Research by Scott M. Graffius Referenced in the 'Proceedings of the National Academy of Sciences of the United States of America'

BY SCOTT M. GRAFFIUS | ScottGraffius.com

Research by Scott M Graffius Featured by PNAS Publication - August 2023 - Cover Image for Blog


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The Proceedings of the National Academy of Sciences of the United States of America (PNAS) references Scott M. Graffius' research on the half-life of social media. Highlights follow.

Research by Scott M Graffius Featured by PNAS Publication - August 2023 - Page 1 Excerpt for Blog

Research by Scott M Graffius Featured by PNAS Publication - August 2023 - Page 3 Excerpt for Blog

Research by Scott M Graffius Featured by PNAS Publication - August 2023 - Visual Excerpt for Blog

Thanks to the authors of the PNAS journal article:

  • Philipp J. Schneider - College of Management of Technology, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland; and
  • Marian-Andrei Rizoiu - Faculty of Engineering and Information Technology, The University of Technology Sydney (UTS), Ultimo NSW 2007, Australia.

Citation for PNAS journal article:

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.

Citation for Graffius’ research:

Graffius, Scott M. (2023, January 1). The Lifespan (Half-Life) of Social Media Posts: Update for 2023. Available at:
https://scottgraffius.com/blog/files/social-2023.html. DOI: 10.13140/RG.2.2.19783.98722. Copyright © Scott M. Graffius. All rights reserved.

About the PNAS

The
Proceedings of the National Academy of Sciences of the United States of America (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS), is an authoritative source of high-impact, original research that broadly spans the biological, physical, and social sciences. The journal is global in scope and submission is open to researchers worldwide.

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About Scott M. Graffius


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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 (including AI) leadership at 87 conferences and other events across 25 countries.

His full bio is available
here.

Connect with Scott on:


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

scott_m_graffius_agile_scrum_v22123007_lr_1000x1000_sq

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

scott_m_graffius_agile_transformation_lr_1000x505

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/pnas-blog

© 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.





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Research by Scott M. Graffius Referenced in 'Community and Public Health Education Methods'

BY SCOTT M. GRAFFIUS | ScottGraffius.com

Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - LwRes


Community and Public Health Education Methods: A Practical Guide (Fifth Edition) book by Robert J. Bensley and Jodi Brookins-Fisher references Scott M. Graffius' ‘Lifespan (Half-Life) of Social Media Posts’ research. Graffius' work provides data on the lifespan (half-life) of posts on Snapchat, X, Facebook, Instagram, LinkedIn, YouTube, Pinterest, and blogs.

Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - Excerpt 1

An image of the cover to the book is shown above.

Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - Excerpt 2

The above excerpt shows page 245 of the book. It discusses and references Graffius' half-life research.

Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - Excerpt 3

A zoomed in image of page 245 is shown above.

Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - Excerpt 4

As shown above, Graffius' work is referenced as citation 84.

Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - Excerpt 5

A zoomed in image of the citation is above.

Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - Excerpt 6

A visual summarizing
the now-current (2023) edition of Graffius' research is above.

Algorithms and other factors on social media platforms change over time. For that reason, Graffius periodically refreshes his research. Data collection is ongoing, and he will publish a new edition in early 2024.


Research by Scott M Graffius Referenced in Community and Public Health Education Methods - Fifth Edition - Excerpt 7

The above excerpt provides an abridged bio on Scott M. Graffius.

About Community and Public Health Education Methods: A Practical Guide (Fifth Edition) by Robert J. Bensley and Jodi Brookins-Fisher

The following includes excerpts from the product information on the book.

Updated to keep pace with this ever-evolving field, the fifth edition of
Community and Public Health Education Methods: A Practical Guide teaches students to effectively communicate health education messages and positively influence the norms and behaviors of both individuals and communities.

Written by and for health education specialists, this text explores the methods used by health educators, including didactic techniques designed to guide others toward the pursuit of a healthy lifestyle. Divided into four sections, this well-organized guide begins with Section I, which focuses on building the foundation for selecting and applying community and public health education methods. Section II then explores acquiring tools necessary for applying community and public health education and health promotion strategies. Section III examines health communication and media, including exploring social marketing concepts, applying health communication skills, using social media, and exploring digital media strategies. Section IV, the final section, focuses on community and advocacy level methods.

