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Why Ivalua: A Relational Acquisition Model (RAM 2025) Comparison
What makes Jon Hansen’s ProcureTech assessment solution RAM unique?
RAM (short for “Relational Acquisition Model,” based on historical context), stands out due to its pioneering approach to procurement efficiency, developed in the late 1990s and early 2000s. While specific technical details about RAM’s current iteration as of March 1, 2025, are not fully detailed in recent public sources, its uniqueness can be inferred from Hansen’s documented history, writings, and interviews, particularly from Procurement Insights and related discussions.
RAM stands out for its agent-based adaptability, interactive design, early AI intelligence, people-process-tech integration, and proven government success—features ahead of its time in the 1990s and resonant with 2025’s procurement needs. It tackled inefficiencies with a practical, transparent approach, not just tech hype, saving millions and streamlining operations where others failed. While its current form isn’t fully public, its legacy as a ProcureTech pioneer remains unique, blending foresight with results in a way few contemporaries matched then or now.
Today’s ProcureTech solution providers—such as Coupa, GEP, Jaggaer, Sievo, Ivalua—can benefit from the Relational Acquisition Model (RAM) by drawing on its foundational principles and proven strengths, adapting them to enhance their offerings in the context of 2025’s complex procurement landscape. While RAM, developed in the late 1990s, lacks the technological scale of modern platforms, its agent-based design, focus on transparency, and human-centric efficiency offer valuable lessons.
Today’s ProcureTech providers can benefit from RAM by adopting its agent-based adaptability, transparent AI, interactive simplicity, human-tech balance, operational focus, and proven credibility. These could enhance responsiveness (e.g., tariff tweaks), trust (e.g., black box fears), and ROI (e.g., faster savings), potentially lifting efficiency by 10-20% or adoption by 15-30%. RAM’s lessons—distilled from a $12 million success—offer a roadmap to refine, not replace, modern solutions like Ivalua. It’s a legacy worth mining for a market chasing the next big thing.
2024 Trend Updates: What Really Works In SEO & Content MarketingSearch Engine Journal
21 slides•595.3K views
The future of SEO is trending toward a more human-first and user-centric approach, powered by AI intelligence and collaboration. Are you ready?
Watch as we explore which SEO trends to prioritize to achieve sustainable growth and deliver reliable results. We’ll dive into best practices to adapt your strategy around industry-wide disruptions like SGE, how to navigate the top challenges SEO professionals are facing, and proven tactics for prioritizing quality and building trust.
You’ll hear:
- The top SEO trends to prioritize in 2024 to achieve long-term success.
- Predictions for SGE’s impact, and how to adapt.
- What E-E-A-T really means, and how to implement it holistically (hint: it’s never been more important).
With Zack Kadish and Alex Carchietta, we’ll show you which SEO trends to ignore and which to focus on, along with the solution to overcoming rapid, significant and disruptive Google algorithm updates.
If you’re looking to cut through the noise of constant SEO and content trends to drive success, you won’t want to miss this webinar.
Storytelling For The Web: Integrate Storytelling in your Design ProcessChiara Aliotta
39 slides•474.9K views
In this slides I explain how I have used storytelling techniques to elevate websites and brands and create memorable user experiences. You can discover practical tips as I showcase the elements of good storytelling and its applied to some examples of diverse brands/projects..
This presentation by Thibault Schrepel, Associate Professor of Law at Vrije Universiteit Amsterdam University, was made during the discussion “Artificial Intelligence, Data and Competition” held at the 143rd meeting of the OECD Competition Committee on 12 June 2024. More papers and presentations on the topic can be found at oe.cd/aicomp.
This presentation was uploaded with the author’s consent.
How to Leverage AI to Boost Employee Wellness - Lydia Di Francesco - SocialHR...SocialHRCamp
28 slides•145.6K views
Speaker: Lydia Di Francesco
In this workshop, participants will delve into the realm of AI and its profound potential to revolutionize employee wellness initiatives. From stress management to fostering work-life harmony, AI offers a myriad of innovative tools and strategies that can significantly enhance the wellbeing of employees in any organization. Attendees will learn how to effectively leverage AI technologies to cultivate a healthier, happier, and more productive workforce. Whether it's utilizing AI-powered chatbots for mental health support, implementing data analytics to identify internal, systemic risk factors, or deploying personalized wellness apps, this workshop will equip participants with actionable insights and best practices to harness the power of AI for boosting employee wellness. Join us and discover how AI can be a strategic partner towards a culture of wellbeing and resilience in the workplace.
2024 State of Marketing Report – by HubspotMarius Sescu
43 slides•116.4K views
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
8 slides•50K views
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
Using speech recognition and natural language processing, Automated Minutes creates an accurately transcribed meeting minutes draft in a near real-time, secure environment.
On March 11th at 2 PM EST OnBoard’s product team, Heather Hansson and Philip Hinz, explored the power of OnBoard’s Automated Minutes.
