AI Collaboration" Talk at Corporate Event in Las Vegas
Environmental Science Journal References Scott M. Graffius’ Project Management Work
AI Institute of Switzerland Features Scott M. Graffius’ Work on Algorithms
Exotic Team Dynamics: The New Frontier of Human–AI Collaboration
Scott M. Graffius’ Work Featured at ACM DIS ’25
Climbing the Ladder: The Head of Agile/PMO’s Organizational Proximity to the CEO is Closer Than Ever
Harness Sci-Fi and Speculative Design While Embracing Imperfection to Drive Innovation and Proactively Predict and Prepare for the Future
Scott M. Graffius’ “Agile Scrum” Book Featured in a Publication of the Associação Nacional de Educação Católica do Brasil (ANEC)
Setting Direction with OKRs and Tracking Progress with KPIs: A Guide for Agile, Project Management, and Tech Teams
AI Showcase Showdown: Ranking AI Accuracy on Project Management Basics
BookAuthority Features “Agile Scrum” by Scott M. Graffius in “10 Agile Software Development Books That Define the Field”
Exploring Team Dynamics, Adaptability, and Creative Problem-Solving Through Felix the Cat’s Metaphorical Toolkit
Mind Games and Master Plans: How PsyOps Exploit Psychological Phenomena
The “Pants-on-Fire Index for AI”
16 Causes of Technical Debt and How to Avoid It
PMI’s Infinity AI Gets the Basics of Team Development Alarmingly and Repeatedly Wrong
Agile for Unicorns: 7 Keys to Thrive; Scott M. Graffius’ Workshop
Scott M. Graffius’ “Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions” Featured in Prestigious National Academies of Sciences Publication
Meta and Anduril’s EagleEye and the Future of XR: How Gaming, AI, and Agile Are Transforming Defense
"Agile Protocol" and the Power of Satire, Parody, and Humor
AI in Agile: Benefits, Risks, Outlook
Hostinger Highlights Scott M. Graffius’ “Agile Protocol” Book in Feature on Software Projects
French Ministry of Culture Links to Scott M. Graffius Research in Their Guide for Responsible Digital Communication
National Science Foundation’s LTER Network Features Scott M. Graffius’ Phases of Team Development IP
Waterfall vs. Agile: What’s Fixed, What’s Flexible, and Why It Matters
Scott M. Graffius Delivering $2.3 Billion in Value Through AI, Agile, and Project/PMO Leadership
The Problem with Heroes in Agile
The 3 Vital Rules of Science: What They Are and Why They Matter
“Agile Protocol: The Transformation Ultimatum” Lands on the Amazon Best Sellers List!
Scott M. Graffius Recognized as a Top Thought Leader in Digital Disruption by Thinkers360
“Agile Protocol: The Transformation Ultimatum” by Scott M. Graffius Crashes the Book Scene with Satirical Firepower
NCKU in Taiwan Integrates Graffius' 'Phases of Team Development' into Its Curriculum
The Art and Science of Aligning Initiatives with Strategic Objectives
RGPV University Adds Scott M. Graffius’ "Agile Scrum: Your Quick Start Guide with Step-by-Step Instructions" to Its Syllabus
Introducing ‘Engage or Fade: Decoding the Half-Life of Digital Resonance’ – A New Talk by Scott M. Graffius
Dropbox Company (Nira) Taps into Scott M. Graffius’ Expertise in Strategic Planning
Reporting Errors in a Publication: A Case Study on ‘Frontiers in Public Health’
NESEA Conference Session on Innovation Highlights Scott M. Graffius' 'Phases of Team Development'
U.S. Soccer Scores with Scott M. Graffius' Intellectual Property on Teamwork
U.S. Department of Commerce Partner (IEDC) Features Scott M. Graffius’ Intellectual Property
How Long Do Your Posts Live? AI Critiques Scott M. Graffius’ Research on the Half-Life of Social Media
Agile's Journey Through the Decades
Scott M. Graffius' Role in Advancing Project Management Institute (PMI) Standards Excellence
Most Valuable IT Certifications: Update for 2025
The PMI + Agile Alliance Merger: A Recipe for Success?