Key features of the fifth edition include:

  • Three new chapters: Applying a Health Literacy Framework, Applying Motivational Interviewing Techniques, and Exploring Digital Media Strategies.
  • Coverage of the latest industry standards, guidelines, and competencies, including the HESPA II CHES competencies.
  • Wholly revised chapter on legislative advocacy.
  • Discussion of health promotion and various techniques including multi-level and multicomponent interventions.
  • Practical examples throughout, including many on COVID-19.

The book is available in
paperback and ebook/Kindle formats.


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About Scott M. Graffius


Scott M Graffius - ScottGraffius_com Blog - v S Perry Nov 1 2023 - LR

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 at 89 conferences and other events across 25 countries.

His full bio is available
here.

Connect with Scott on:


follow-scott-m-graffius-on-twitter---v22122107-1000x1000-lr---sq

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

scott_m_graffius_agile_scrum_v22123007_lr_1000x1000_sq

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

scott_m_graffius_agile_transformation_lr_1000x505

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 link for this article is: (coming soon)

A related post is on LinkedIn
here.

© 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.





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How Algorithms Shape the User Experience on Social Media Platforms

BY SCOTT M. GRAFFIUS | ScottGraffius.com

Scott M Graffius - ScottGraffius_Com - How Algorithms Shape the User Experience on Social Media Platforms - v2 - LwRes




Introduction

More than 5.1 billion people use social media. Algorithms shape every social media interaction.

Social media platforms allow people to create, share, and exchange information and content with others. There are too many platforms to list, but eight examples include:

  • Facebook,
  • Instagram,
  • LinkedIn,
  • Pinterest,
  • Snapchat,
  • TikTok,
  • X (formerly Twitter),
  • and YouTube.

Algorithms on social media platforms are a unique set of mathematical rules and signals that determine what content to display to users, and in what order. Algorithms are both architects and gatekeepers of user experiences on the platforms.

Social media is central to many people’s daily lives. However, the platforms employ incredibly complex algorithms and they typically keep their details secret.

The impacts of algorithms are widespread and profound. They can influence opinions, shape narratives, and potentially dictate social behavior. This article reveals how algorithms shape the user experience on social media platforms. After this Introduction there are seven parts:

  • From Simple to Complex (the genesis of social media algorithms),
  • General Mechanics (the components of algorithms),
  • Benefits and Risks (the upside and downside of algorithms),
  • Algorithm-Savvy Marketing,
  • Ethical Considerations,
  • The Future of Algorithms on Social Media Platforms, and
  • Conclusion

From Simple to Complex


Social media platforms initially relied on simple chronological feeds. However, when user engagement (such as likes, shares, and comments) exploded, platforms decided to develop and implement more sophisticated methods, principally algorithms. Then, engagement-based models shaped by algorithms took precedence. Content that users were more likely to interact with was prioritized.

The rise of artificial intelligence (AI) and machine (ML) learning has further transformed these algorithms into powerful tools. For better or worse, they are entirely capable of hyper-personalizing content which can significantly influence perceptions and decisions. AI and ML are also discussed later in this article.

How Algorithms Shape the User Experience on Social Media Platforms - v 24102707 v with URL - LwRes

General Mechanics

A complex web of data points and signals is at the core of social media algorithms. Algorithms are composed of including five fundamental components:

  1. User Engagement: Engagement is at the heart of algorithms. The more users interact with specific content, the more likely it is to be promoted within feeds. This initiates a cycle where popular content gains even more prominence.

  1. Content Prioritization: Here are examples of how different social media platforms treat content. The terms “advances,” “favors,” and “prioritizes” are used interchangeably.