Using this webinar, you can learn:
Why Automated Minutes? Customizable, Secure, and Governance-Built for Boards
How Automated Minutes works to capture and create an initial draft of your minutes
Personalizing and formatting your Minutes through rich text editing tools
What Makes "Deep Research"? A Dive into AI AgentsZilliz
28 slides•117 views
About this webinar:
Unless you live under a rock, you will have heard about OpenAI’s release of Deep Research on Feb 2, 2025. This new product promises to revolutionize how we answer questions requiring the synthesis of large amounts of diverse information. But how does this technology work, and why is Deep Research a noticeable improvement over previous attempts? In this webinar, we will examine the concepts underpinning modern agents using our basic clone, Deep Searcher, as an example.
Topics covered:
Tool use
Structured output
Reflection
Reasoning models
Planning
Types of agentic memory
Expanding your DEIA with age and belongingTed Drake
19 slides•73 views
Enhance your DEI+A program by fostering belonging, addressing intersectionality, and including employees over 40. Learn how to promote inclusive leadership, challenge ageism, and implement effective initiatives to create a truly inclusive workplace.
UiPath Automation Developer Associate Training Series 2025 - Session 3DianaGray10
12 slides•38 views
In session 3, we will cover User Interface (UI) Automation for Studio.
Required self-paced training for this lesson is:
User Interface (UI) Automation with Modern Design in Studio 2 modules - 3h - https:/academy.uipath.com/courses/user-interface-ui-automation-with-modern-design-in-studio
UI Automation Synchronization with Studio - 2 modules - 1 h 30 m - https://academy.uipath.com/courses/ui-automation-synchronization-with-studio
UI Automation Descriptors in Studio - 2 modules - 2h - https:/academy.uipath.com/courses/ui-automation-descriptors-in-studio
⁉️ For any questions you may have, please use the dedicated Forum thread. You can tag the hosts and mentors directly and they will reply as soon as possible.
Formal Methods: Whence and Whither? [Martin Fränzle Festkolloquium, 2025]Jonathan Bowen
71 slides•70 views
Alan Turing arguably wrote the first paper on formal methods 75 years ago. Since then, there have been claims and counterclaims about formal methods. Tool development has been slow but aided by Moore’s Law with the increasing power of computers. Although formal methods are not widespread in practical usage at a heavyweight level, their influence as crept into software engineering practice to the extent that they are no longer necessarily called formal methods in their use. In addition, in areas where safety and security are important, with the increasing use of computers in such applications, formal methods are a viable way to improve the reliability of such software-based systems. Their use in hardware where a mistake can be very costly is also important. This talk explores the journey of formal methods to the present day and speculates on future directions.
Bridging the Gap from Telco to Techco with Agile ArchitectureBATbern
9 slides•28 views
The Telco industry is undergoing a major IT transformation, shifting from Telco to Techco. This shift is driven by a breakneck pace of technological change that traditional architectures simply cannot keep up with. In my presentation, I will explore the profound impact of digitization on Telco architecture. Using examples from Swisscom's Network Division, I will show why Agile Architecture is crucial for cutting complexity, accelerating time-to-market, and sparking innovation within the organization. This approach isn't just strategic; it's vital for the future success of our industry. Join me to uncover how Swisscom is navigating this transformation and what lessons can be applied to your organization.
The Future of Repair: Transparent and Incremental by Botond DénesScyllaDB
7 slides•165 views
Regularly run repairs are essential to keep clusters healthy, yet having a good repair schedule is more challenging than it should be. Repairs often take a long time, preventing running them often. This has an impact on data consistency and also limits the usefulness of the new repair based tombstone garbage collection. We want to address these challenges by making repairs incremental and allowing for automatic repair scheduling, without relying on external tools.
TrustArc Webinar - Building your DPIA/PIA Program: Best Practices & TipsTrustArc
10 slides•308 views
Understanding DPIA/PIAs and how to implement them can be the key to embedding privacy in the heart of your organization as well as achieving compliance with multiple data protection / privacy laws, such as GDPR and CCPA. Indeed, the GDPR mandates Privacy by Design and requires documented Data Protection Impact Assessments (DPIAs) for high risk processing and the EU AI Act requires an assessment of fundamental rights.
How can you build this into a sustainable program across your business? What are the similarities and differences between PIAs and DPIAs? What are the best practices for integrating PIAs/DPIAs into your data privacy processes?
Whether you're refining your compliance framework or looking to enhance your PIA/DPIA execution, this session will provide actionable insights and strategies to ensure your organization meets the highest standards of data protection.
Join our panel of privacy experts as we explore:
- DPIA & PIA best practices
- Key regulatory requirements for conducting PIAs and DPIAs
- How to identify and mitigate data privacy risks through comprehensive assessments
- Strategies for ensuring documentation and compliance are robust and defensible
- Real-world case studies that highlight common pitfalls and practical solutions
A Framework for Model-Driven Digital Twin EngineeringDaniel Lehner
28 slides•65 views
Slides from my PhD Defense at Johannes Kepler University, held on Janurary 10, 2025.
The full thesis is available here: https://epub.jku.at/urn/urn:nbn:at:at-ubl:1-83896
UiPath Automation Developer Associate Training Series 2025 - Session 2DianaGray10
21 slides•213 views
In session 2, we will introduce you to Data manipulation in UiPath Studio.
