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COVID-19 Industry Impact Benchmarks
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Week 1 summary of Greenlight Guru's COVID-19 medical device industry impact survey.
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The medical device industry is doubling down on compliance readiness. This is a significant shift from last year when we saw accelerating product development as the main goal. Ensuring compliance is a requirement for continued success, and most importantly, patient safety. The panelists will discuss the challenges device companies face as they manage compliance throughout the product lifecycle.
The Compliance Concern: Challenges and Roadblocks for Ensuring Compliance in ...
The Compliance Concern: Challenges and Roadblocks for Ensuring Compliance in ...
Greenlight Guru
Clinical research is crucial to the life science industry. But did you know that medical device companies require a different approach? In this discussion, our panelists will talk about the challenges of clinical operations for MedTech, the benefits of leveraging MedTech-specific Electronic Data Capture (EDC) systems, the pitfalls of using outdated clinical data collection methods, such as paper, and much more!
How Electronic Data Capture Is Transforming the MedTech Industry
How Electronic Data Capture Is Transforming the MedTech Industry
Greenlight Guru
Many MedTech companies focus on compliance without considering the importance of quality. In this session, panelists will dive into the differences between compliance vs. quality, the benefits of shifting mindset towards quality, and tips on how to start embedding quality into your organization.
The ROI of Shifting Mindset From Compliance to Quality
The ROI of Shifting Mindset From Compliance to Quality
Greenlight Guru
There are several moving pieces that influence a medical device company’s time-to-market and continued success. An often overlooked (yet critical) one is the tools used to manage the product lifecycle. Are your tools working for you or slowing down your success? In this session, panelists will discuss trends from the 2023 survey results, common challenges with disjointed software solutions, the impact of modernizing, and the power of a modern QMS.
Leveraging Modern Software Technologies: MedTech’s Best Kept Secret
Leveraging Modern Software Technologies: MedTech’s Best Kept Secret
Greenlight Guru
Learn about what’s currently impacting the broader medical device industry. Our panelists will kick off the week by going over all the trends, statistics, and themes uncovered from the 2023 MedTech Industry Benchmark Survey. The session will uncover major shifts in industry goals, the use of modern Medtech software tools, major gaps in product lifecycle processes, and more. Discover how you can apply these findings as you make decisions within your organization in 2023 and beyond.
Behind the Stats: Expectations vs. Reality of Bringing a Device to Market
Behind the Stats: Expectations vs. Reality of Bringing a Device to Market
Greenlight Guru
Learn about common misconceptions on medical device risk and design controls. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
Common Misconceptions on Medical Device Risk & Design Controls
Common Misconceptions on Medical Device Risk & Design Controls
Greenlight Guru
Learn about the future of FDA's Quality Management System regulation. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
QMSR Harmonization: The Future of FDA's Quality Management System Regulation
QMSR Harmonization: The Future of FDA's Quality Management System Regulation
Greenlight Guru
Today we will discuss why a QMS is the backbone of Regulatory through the lens of ISO 13845. The presentation will cover the importance of starting a QMS early and ahead of a regulatory strategy. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
QMS from a Regulatory Perspective
QMS from a Regulatory Perspective
Greenlight Guru
Recommended
The medical device industry is doubling down on compliance readiness. This is a significant shift from last year when we saw accelerating product development as the main goal. Ensuring compliance is a requirement for continued success, and most importantly, patient safety. The panelists will discuss the challenges device companies face as they manage compliance throughout the product lifecycle.
The Compliance Concern: Challenges and Roadblocks for Ensuring Compliance in ...
The Compliance Concern: Challenges and Roadblocks for Ensuring Compliance in ...
Greenlight Guru
Clinical research is crucial to the life science industry. But did you know that medical device companies require a different approach? In this discussion, our panelists will talk about the challenges of clinical operations for MedTech, the benefits of leveraging MedTech-specific Electronic Data Capture (EDC) systems, the pitfalls of using outdated clinical data collection methods, such as paper, and much more!