  • Facebook advances live videos.
  • Instagram favors images and videos.
  • LinkedIn prioritizes thought leadership posts.
  • Pinterest advances pins about recipes, home décor, and fashion; and pins that link to external websites such as blogs.
  • Snapchat prioritizes content that uses filters and lenses.
  • TikTok advances videos that receive high engagement rates within seconds of being posted.
  • X increasingly favors videos.
  • YouTube prioritizes long videos with high watch times.

  1. Content Relevance: Algorithms prioritize content that aligns with users’ preferences and history. For example, if a user frequently engages with fitness-related posts, the algorithm will likely serve them with similar content. That tactic can enhance user satisfaction, but it can also lead to echo chambers. Those are environments that expose users primarily to information that reinforces their existing beliefs.

  1. Freshness: Social media thrives on immediacy. Newer content often takes precedence over older posts. That compels brands, influencers, and others to maintain an apt posting schedule.

  1. Network Effects: Content gaining traction among a user’s network helps amplify its reach by spreading (more) rapidly, including possibly ‘going viral.’ There is no universal quantification for what constitutes ‘viral,’ but a post with 1 million or more views/impressions may qualify.

Benefits and Risks

Algorithms curate content to match the preferences of individuals. That can present both benefits and risks.

Four benefits of algorithmic curation include:

  1. Personalization: Individuals tend to interact more frequently with content that aligns with their preferences.

  1. Content Discovery: Algorithms can facilitate the introduction of content and accounts that users may not have encountered otherwise.

  1. Reduced Information Overload: Social media platforms house a massive volume of content. Algorithms may help filter out the noise. By prioritizing relevant posts, algorithms can help individuals to focus on what matters most to them.

  1. Enhanced Engagement: As users find more of the content they enjoy, they will likely spend more time on the platform. This increased engagement also benefits platforms as they can monetize the increased time and attention through advertising.

Three risks of algorithmic curation include:

  1. Echo Chambers and Polarization: The potential formation of echo chambers is the most concerning byproduct of algorithmic personalization. Users are at risk of being shielded from differing perspectives. That is especially the case with political discourse; those situations can lead to polarization or increased polarization.

  1. Risk of Promoting Incorrect Information: The algorithms that prioritize engagement can potentially (by design or inadvertently) boost sensationalist content or incorrect information.

  1. User Fatigue: Users may experience fatigue or disillusionment when they become aware of the potential negative effects of algorithms. Users who feel that their experiences are being engineered may lose trust in the platforms, and they may stop using them.

Algorithm-Savvy Marketing

Businesses and marketers must have a good understanding of social media algorithms. Further, as the digital landscape changes over time, so must strategies. Here are six principles for navigating this complex terrain:

  1. Prioritize Quality Over Quantity: Create meaningful, engaging, and relevant posts.

  1. Engage Authentically: Engage with one’s audience in genuine ways such as through storytelling, user-generated content, and responsive interactions.

  1. Embrace Video Content: Use videos as platforms are increasingly prioritizing that content.

  1. Stay Informed: Marketers should be on the lookout for changes and be responsive to them.

  1. Leverage Data Analytics: Informed by metrics, marketers can adjust their strategies when needed.

  1. Experiment and Adapt: Platforms are continuously changing. Users’ tastes may change as well. Marketers should experiment with different content types, posting schedules, and engagement tactics to discover what works best for their audience.

Ethical Considerations

Algorithms shape user experiences, and that power carries significant responsibility. Here are four key ethical points and questions:

  1. Transparency: Users deserve to understand how their data is used and how content is prioritized. Increased transparency can foster trust between users and platforms. Is the social media platform transparent about how its algorithm works.

  1. Algorithmic Bias: Algorithms are not immune to bias as they often reflect the prejudices in the data they analyze. Is the social media platform taking steps to remove bias wherever possible?

  1. Content Moderation: What role, if any, should platforms play in moderating content?

  1. User Well-Being: Is the platform primarily focused on providing a great user experience? Or is it about doing anything and everything possible to generate time on the platform and obtain a presumed corresponding increase in revenue?

The Future of Social Media Algorithms

The future of social media algorithms is certain to be exciting and daunting. Several trends are emerging. They may impact the future of algorithms in the following five ways:

  1. Increased Use of AI and ML: AI and ML will continue to play a role in refining algorithms. As the technologies advance, algorithms will become even more adept at understanding user preferences and predicting behavior.