Topics covered:
Data Manipulation
What is Data Manipulation
Strings
Lists
Dictionaries
RegEx Builder
Date and Time
Required Self-Paced Learning for this session:
Data Manipulation with Strings in UiPath Studio (v2022.10) 2 modules - 1h 30m - https://academy.uipath.com/courses/data-manipulation-with-strings-in-studio
Data Manipulation with Lists and Dictionaries in UiPath Studio (v2022.10) 2 modules - 1h - https:/academy.uipath.com/courses/data-manipulation-with-lists-and-dictionaries-in-studio
Data Manipulation with Data Tables in UiPath Studio (v2022.10) 2 modules - 1h 30m - https:/academy.uipath.com/courses/data-manipulation-with-data-tables-in-studio
⁉️ For any questions you may have, please use the dedicated Forum thread. You can tag the hosts and mentors directly and they will reply as soon as possible.
30B Images and Counting: Scaling Canva's Content-Understanding Pipelines by K...ScyllaDB
19 slides•87 views
Scaling content understanding for billions of images is no easy feat. This talk dives into building extreme label classification models, balancing accuracy & speed, and optimizing ML pipelines for scale. You'll learn new ways to tackle real-time performance challenges in massive data environments.
Unlock AI Creativity: Image Generation with DALL·EExpeed Software
9 slides•82 views
Discover the power of AI image generation with DALL·E, an advanced AI model that transforms text prompts into stunning, high-quality visuals. This presentation explores how artificial intelligence is revolutionizing digital creativity, from graphic design to content creation and marketing. Learn about the technology behind DALL·E, its real-world applications, and how businesses can leverage AI-generated art for innovation. Whether you're a designer, developer, or marketer, this guide will help you unlock new creative possibilities with AI-driven image synthesis.
DAO UTokyo 2025 DLT mass adoption case studies IBM Tsuyoshi Hirayama (平山毅)Tsuyoshi Hirayama
18 slides•93 views
DAO UTokyo 2025
東京大学情報学環 ブロックチェーン研究イニシアティブ
https://utbciii.com/2024/12/12/announcing-dao-utokyo-2025-conference/
Session 1 :DLT mass adoption
IBM Tsuyoshi Hirayama (平山毅)
Backstage Software Templates for Java DevelopersMarkus Eisele
44 slides•175 views
As a Java developer you might have a hard time accepting the limitations that you feel being introduced into your development cycles. Let's look at the positives and learn everything important to know to turn Backstag's software templates into a helpful tool you can use to elevate the platform experience for all developers.
FinTech - US Annual Funding Report - 2024.pptxTracxn
48 slides•77 views
US FinTech 2024, offering a comprehensive analysis of key trends, funding activities, and top-performing sectors that shaped the FinTech ecosystem in the US 2024. The report delivers detailed data and insights into the region's funding landscape and other developments. We believe this report will provide you with valuable insights to understand the evolving market dynamics.
Navigating SharePoint Integration: From Seamless Configuration to Workflow Au...Safe Software
61 slides•157 views
Integrating SharePoint with FME can open up a world of possibilities, from automating repetitive tasks to managing your data workflows. But navigating the integration process might seem daunting — until now. In this webinar, we’ll break down how to seamlessly connect SharePoint with FME, covering everything from basic to more advanced workflows.
You’ll learn how to leverage SharePoint Online as a file system, integrate web services using OAuth, and troubleshoot common issues like authorization errors and SSL certificate problems. Plus, we’ll dive into real-world examples and live demos, showing you different methods to bring your SharePoint data into your workflows, detect changes in SharePoint that trigger downstream processes, and more.
By the end of this webinar, you’ll have the knowledge and confidence to transform your SharePoint processes into efficient, automated workflows, saving you time and reducing manual effort.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
21 slides•35.6K views
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
29 slides•66K views
Creative operations teams expect increased AI use in 2024. Currently, over half of tasks are not AI-enabled, but this is expected to decrease in the coming year. ChatGPT is the most popular AI tool currently. Business leaders are more actively exploring AI benefits than individual contributors. Most respondents do not believe AI will impact workforce size in 2024. However, some inhibitions still exist around AI accuracy and lack of understanding. Creatives primarily want to use AI to save time on mundane tasks and boost productivity.
Using speech recognition and natural language processing, Automated Minutes creates an accurately transcribed meeting minutes draft in a near real-time, secure environment.
On March 11th at 2 PM EST OnBoard’s product team, Heather Hansson and Philip Hinz, explored the power of OnBoard’s Automated Minutes.
Using this webinar, you can learn:
Why Automated Minutes? Customizable, Secure, and Governance-Built for Boards
How Automated Minutes works to capture and create an initial draft of your minutes
Personalizing and formatting your Minutes through rich text editing tools
What Makes "Deep Research"? A Dive into AI AgentsZilliz
28 slides•117 views
About this webinar:
Unless you live under a rock, you will have heard about OpenAI’s release of Deep Research on Feb 2, 2025. This new product promises to revolutionize how we answer questions requiring the synthesis of large amounts of diverse information. But how does this technology work, and why is Deep Research a noticeable improvement over previous attempts? In this webinar, we will examine the concepts underpinning modern agents using our basic clone, Deep Searcher, as an example.