How Electronic Data Capture Is Transforming the MedTech Industry
How Electronic Data Capture Is Transforming the MedTech Industry
Greenlight Guru
Many MedTech companies focus on compliance without considering the importance of quality. In this session, panelists will dive into the differences between compliance vs. quality, the benefits of shifting mindset towards quality, and tips on how to start embedding quality into your organization.
The ROI of Shifting Mindset From Compliance to Quality
The ROI of Shifting Mindset From Compliance to Quality
Greenlight Guru
There are several moving pieces that influence a medical device company’s time-to-market and continued success. An often overlooked (yet critical) one is the tools used to manage the product lifecycle. Are your tools working for you or slowing down your success? In this session, panelists will discuss trends from the 2023 survey results, common challenges with disjointed software solutions, the impact of modernizing, and the power of a modern QMS.
Leveraging Modern Software Technologies: MedTech’s Best Kept Secret
Leveraging Modern Software Technologies: MedTech’s Best Kept Secret
Greenlight Guru
Learn about what’s currently impacting the broader medical device industry. Our panelists will kick off the week by going over all the trends, statistics, and themes uncovered from the 2023 MedTech Industry Benchmark Survey. The session will uncover major shifts in industry goals, the use of modern Medtech software tools, major gaps in product lifecycle processes, and more. Discover how you can apply these findings as you make decisions within your organization in 2023 and beyond.
Behind the Stats: Expectations vs. Reality of Bringing a Device to Market
Behind the Stats: Expectations vs. Reality of Bringing a Device to Market
Greenlight Guru
Learn about common misconceptions on medical device risk and design controls. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
Common Misconceptions on Medical Device Risk & Design Controls
Common Misconceptions on Medical Device Risk & Design Controls
Greenlight Guru
Learn about the future of FDA's Quality Management System regulation. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
QMSR Harmonization: The Future of FDA's Quality Management System Regulation
QMSR Harmonization: The Future of FDA's Quality Management System Regulation
Greenlight Guru
Today we will discuss why a QMS is the backbone of Regulatory through the lens of ISO 13845. The presentation will cover the importance of starting a QMS early and ahead of a regulatory strategy. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
QMS from a Regulatory Perspective
QMS from a Regulatory Perspective
Greenlight Guru
Learn about the importance of a modern QMS to keep up with changing requirements in the MedTech industry. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
Modernizing your QMS to keep up with the Modern Age of Requirements
Modernizing your QMS to keep up with the Modern Age of Requirements
Greenlight Guru
In this session we will learn about the Why, the What, the Who, and the How for Medical Device Reporting to FDA through eMDR Submissions. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
eMDR Program and Process
eMDR Program and Process
Greenlight Guru
During this presentation we will explore where Medical Device Risk Management Systems are today. We will look at the quickly upcoming deadlines for implementing the ISO 14971:2019 3rd Edition, and EN ISO 14971:2019/A11:2021 standards. We will also mention the potential next (4th) edition of ISO 14971, and how the industry may influence the next edition. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
Moving up to the State of the Art in Risk Management
Moving up to the State of the Art in Risk Management
Greenlight Guru
While ISO 13485 is written in black and white, the alignment between the standard's requirements and expectations is not always clear - especially in regards to SaMD (software as a medical device). This session will discuss aligning ISO 13485 with best practices for SaMD, and how we can expect the shift of the industry to impact the anchor standard of the medical device industry. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
ISO 13485: What's Next?
ISO 13485: What's Next?
Greenlight Guru
Understand the FDA's new draft guidance on Computer Software Assurance (CSA). This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
Computer Software Assurance (CSA): Understanding the FDA’s New Draft Guidance
Computer Software Assurance (CSA): Understanding the FDA’s New Draft Guidance
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The European Union’s In Vitro Diagnostic Medical Devices Regulation, or IVDR, became effective May 26, 2022. In this session, you’ll get a glimpse of what’s changed since implementation day, the latest guidance available, and ways to keep your IVDD to IVDR transition moving forward. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
Making Headway Despite the Turbulence: Regulatory Requirements, Quality, and ...