  1. Greater Focus on User Control: Users are becoming more aware of their data and how it’s used. Platforms may offer control to users, allowing users to customize their feeds and manage their engagement preferences.

  1. Ethical Algorithm Design: Ethical frameworks that prioritize user well-being, transparency, and accountability may gain prominence in the future.

  1. Integration of AR and VR: Social media platforms may incorporate augmented reality (AR) and virtual reality (VR) elements into their algorithms in the future. If that happens, the result will be immersive user experiences that transcend traditional content consumption.

  1. Community-Centric Algorithms: Algorithms in the future may prioritize community engagement and collective interests.

Conclusion

Each algorithm is a complex set of mathematical rules and signals that determine what content to display to users, and in what order. That gives them the ability to empower or manipulate users. Simply put, algorithms have a big impact on user experiences on social media platforms. It’s suggested that users advocate for ethical, user-centric design in the development and deployment of these algorithms as well as user control and transparency. When platforms adopt those measures, users will have a better experience.

For the references, how to cite this article, information about the author and more, continue reading.

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References/Sources

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  36. 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.
  37. Roberts, J. A., & David, M. E. (2020). The Social Media Party: Fear of Missing Out (FOMO), Social Media Intensity, Connection, and Well-Being. International Journal of Human-Computer Interaction, 36 (4): 386-392.
  38. 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.
  39. Schaffer, Neal (2024). Maximizing LinkedIn for Business Growth: A Practical Guide to Building Your Brand and Driving Results. Irvine, California: PDCA Social.
  40. 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.
  41. Snapchat (n.d.). How We Rank Content on Spotlight. Available at: https://help.snapchat.com/hc/en-us/articles/8961653169940--How-We-Rank-Content-on-Spotlight.
  42. Statista (2024, August 19). Number of Internet and Social Media Users Worldwide as of July 2024. Available at: https://www.statista.com/statistics/617136/digital-population-worldwide/.
  43. Stokel-Walker, Chris (2024, March 21). TikTok’s Algorithm has Always Been a Black Box. But Researchers are Finally Figuring It Out. Fast Company. Available at: https://www.fastcompany.com/91065874/researchers-are-finally-figuring-out-how-tiktoks-algorithm-works.
  44. Tropp, J., & Baetzgen, A. (2019). Users’ Definition of Snapchat Usage. Implications for Marketing on Snapchat. International Journal on Media Management, 21 (2): 130-156. DOI: https://doi.org/10.1080/14241277.2019.1637343.
  45. X.com (2023, March 31). Twitter's Recommendation Algorithm. Available at: https://blog.x.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm.
  46. Yunduan Lin, Mengxin Wang, Heng Zhang, Renyu Zhang, Zuo-Jun Max Shen (2024). Content Promotion for Online Content Platforms with the Diffusion Effect. Manufacturing and Service Operations Management, 26 (3):1062-1081. DOI: https://doi.org/10.1287/msom.2022.0172.
  47. Zhao, Junqi, & Li, Peiyuan. (2024, July). Randomized Algorithm: An Advanced Algorithm for Modern Video Games. Theoretical and Natural Science, 43: 168-183. DOI: 10.54254/2753-8818/43/20240856.
  48. Zuckerberg, M. (2021). Hearing Before the United States House of Representatives Committee on Energy and Commerce Subcommittees on Consumer Protection & Commerce and Communications & Technology: Testimony of Mark Zuckerberg. Available at: https://docs.house.gov/meetings/IF/IF16/20210325/111407/HHRG-117-IF16-Wstate-ZuckerbergM-20210325-U1.pdf.

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Scott_M_Graffius_-_Blog_Spacer_-_v23111107_-_Cite

How to Cite this Article

Graffius, Scott M. (2024, September 26). How Algorithms Shape the User Experience on Social Media Platforms. Available at:
https://scottgraffius.com/blog/files/algorithms-and-the-user-experience.html. DOI: 10.13140/RG.2.2.29149.01767.