Topics covered:
Tool use
Structured output
Reflection
Reasoning models
Planning
Types of agentic memory
Expanding your DEIA with age and belongingTed Drake
19 slides•73 views
Enhance your DEI+A program by fostering belonging, addressing intersectionality, and including employees over 40. Learn how to promote inclusive leadership, challenge ageism, and implement effective initiatives to create a truly inclusive workplace.
UiPath Automation Developer Associate Training Series 2025 - Session 3DianaGray10
12 slides•38 views
In session 3, we will cover User Interface (UI) Automation for Studio.
Required self-paced training for this lesson is:
User Interface (UI) Automation with Modern Design in Studio 2 modules - 3h - https:/academy.uipath.com/courses/user-interface-ui-automation-with-modern-design-in-studio
UI Automation Synchronization with Studio - 2 modules - 1 h 30 m - https://academy.uipath.com/courses/ui-automation-synchronization-with-studio
UI Automation Descriptors in Studio - 2 modules - 2h - https:/academy.uipath.com/courses/ui-automation-descriptors-in-studio
⁉️ For any questions you may have, please use the dedicated Forum thread. You can tag the hosts and mentors directly and they will reply as soon as possible.
Formal Methods: Whence and Whither? [Martin Fränzle Festkolloquium, 2025]Jonathan Bowen
71 slides•70 views
Alan Turing arguably wrote the first paper on formal methods 75 years ago. Since then, there have been claims and counterclaims about formal methods. Tool development has been slow but aided by Moore’s Law with the increasing power of computers. Although formal methods are not widespread in practical usage at a heavyweight level, their influence as crept into software engineering practice to the extent that they are no longer necessarily called formal methods in their use. In addition, in areas where safety and security are important, with the increasing use of computers in such applications, formal methods are a viable way to improve the reliability of such software-based systems. Their use in hardware where a mistake can be very costly is also important. This talk explores the journey of formal methods to the present day and speculates on future directions.
Bridging the Gap from Telco to Techco with Agile ArchitectureBATbern
9 slides•28 views
The Telco industry is undergoing a major IT transformation, shifting from Telco to Techco. This shift is driven by a breakneck pace of technological change that traditional architectures simply cannot keep up with. In my presentation, I will explore the profound impact of digitization on Telco architecture. Using examples from Swisscom's Network Division, I will show why Agile Architecture is crucial for cutting complexity, accelerating time-to-market, and sparking innovation within the organization. This approach isn't just strategic; it's vital for the future success of our industry. Join me to uncover how Swisscom is navigating this transformation and what lessons can be applied to your organization.
The Future of Repair: Transparent and Incremental by Botond DénesScyllaDB
7 slides•165 views
Regularly run repairs are essential to keep clusters healthy, yet having a good repair schedule is more challenging than it should be. Repairs often take a long time, preventing running them often. This has an impact on data consistency and also limits the usefulness of the new repair based tombstone garbage collection. We want to address these challenges by making repairs incremental and allowing for automatic repair scheduling, without relying on external tools.
TrustArc Webinar - Building your DPIA/PIA Program: Best Practices & TipsTrustArc
10 slides•308 views
Understanding DPIA/PIAs and how to implement them can be the key to embedding privacy in the heart of your organization as well as achieving compliance with multiple data protection / privacy laws, such as GDPR and CCPA. Indeed, the GDPR mandates Privacy by Design and requires documented Data Protection Impact Assessments (DPIAs) for high risk processing and the EU AI Act requires an assessment of fundamental rights.
How can you build this into a sustainable program across your business? What are the similarities and differences between PIAs and DPIAs? What are the best practices for integrating PIAs/DPIAs into your data privacy processes?
Whether you're refining your compliance framework or looking to enhance your PIA/DPIA execution, this session will provide actionable insights and strategies to ensure your organization meets the highest standards of data protection.
Join our panel of privacy experts as we explore:
- DPIA & PIA best practices
- Key regulatory requirements for conducting PIAs and DPIAs
- How to identify and mitigate data privacy risks through comprehensive assessments
- Strategies for ensuring documentation and compliance are robust and defensible
- Real-world case studies that highlight common pitfalls and practical solutions
A Framework for Model-Driven Digital Twin EngineeringDaniel Lehner
28 slides•65 views
Slides from my PhD Defense at Johannes Kepler University, held on Janurary 10, 2025.
The full thesis is available here: https://epub.jku.at/urn/urn:nbn:at:at-ubl:1-83896
UiPath Automation Developer Associate Training Series 2025 - Session 2DianaGray10
21 slides•213 views
In session 2, we will introduce you to Data manipulation in UiPath Studio.
Topics covered:
Data Manipulation
What is Data Manipulation
Strings
Lists
Dictionaries
RegEx Builder
Date and Time
Required Self-Paced Learning for this session:
Data Manipulation with Strings in UiPath Studio (v2022.10) 2 modules - 1h 30m - https://academy.uipath.com/courses/data-manipulation-with-strings-in-studio
Data Manipulation with Lists and Dictionaries in UiPath Studio (v2022.10) 2 modules - 1h - https:/academy.uipath.com/courses/data-manipulation-with-lists-and-dictionaries-in-studio
Data Manipulation with Data Tables in UiPath Studio (v2022.10) 2 modules - 1h 30m - https:/academy.uipath.com/courses/data-manipulation-with-data-tables-in-studio
⁉️ For any questions you may have, please use the dedicated Forum thread. You can tag the hosts and mentors directly and they will reply as soon as possible.