Making Headway Despite the Turbulence: Regulatory Requirements, Quality, and ...
Greenlight Guru
We are operating in a complex environment, which is still undergoing changes. A lack of regulatory/quality management resources can be seen on both notified bodies and the industry. To overcome these hurdles, close collaboration and communication between companies and the notified body is necessary. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
Reducing Friction Between Companies and Regulatory Bodies
Reducing Friction Between Companies and Regulatory Bodies
Greenlight Guru
Central and South America are emerging as hot new Medical Device markets. These two subject matter experts in the area break down everything from regulatory advantages and ethical dilemmas. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
Latin American Regulations - What you Don't Know
Latin American Regulations - What you Don't Know
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Facts about the high-tech industry of Israel The new medical device law in Israel The regulatory landscape - requirements and market access Performing clinical trials in Israel This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
Insights on the MedTech Regulatory and Clinical Environment in Israel
Insights on the MedTech Regulatory and Clinical Environment in Israel
Greenlight Guru
The regulatory landscape related to human factors and usability engineering has continued to evolve since FDA issued its draft guidance for human factors over ten years ago. In fact, the international standard for usability engineering, IEC 62366-1: 2015 was amended as recently as 2020. The good news is that the pathway to a successful regulatory strategy, in terms of human factors and usability engineering, has never been more clear. The regulators have spoken, by way of guidance and standards documents, all that is left to do is to make sense of it all as it relates to your specific device or product. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
The Global Guide to Human Factors and Usability Engineering Regulations
The Global Guide to Human Factors and Usability Engineering Regulations
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Join industry expert, Danny Kroo, key takeaways from the session include: 1. What is MDSAP and when should you consider it? 2. How to prepare for an MDSAP certification audit 3. What are common nonconformities issued by auditing organizations This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
MDSAP Certification: Success and Failures
MDSAP Certification: Success and Failures
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Learn about the proposed QMSR rule, intended benefits of MDSAP for the regulatory authorities, benefits for the manufacturer, and similarities between ISO 13485 and FDA Regulations, and more! This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
QMSR Harmonization - The Good the Bad and the Ugly
QMSR Harmonization - The Good the Bad and the Ugly
Greenlight Guru
Unique Device Identification —aka UDI— is about more than barcodes and regulatory red tape. This global system for identifying medical devices is a chance to radically improve the quality of life for patients, providers, and producers of medical devices. However, implementing UDI into your product lifecycle means navigating differing requirements in both the United States and the European Union. If you’re looking to go global, we’ve brought together three industry leaders on the subject to make sure you know the difference. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
UDI - US vs EU: What You Need to Know
UDI - US vs EU: What You Need to Know
Greenlight Guru
The EU has and will continue to change dramatically over the coming years…In this session, two EU regulatory experts unpack the implications that Britain and Switzerland leaving the EU will have from a regulatory standpoint. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
State of Swexit/Brexit
State of Swexit/Brexit
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What is Regulatory Strategy? Why is Regulatory Strategy important? What is International Regulatory Strategy? Why is International Regulatory Strategy important? How early in the product development lifecycle should we consider international regulatory strategy? What’s the relationship between International Regulatory Strategy and International Reimbursement Strategy? This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
Designing an International Regulatory Strategy: Why do so many get it wrong?
Designing an International Regulatory Strategy: Why do so many get it wrong?