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About Scott M. Graffius


Scott_M_Graffius_-_Blue_-_1000x1000_-LwRes

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. Businesses and industries range from consumer products to advanced technology (including AI and 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.

Scott M Graffius on X - SG on X Design 2 - v Feb 7 2024 - LwRes

Scott M Graffius - Impact_com Platform for Influencers and Affiliates - v April 7 2024 - rev April 10 2024 - LwRes



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

scott_m_graffius_agile_scrum_v22123007_lr_1000x1000_sq

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

scott_m_graffius_agile_transformation_lr_1000x505

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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Post-Publication Notes

If there are any supplements or updates to this article after the date of publication, they will appear here.

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A PDF of this article is
here

The short link for this article is:
https://bit.ly/algo-ux

© 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.





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Supplement to Graffius' 'Lifespan (Half-Life) of Social Media Posts' Research: Typical Engagement Distribution Pattern for Social Media Posts

BY SCOTT M. GRAFFIUS | ScottGraffius.com

Scott M Graffius - Typical Distribution Pattern for Social Media Posts - Refresh Oct 6 2024 - On Stage - LwRes



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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.

Scott M Graffius - Typical Distribution Pattern for Social Media Posts - Refresh Oct 6 2024 - LwRes

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.

-scott-m-graffius---lifespan-halflife-of-social-media-posts---infographic-visual---2024-edition---v-23122407---jpg-1000x570

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:

  1. 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.]
  2. 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.]
  3. 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.]
  4. 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.]
  5. 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.]
  6. 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.]
  7. 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.]
  8. 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.]
  9. 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.]
  10. 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.]
  11. 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.]
  12. 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.]
  13. 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.]
  14. 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.]
  15. 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.]
  16. 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.]
  17. 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.]
  18. 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.]
  19. 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.]
  20. 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.]
  21. 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.]
  22. 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.]
  23. 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.]
  24. 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.]
  25. 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.]
  26. 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.]
  27. 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.]
  28. 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.]
  29. 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.]
  30. 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.]
  31. 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.]
  32. 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.]
  33. 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.
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About Scott M. Graffius


Scott_M_Graffius_-_Blue_-_1000x1000_-LwRes

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.

Scott M Graffius on X - SG on X Design 2 - v Feb 7 2024 - LwRes

Scott M Graffius - Impact_com Platform for Influencers and Affiliates - v April 7 2024 - rev April 10 2024 - LwRes

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

Scott_M_Graffius_Agile_Scrum_v22123007_LR_1000x1000_sq

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.



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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

Scott_M_Graffius_Agile_Transformation_LR_1000x505

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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scott_m_graffius_-_blog_spacer_-_v23111107_-_cite

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.

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Post-Publication Notes

If there are any supplements or updates to this article after the date of publication, they will appear here.

black_spacer_lr_sq_v3

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.



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Pinterest Inc. References Scott M. Graffius’ Research

BY SCOTT M. GRAFFIUS | ScottGraffius.com

Pinterest Inc References Scott M Graffius' Research - v1-3 - LwRes



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Pinterest Inc. References Graffius’ Research!

When content is published on social media platforms, 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.

Given the above, an advantageous, objective metric for social media posts 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 on 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 vital 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 clearer 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 of multiple, diverse sources. Algorithms and other factors on platforms change over time. For that reason, Graffius periodically updates his analysis.

A visual from the current (2024) edition of his ‘Lifespan (Half-Life) of Social Media Posts’ is shown below and the details are
here.

-scott-m-graffius---lifespan-halflife-of-social-media-posts---infographic-visual---2024-edition---v-23122407---jpg-1000x570

Scientists, researchers, journalists, academics, YouTubers, podcasters, digital marketing experts, businesses, professional associations, government agencies, and others around the world have featured and used Scott M. Graffius’ ‘Lifespan (Half-Life) of Social Media Posts’ research, indicating a broad spectrum of influence and application. Examples are listed in the Coverage of Graffius' Research section of the article.

Pinterest Inc. is now also on the list! It referenced Graffius’ research in an article on the Pinterest Inc. Business Blog.