30B Images and Counting: Scaling Canva's Content-Understanding Pipelines by K...ScyllaDB
19 slides•87 views
Scaling content understanding for billions of images is no easy feat. This talk dives into building extreme label classification models, balancing accuracy & speed, and optimizing ML pipelines for scale. You'll learn new ways to tackle real-time performance challenges in massive data environments.
Unlock AI Creativity: Image Generation with DALL·EExpeed Software
9 slides•82 views
Discover the power of AI image generation with DALL·E, an advanced AI model that transforms text prompts into stunning, high-quality visuals. This presentation explores how artificial intelligence is revolutionizing digital creativity, from graphic design to content creation and marketing. Learn about the technology behind DALL·E, its real-world applications, and how businesses can leverage AI-generated art for innovation. Whether you're a designer, developer, or marketer, this guide will help you unlock new creative possibilities with AI-driven image synthesis.
DAO UTokyo 2025 DLT mass adoption case studies IBM Tsuyoshi Hirayama (平山毅)Tsuyoshi Hirayama
18 slides•93 views
DAO UTokyo 2025
東京大学情報学環 ブロックチェーン研究イニシアティブ
https://utbciii.com/2024/12/12/announcing-dao-utokyo-2025-conference/
Session 1 :DLT mass adoption
IBM Tsuyoshi Hirayama (平山毅)
Backstage Software Templates for Java DevelopersMarkus Eisele
44 slides•175 views
As a Java developer you might have a hard time accepting the limitations that you feel being introduced into your development cycles. Let's look at the positives and learn everything important to know to turn Backstag's software templates into a helpful tool you can use to elevate the platform experience for all developers.
FinTech - US Annual Funding Report - 2024.pptxTracxn
48 slides•77 views
US FinTech 2024, offering a comprehensive analysis of key trends, funding activities, and top-performing sectors that shaped the FinTech ecosystem in the US 2024. The report delivers detailed data and insights into the region's funding landscape and other developments. We believe this report will provide you with valuable insights to understand the evolving market dynamics.
Navigating SharePoint Integration: From Seamless Configuration to Workflow Au...Safe Software
61 slides•157 views
Integrating SharePoint with FME can open up a world of possibilities, from automating repetitive tasks to managing your data workflows. But navigating the integration process might seem daunting — until now. In this webinar, we’ll break down how to seamlessly connect SharePoint with FME, covering everything from basic to more advanced workflows.
You’ll learn how to leverage SharePoint Online as a file system, integrate web services using OAuth, and troubleshoot common issues like authorization errors and SSL certificate problems. Plus, we’ll dive into real-world examples and live demos, showing you different methods to bring your SharePoint data into your workflows, detect changes in SharePoint that trigger downstream processes, and more.
By the end of this webinar, you’ll have the knowledge and confidence to transform your SharePoint processes into efficient, automated workflows, saving you time and reducing manual effort.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
21 slides•35.6K views
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
29 slides•66K views
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Why Ivalua: A Relational Acquisition Model (RAM 2025) Comparison
2. Why Ivalua: A Relational Acquisition Model (RAM) Comparison
Background Information
Procurement Insights started covering Ivalua in 2017 shortly after their big State of Arizona win.
What impressed me is that Arizona was not an isolated win but was reflective of a promising
growing client base. The fact that in 2025 – eight years after my initial coverage began, Ivalua is a
global player managing $500B+ in spend.
You will find below the articles about Ivalua from the Procurement Insights Archives.
Ivalua’s MS Office Approach To Acquisitions
November 3, 2017
Energized and rapid is the best way that I can describe this morning’s interview with Ivalua CMO
Alex Saric regarding the company’s recent acquisition of Directworks. In fact, I would be hard-
pressed to remember any other segment that had a similar sprint-like pace to today’s show. That
said, it was also one of […]
A $70 Million KKR Investment And A Series Of Big Client Wins: Ivalua SVP Joshi Tells All
April 27, 2017
Today at Noon ET I will be joined by Ivalua’s SVP Sales and Business Development Amol Joshi to
talk about the upstart company’s big win with the State of Arizona. Ironically, the use of the term
upstart is somewhat deceiving, because Ivalua has been around for 15 years. The moniker,
however, is appropriate because the win with […]
The Ivalua tail wags the CGI dog
April 17, 2017
On the 26th of April, I will be interviewing Ivalua’s SVP Sales and Business Development Amol
Joshi for the PI Window on The World radio show. The segment will air on the 27th of April at
12:00 Noon. In preparation for the interview with Joshi, I had the opportunity to talk with him
earlier today […]
Ivalua WINS Arizona, but will the award be challenged?
April 7, 2017
“Ivalua is excited to be awarded the business for Source-to-Pay solution along with our partner
KPMG. State of Arizona Procurement and IT teams have been leaders in procurement
transformation and have been using procurement technology for the last 8 years. As the State
looks to start the next leg of their transformation journey, a modern, […]
3. The Assessment Model: RAM (Relational Acquisition Model)
What makes Jon Hansen’s ProcureTech assessment solution RAM unique?