When Agile, AI, and Strategic Thinking Converge
Scott M. Graffius’ Phases of Team Development: 2025 Update
Lifespan (Half-Life) of Social Media Posts: Update for 2025
Verizon Features Scott M. Graffius
Do Not Read This Article! An Exploration of the Streisand Effect and Other Phenomena
Scott M. Graffius' 'Phases of Team Development' was Spotlighted in Journal of Neurosurgery
Pinterest Japan Uses Graffius’ Research on Temporal Dynamics on Social Media Platforms
Hochschule Coburg (Coburg University) Germany Uses Scott M. Graffius’ Phases of Team Development IP in Coursework on Agile Development
Wild World of Team Dynamics [Updated Two-Minute Video]
EU Europass Teacher Academy Features Scott M. Graffius’ ‘Phases of Team Development’ in Leadership Training
Side-by-Side Comparison of Retrospectives and Hot Washes
Constructor University 2024 Advanced Software Technology Handbook References Scott M. Graffius' Work on Team Dynamics
Strategies for Medical Team Success Featured Scott M. Graffius’ ‘Phases of Team Development’ Intellectual Property
SBG Neumark — Europe’s Largest Distribution Transformer Plant — Powers Up with Scott M. Graffius’ Intellectual Property
Scott M. Graffius’ Intellectual Property was Employed by the NHS — the Largest Single-Payer Healthcare System in Europe
Luxury Unwrapped: The Ultimate Holiday Gift Guide for Every Budget
Singapore Institute of Technology Features Work of Scott M. Graffius
Tufts University Features Scott M. Graffius 'Phases of Team Development' Intellectual Property
'Cat Herders': Retelling the Massive Success Story
Pennsylvania State Agency Used Scott M. Graffius' Intellectual Property
Copyright Infringement in a Book Published by AuthorHouse / Author Solutions / The Najafi Companies: Publisher Fails to Respond or Take Required Action
Pinterest Inc. References Scott M. Graffius’ Research
Bournemouth University Used Scott M. Graffius’ Intellectual Property
‘Comparative Methodological Guidelines: Handbook for Educators’ Violates Scott M. Graffius’ Copyright
Japan Backlog User Group Event Featured Scott M. Graffius’ ‘Phases of Team Development’
TurningWest's 'Trial'
Radio Silence from the American Association of Neurological Surgeons on Report of Blatant Plagiarism in Their ‘Journal of Neurosurgery’ Publication
Supplement to Graffius' 'Lifespan (Half-Life) of Social Media Posts' Research: Typical Engagement Distribution Pattern for Social Media Posts
How Algorithms Shape the User Experience on Social Media Platforms
Thinkers360 Named Scott M. Graffius a Top Thought Leader on Agile
More articles are listed here.
How to Cite This Article
Graffius, S. M. (2026, October 7). Scott M. Graffius’ Research Took the Stage at Adobe Kickoff 2026. ScottGraffius.com. https://scottgraffius.com/blog/files/scott-m-graffius-research-took-the-stage-at-adobe-kickoff-2026.html
Digital Object Identifier (DOI)
Coming soon
Content Acknowledgements
Adobe SVP and GM Varun Parmar headlined Adobe Kickoff 2026 (also known as Adobe Sales Kickoff 2026). His talk, "The Future of Content Supply Chain," featured data from Scott M. Graffius. Parmar’s slide, "Content decay across channels intensified content demand," used and cited data from the 2025 edition of Graffius' "Lifespan (Half-Life) of Social Media Posts" research. The slide identified Graffius as the source in the lower-left corner. Adobe name, mark, and content are the property of Adobe Inc. Graffius' "Lifespan (Half-Life) of Social Media Posts" is copyright © Scott M. Graffius. This article includes limited excerpts from the Adobe presentation, attributed and used under the fair use doctrine for purposes of news reporting, commentary, and analysis.
Tags and Hashtags
- Abobe
- Adobe Kickoff 2026
- Adobe Sales Kickoff 2026
- Content Decay
- Half-Life of Social Media
- Lifespan (Half-Life) of Social Media Posts
- Scott M. Graffius
- Audience Engagement
- Social Media
- Social Media Research
- Varun Parmar
- #SKO
- #Abobe
- #AdobeKickoff
- #AdobeKickoff2026
- #AdobeSalesKickoff
- #ContentDecay
- #HalfLifeOfSocialMedia
- #SocialMedia
- #SocialMediaResearch
- #AudienceEngagement
Post-Publication Notes
If there are any supplements or updates to this article after the date of publication, they will appear here.
Copyright
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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.