Pinterest Inc References Scott M Graffius’ Research in the Pinterest Business Blog - Alt Img SQ 24101607 G7 - LwRes

Details follow.

On 26 September 2024, Pinterest Inc. requested permission to use Graffius' research in an article on the Pinterest Inc. Business Blog. Graffius agreed.

Email 1 of 3 is shown below.

Pinterest Inc References Scott M Graffius' Research - v1-3 - Excerpt 1 - LwRes

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Pinterest Inc References Scott M Graffius' Research - v1-3 - Excerpt 2 - LwRes

And here's email 3 of 3.

Pinterest Inc References Scott M Graffius' Research - v1-3 - Excerpt 3 - LwRes

On 2 October 2024, Pinterest Inc. published ‘Unlock the Full Potential of Pinterest with Marketing Mix Modeling’ on their Pinterest Business Blog at
https://business.pinterest.com/blog/unlock-potential-pinterest-marketing-mix-modelling/. The top of the article is shown in the visual below.

Pinterest Inc References Scott M Graffius' Research - v1-3G - Excerpt 4 - LwRes

As shown below, the article includes: ‘Content on Pinterest lasts, on average, over 100 times longer than on other platforms.³‘

That ‘³’ footnote is a reference to Graffius’ ‘Lifespan (Half-Life) of Social Media Posts’ research.

Pinterest Inc References Scott M Graffius' Research - v1-3G - Excerpt 5 - LwRes


The Footnotes section is located at the end of
the article. Selecting the "+" symbol reveals the footnotes content.

Pinterest Inc References Scott M Graffius' Research - v1-3G - Excerpt 6 - LwRes

Footnote 3 references Graffius' work: "Graffius, Scott M. (2024, January 1). Lifespan (Half-Life) of Social Media Posts: Update for 2024. Available at:
https://scottgraffius.com/blog/files/social-24.html. DOI: 10.13140/RG.2.2.21043.60965."

Pinterest Inc References Scott M Graffius' Research - v1-3G - Excerpt 7 - LwRes

Pinterest's business blog article is available
here and Graffius' research is here.

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About Pinterest

Pinterest is a visual search and discovery platform where people find inspiration, curate ideas, and shop products—all in a positive place online. Headquartered in San Francisco, Pinterest launched in 2010 and has over half a billion monthly active users worldwide.

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Coverage of Graffius' Research

Graffius' ‘Lifespan (Half-Life) of Social Media Posts’ has captured the attention of a diverse global audience of businesses, digital marketing experts, scientists, journalists, podcasters, YouTubers, government agencies, and others. Here are select examples:

  1. 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.]
  2. 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.]
  3. 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.]
  4. 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.]
  5. 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.]
  6. 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.]
  7. Chaturvedi, Saurabh (2024, September 27). How Often to Post on Social Media. Available at: https://recurpost.com/blog/how-often-to-post-on-social-media/.
  8. 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.]
  9. 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.]
  10. 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.]
  11. 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.]
  12. 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.]
  13. 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.]
  14. 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.]
  15. 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.]
  16. 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.]
  17. 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.]
  18. John, Vanessa (2024, September 5). Website vs. Social Media - Do You Still Need a Site in 2024? Madgicx. Available at: https://madgicx.com/blog/website-and-social-media.
  19. Karr, Douglas (2024, February 18). The Half-Life of Social Media Posts in 2024: Navigating Lifespan for Strategic Impact. Available at: https://martech.zone/half-life-of-a-social-media-post/.
  20. 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.]
  21. 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.]
  22. 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.]
  23. 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.]
  24. 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.]
  25. Midvalley Coach / Evercoach (2023, March 10). Proven Strategies To Enroll Coaching Clients [A Detailed Guide]. Available at: https://www.evercoach.com/coaching-guides/enroll-coaching-clients/. [Where the article addresses the life span of social media, “24 minutes (Twitter) to 24 hours (LinkedIn)” links to Graffius’ research.]
  26. 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.]
  27. 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.]
  28. 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.]
  29. 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.]
  30. 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.]
  31. Sallaway Paul (2024, June 1). Using Social Media The Right Way! Available at: https://mivision.com.au/2024/06/using-social-media-the-right-way/.
  32. Schaffer, Neal (2024, September 17). Maximizing LinkedIn for Business Growth: A Practical Guide to Building Your Brand and Driving Results. Irvine, California. PDCA Social.
  33. 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.]
  34. Small Business Development Center (2024, September 30). 10 Marketing Strategies to Grow Your Small Business [Video]. YouTube. Available at: https://www.youtube.com/watch?v=WelVAmXuxPU&t=1181s.
  35. Social Selling CRM (2024). Demi-vie de Vos Publications: Stratégies d’Optimisation 2024.’ (In English: Half-life of Your Publications: 2024 Optimization Strategies). Available at: https://www.socialsellingcrm.com/demi-vie-de-vos-publications-strategies-doptimisation-2024/.
  36. Statler, Jacob (2024, September 12). How to Schedule Social Media Posts: Best Tools and Tips. Post Planner. Available at: https://www.postplanner.com/blog/how-to-schedule-social-media-posts/. ["The lifespan of a social media post" — in green text, located towards the end of the article — links to Graffius’ research.]
  37. 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.]
  38. 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.]
  39. 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.]
  40. 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.]
  41. 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.]
  42. 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.