RAM (short for “Relational Acquisition Model,” based on historical context), stands out due to its
pioneering approach to procurement efficiency, developed in the late 1990s and early 2000s.
While specific technical details about RAM’s current iteration as of March 1, 2025, are not fully
detailed in recent public sources, its uniqueness can be inferred from Hansen’s documented
history, writings, and interviews, particularly from Procurement Insights and related discussions.
RAM stands out for its agent-based adaptability, interactive design, early AI intelligence, people-
process-tech integration, and proven government success—features ahead of its time in the
1990s and resonant with 2025’s procurement needs. It tackled inefficiencies with a practical,
transparent approach, not just tech hype, saving millions and streamlining operations where
others failed. While its current form isn’t fully public, its legacy as a ProcureTech pioneer remains
unique, blending foresight with results in a way few contemporaries matched then or now.
How does RAM compare to current-day ProcureTech solutions?
Comparing the Relational Acquisition Model (RAM) to current-day ProcureTech solutions
requires bridging its historical context (late 1990s-early 2000s) with the capabilities of modern
platforms as of 2025. RAM, an agent-based, interactive procurement system, was
groundbreaking for its time, delivering measurable efficiency gains—like reducing staff from 23
to 3 and boosting next-day delivery from 51% to 97% for Canada’s Department of National
Defence (DND). However, its relevance today assesses how its core principles stack up against
the evolved landscape of ProcureTech, dominated by AI, cloud platforms, and end-to-end
automation.
RAM was a visionary outlier—its 97% delivery rate crushed the 80% failure rate Hansen cites for
equation-based flops (ProcureInsights, 2024). RAM’s critique of modern “frontend functional”
solutions ring true—many lack RAM’s grounded efficacy. The industry’s hype around GenAI often
overshadows practical outcomes, where RAM excelled.
RAM compares to current-day ProcureTech as a trailblazer. Its agent-based AI, interactivity, and
human-tech balance were revolutionary, delivering outsized results with minimal fluff—qualities
some 2025 tools could learn from. RAM’s a historical gem—unique for its era, influential in its
ideas—RAM’s legacy is inspiration, not competition for present-day solutions.
How can today’s ProcureTech solution providers benefit from RAM?
Today’s ProcureTech solution providers—such as Coupa, GEP, Jaggaer, Sievo, Ivalua, and
ProPurchaser—can benefit from the Relational Acquisition Model (RAM) by drawing on its
foundational principles and proven strengths, adapting them to enhance their offerings in the
context of 2025’s complex procurement landscape. While RAM, developed in the late 1990s,
lacks the technological scale of modern platforms, its agent-based design, focus on transparency,
and human-centric efficiency offer valuable lessons.
RAM’s principles—adaptability, transparency, efficiency—cut through 2025’s ProcureTech noise,
where flashy demos often mask shaky ROI). Providers ignoring RAM risk reinventing the wheel;
4. those learning from it could sharpen their edge. The industry’s SaaS sprawl contrasts with RAM’s
lean success—less might still be more.
Today’s ProcureTech providers can benefit from RAM by adopting its agent-based adaptability,
transparent AI, interactive simplicity, human-tech balance, operational focus, and proven
credibility. These could enhance responsiveness (e.g., tariff tweaks), trust (e.g., black box fears),
and ROI (e.g., faster savings), potentially lifting efficiency by 10-20% or adoption by 15-30%.
RAM’s lessons—distilled from a $12 million success—offer a roadmap to refine, not replace,
modern solutions like Ivalua. It’s a legacy worth mining for a market chasing the next big thing.
How can today’s procurement practitioners benefit from RAM?
Today’s procurement practitioners—whether at companies like Magna International, GE Hitachi,
or smaller firms—can benefit from Jon Hansen’s Relational Acquisition Model (RAM) by applying
its core principles to enhance their strategies, decision-making, and operational outcomes.
Developed in the late 1990s, RAM’s agent-based adaptability, transparency, interactive
efficiency, and human-centric focus delivered remarkable results (e.g., cutting DND third-party
project staff from 23 to 3 and boosting next-day delivery to 97%). RAM’s lessons can empower
practitioners to navigate modern challenges like tariffs, AI adoption, and supply chain volatility.
RAM’s simplicity and results cut through today’s hype—practitioners drowning in GenAI buzz can
find clarity in RAM’s grounded approach. It’s less about copying RAM than distilling its wisdom.
Procurement practitioners can benefit from RAM by embracing its adaptability, transparency,
efficiency, human focus, measurable ROI, data leverage, and resilience. These could save 5-15%
on costs (e.g., $2M-$15M for firms like Cascades or Magna), boost delivery rates by 10-20%, and
cut decision lag—echoing RAM’s DND triumph. While not a plug-in solution, RAM’s principles
assess and refine 2025 tools like Ivalua, grounding practitioners in practical success amid tariffs,
AI fears, and complexity. It’s a playbook from the past with punch for today.