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References

  1. Graffius, Scott M. (2024, January 1). Lifespan (Half-Life) of Social Media Posts: Update for 2024. Available at: https://scottgraffius.com/blog/files/social-24.html. DOI: 10.13140/RG.2.2.21043.60965.
  2. 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.
  3. Pinterest Inc. (2024, October 2). Unlock The Full Potential of Pinterest with Marketing Mix Modelling. The Pinterest Inc. Business Blog. Available at: https://business.pinterest.com/blog/unlock-potential-pinterest-marketing-mix-modelling/ and other locations. [Navigate to the Footnotes section at the end of the article, and then select the corresponding "+" symbol to see the footnotes which includes Graffius' work.]

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If there's an update after this article is published, the information will appear in the Post-Publication Notes section.

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About Scott M. Graffius


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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.

See his
bio to learn more.

IEEE Xplore Publication Featured Scott M Graffius Phases of Team Development Work - rev Sept 19 2024 - HiRes

Scott M. Graffius' 'Phases of Team Development' Featured by ATACC at TBS24 Conference - LwRes2

UC San Diego Features Scott M Graffius Intellectual Property on Teamwork - Geisel - Creative 24101007 - LwRes

Johns Hopkins University Features Work of Scott M Graffius - v24080107 - Tw - LwRes

Semiconductor manufacturing firm Lam Research features Scott M Graffius’ ‘Phases of Team Development’ Intellectual Property - Tw Sz Format - LwRes

Bayer Licensed IP of Agile Expert Scott M Graffius - AgileScrumGuide_com - LwRes

Research by Scott M Graffius Used in Materials for CEWEP 10 Congress Berlin - LwRes G

Scott M Graffius on X - SG on X Design 2 - v Feb 7 2024 - LwRes

Scott M Graffius - Impact_com Platform for Influencers and Affiliates - v April 7 2024 - rev April 10 2024 - LwRes

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

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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.



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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

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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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How to Cite This Article


Graffius, Scott M. (2024, October 10). Pinterest Inc. References Scott M. Graffius’ Research. Available at:
https://scottgraffius.com/blog/files/pinterest_inc_business_blog_features_graffius.html. DOI: 10.13140/RG.2.2.31296.55041.

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Post-Publication Notes

If there are any supplements or updates to this article after the date of publication, they will appear here.

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Content Acknowledgements

This article uses limited excerpts from Pinterest Inc., attributed to Pinterest and used under fair use for news reporting and analysis. Pinterest name, mark, and content are the property of Pinterest. Graffius’ ‘Lifespan (Half-Life) of Social Media Posts’ is copyright © Scott M. Graffius.

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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.


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A PDF of this article is
here

The short link for this article is
https://bit.ly/pinterest_biz



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