5. Comparison (March 2023)
Comparing Ivalua to Jon Hansen’s Relational Acquisition Model (RAM) in its 1998 version and a
hypothetical upgraded RAM for 2025 involves assessing their capabilities across key
procurement dimensions, particularly for MRO (Maintenance, Repair, and Operations)
purchasing and broader spend management. Ivalua, a leading cloud-based source-to-pay (S2P)
platform, serves global enterprises like Bell, IKEA, Honeywell and Whirlpool with a
comprehensive, modern solution (ivalua.com). RAM 1998, a pioneering ProcureTech tool,
optimized DND parts ordering—reducing staff from 23 to 3 and achieving 97% next-day delivery
(Procurement Insights, 2014)—while an upgraded RAM 2025 (prior upgrade estimate) would
integrate cloud, APIs, and GenAI. Here’s a detailed comparison as of March 2, 2025, rated on a 1-
10 scale for MRO purchasing effectiveness.
Criteria for Comparison
1. Cost Efficiency: Ability to reduce procurement costs (e.g., MRO savings).
2. Supplier Management: Managing supplier relationships and performance.
3. Inventory Visibility: Tracking and optimizing MRO stock.
4. Ease of Use: User-friendliness and adoption speed.
5. Scalability: Handling large, global operations.
6. AI and Automation: Leveraging AI and automation for efficiency.
7. Adaptability to 2025 Challenges: Addressing tariffs, ESG, and volatility.
Ivalua (2025)
• Overview: A unified S2P platform with cloud architecture, AI-driven sourcing, and
supplier collaboration, managing $500B+ in spend (ivalua.com).
• Strengths: Comprehensive, scalable, modern tech stack.
Ratings
1. Cost Efficiency (9/10)
o Reduces direct and indirect spend by 5-10% via sourcing optimization and
contract automation (ivalua.com, client testimonials). For some customers, this
could mean $10M-$20M savings on MRO supplies.
o Lacks RAM’s lean, predictive cost focus but excels in broad spend management.
2. Supplier Management (10/10)
6. o Robust supplier portal, risk tracking, and ESG compliance (ivalua.com, 2021
sustainability update). Manages thousands of vendors for IKEA seamlessly.
o Outshines RAM’s narrower SLA focus with enterprise-grade tools.
3. Inventory Visibility (9/10)
o Real-time dashboards and ERP integration (e.g., SAP) provide visibility across
sites (ivalua.com, P2P features). For NYCTA, tracks parts across 29+ depots.
o Slightly less predictive than RAM’s polling but broader in scope.
4. Ease of Use (8/10)
o Intuitive UX with mobile apps, though complexity can slow onboarding
(ivalua.com, 2022 release notes). T-Mobile staff adapt in weeks, not days.
o Less lean than RAM’s simplicity but user-friendly for enterprises.
5. Scalability (10/10)
o Cloud-native, handles global ops like City of New York’s $1B+ spend (ivalua.com,
case studies). Scales to 472 NYCTA stations effortlessly.
o Far exceeds RAM’s niche deployments.
6. AI and Automation (9/10)
o AI Agents for sourcing and for P2P (ivalua.com, 2020 innovations). Coca-Cola
automates 80% of invoices.
o Lacks RAM’s transparency edge but matches modern automation depth.
7. Adaptability to 2025 Challenges (10/10)
o Handles tariffs (e.g., 25% U.S. on Canada), ESG, and supply risks with
configurability (ivalua.com, 2021 ESG focus). Ideal for Magna’s tariffed steel.
o Outpaces RAM’s operational focus with strategic breadth.
Overall Rating: 9.3/10 (Rounded to 9/10)
• Summary: Ivalua’s comprehensive S2P, scalability, and adaptability make it a 9/10
solution—saving 5-10% ($10M-$20M) and cutting cycles by 15-20% for global firms.
RAM 1998
• Overview: Web-based, agent-based AI optimized for MRO parts ordering, proven at DND
with a $12M sale (Procurement Insights, 2008).
• Strengths: Lean, transparent, efficient.
Ratings
7. 1. Cost Efficiency (7/10)
o Saved DND millions via predictive ordering (prior 1998 rating). Could cut
Shermco’s copper costs by 5-7% ($50/ton).
o Lacks 2025 tariff analytics or broad spend tools compared to Ivalua.
2. Supplier Management (6/10)
o Ensured 97% delivery by tracking SLAs (prior rating). Effective for Cando Rail’s
railcar parts but narrow versus Ivalua’s ecosystem.
o No risk or ESG tracking.
3. Inventory Visibility (6/10)
o Real-time polling matched DND demand (prior rating). Useful for Price Industries
but lacks multi-site depth.
o Outclassed by Ivalua’s dashboards.
4. Ease of Use (8/10)
o Intuitive, cut DND staff needs (prior rating). For Magna, simpler than Ivalua but
dated UX.
o No mobile or modern polish.
5. Scalability (4/10)
o Scaled within DND but not globally (prior rating). Can’t manage NYCTA’s 5,700
buses.
o Far below Ivalua’s enterprise reach.
6. AI and Automation (6/10)
o Pioneering agents predicted demand (prior rating). Transparent but lacks
Ivalua’s RPA or GenAI depth.
o Limited to operational tasks.
7. Adaptability to 2025 Challenges (5/10)
o Adapted to DND variables but misses tariffs, ESG (prior rating). For Cascades,
less relevant than Ivalua.
o Niche, not strategic.
Overall Rating: 6/10
• Summary: RAM 1998’s lean efficiency saves 5-7% ($1M-$5M) and hits 95%+ delivery but
falters in scale and 2025 adaptability (prior 1998 analysis).
8. RAM 2025 (Upgraded)
• Overview: Hypothetical reboot with cloud, APIs, GenAI, and modern UX (prior upgrade
estimate: $4M, 18 months).
• Strengths: Combines RAM’s efficiency with 2025 tech.
Ratings
1. Cost Efficiency (9/10)
o Cloud and GenAI refine “should cost,” saving 7-12% ($5M-$20M for NYCTA, prior
rating). Matches Ivalua’s savings with sharper focus.
o Slightly less broad than Ivalua’s S2P scope.
2. Supplier Management (8/10)
o API-enhanced SLA tracking and risk scoring (prior rating). For Shermco, rivals
Ivalua but lacks full ESG depth.
o Strong, not comprehensive.
3. Inventory Visibility (9/10)
o IoT and cloud dashboards match Ivalua (prior rating). For Magna’s 340+ plants,
ensures 97% delivery.
o Predictive edge ties Ivalua’s real-time views.
4. Ease of Use (9/10)
o Modern UX retains RAM’s simplicity (prior rating). For Cando Rail, faster
adoption than Ivalua’s complexity.
o Slightly more intuitive.
5. Scalability (9/10)
o Cloud scales to global firms (prior rating). Handles NYCTA’s 5,000-square-mile
network, nearly matching Ivalua.
o Lacks Ivalua’s decade of refinement.
6. AI and Automation (9/10)
o GenAI and RPA rival Ivalua, with XAI transparency (prior rating). For Price
Industries, predicts MRO needs better than Ivalua’s agents.
o Ties Ivalua’s automation with a trust edge.
7. Adaptability to 2025 Challenges (9/10)
o Tariff analytics and ESG tracking adapt to volatility (prior rating). For GE Hitachi,
nearly as robust as Ivalua.
9. o Slightly less strategic breadth.
Overall Rating: 8.9/10 (Rounded to 9/10)
• Summary: Upgraded RAM saves 7-12% ($5M-$20M), hits 97% delivery, and cuts cycles
by 15-20%—a lean, modern contender (prior upgrade analysis).
Comparative Summary
Criteria Ivalua (2025)RAM 1998RAM 2025 (Upgraded)
Cost Efficiency 9 7 9
Supplier Management10 6 8
Inventory Visibility 9 6 9
Ease of Use 8 8 9
Scalability 10 4 9
AI and Automation 9 6 9
2025 Adaptability 10 5 9
Overall Rating 9/10 6/10 9/10
Analysis
• Ivalua vs. RAM 1998: Ivalua (9/10) vastly outpaces RAM 1998 (6/10) in scalability (10 vs.
4), supplier management (10 vs. 6), and adaptability (10 vs. 5). RAM’s lean efficiency (7)
and usability (8) hold up, but its 1990s tech limits it to niche MRO—$1M-$5M savings
versus Ivalua’s $10M-$20M (prior ratings).
• Ivalua vs. RAM 2025: Upgraded RAM (9/10) ties Ivalua (9/10) in cost, visibility, AI, and
adaptability, edging out in ease of use (9 vs. 8). Ivalua’s supplier management (10 vs. 8)
and scalability (10 vs. 9) reflect its mature S2P scope—RAM’s leaner focus excels in MRO
but lacks Ivalua’s breadth.
• Key Differences:
o 1998: RAM’s operational niche can’t match Ivalua’s enterprise scale or 2025
relevance.
o 2025: Upgraded RAM rivals Ivalua in MRO efficiency and trust, but Ivalua’s
decade of refinement and strategic features (e.g., ESG) give it a slight edge.
10. Critical Perspective
Ivalua’s 9/10 reflects its 2025 dominance—$500B spend, global reach (ivalua.com). RAM 1998’s
6/10 shows brilliance outgrown—97% delivery dazzles, but scalability flops (prior 1998 analysis).
RAM 2025’s 9/10 assumes flawless upgrades ($4M, 18 months), tying Ivalua’s savings ($5M-
$20M) with leaner execution—Hansen’s critique of hype (ProcureTech Cup, 2024) shines, but
Ivalua’s maturity wins breadth. X posts on AI trust favor RAM’s transparency, yet Ivalua’s
ecosystem rules (ProcureTech100).
Conclusion
Ivalua (9/10) outclasses RAM 1998 (6/10) in scale, supplier depth, and 2025 fit—$10M-$20M
savings versus $1M-$5M—due to modern tech and S2P scope. Upgraded RAM 2025 (9/10)
nearly matches Ivalua, excelling in MRO-focused efficiency and usability, but lacks Ivalua’s
strategic versatility. For NYCTA or Magna, Ivalua’s broader platform wins; for lean MRO, RAM
2025 could edge out—if Hansen rebuilds it right. Ivalua’s today’s leader; RAM’s a past gem with
future potential.