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UDI data requirement experts Gary Saner and John Lorenc of Reed Tech will discuss best practices for UDI preparations and the future potential impacts to medical device manufacturers as global health authorities publish mandates. This session will give suggested best practices concerning EU EUDAMED preparation, what we have learned via testing and a Q&A session. Bring your specific questions concerning medical device registration scenarios, data elements and requirements. The speakers will review and provide clarity on currently posted guidance and answer your questions concerning EUDAMED and other health authority timelines. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
Implementing a Global Unique Device Identification (UDI) Solution: Regional U...
Implementing a Global Unique Device Identification (UDI) Solution: Regional U...
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The SARS-CoV-2 pandemic drastically changes the landscape of digital health innovation. The FDA authorized emergency use for a variety of SaMD products including but not limited to mental health, clinical decision support and remote monitoring software applications. In addition, FDA recently launched the Digital Health Center of Excellence, provided updates on the pre-certification program, and host a session to convey FDA’s current thinking on AI/ML SaMD validation. SaMD manufacturers must keep up with the fast-evolving regulatory landscape and optimize their software development practices with a goal to demonstrate conformance to the QMS requirements effectively and efficiently. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
Software as a Medical Device (SaMD) Challenges and Opportunities for 2021 and...
Software as a Medical Device (SaMD) Challenges and Opportunities for 2021 and...
Greenlight Guru
With the COVID-19 crisis, the Medical Device Regulations (MDR) have been pushed back one year, this delay has given a respite for those companies that were not quite ready for the increase regulations. In this session, we will be discussing the current status of the medical device industry regarding MDR and what are others doing to get ready. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
A Delay in MDR: Where are We Now
A Delay in MDR: Where are We Now
Greenlight Guru
FDA caused quite a stir when it announced transformative changes to modernize its 510(k) program to improve the safety and effectiveness of medical devices. But as we all know, the more things change, the more they stay the same. If you dive deep into FDA’s statement, you’ll realize that there’s probably not a lot that’s different. In this session, Michael Drues, Ph.D., President of Vascular Sciences, will share what FDA's 510(k) Modernization means, any evidence that changes are happening, and what medical device manufactures need to know about 510k modernization. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
FDA's 510(k) Modernization: What if Anything has Changed? Is Changing? Will C...
FDA's 510(k) Modernization: What if Anything has Changed? Is Changing? Will C...
Greenlight Guru
Audits are a fact of life in the medtech industry, whether internal audits, supplier audits, or notified body audits. While previously most audits were conducted on-site and in person, the industry has had to pivot to remote auditing wherever possible. In this session, Cannon Quality Group founder/CEO Nicolle Cannon will share CQG’s experiences as an early adopter of remote auditing. CQG has conducted numerous internal and supplier audits remotely as well as supported clients undergoing remote notified body audits. The presentation will cover both the hard skills of getting comfortable with various technology platforms as well as the soft skills of effective communication between auditor and auditee. Many now predict remote auditing will remain the default option in the coming years. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
Audits: Let’s get back to Auditing, REMOTELY!
Audits: Let’s get back to Auditing, REMOTELY!
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Research report on Naer VR app toolbar redesign -Usability testing
Naer Toolbar Redesign - Usability Research Synthesis
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Highlights the need for a shift in perspective from traditional measurement practices to a focus on continuous delivery of business and customer value, and the importance of collaborating with each audience to inspect and adapt the dashboards and selected metrics to facilitate value delivery and learning
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In this session we will learn about the Why, the What, the Who, and the How for Medical Device Reporting to FDA through eMDR Submissions. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
eMDR Program and Process
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Greenlight Guru
During this presentation we will explore where Medical Device Risk Management Systems are today. We will look at the quickly upcoming deadlines for implementing the ISO 14971:2019 3rd Edition, and EN ISO 14971:2019/A11:2021 standards. We will also mention the potential next (4th) edition of ISO 14971, and how the industry may influence the next edition. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
Moving up to the State of the Art in Risk Management
Moving up to the State of the Art in Risk Management
Greenlight Guru
While ISO 13485 is written in black and white, the alignment between the standard's requirements and expectations is not always clear - especially in regards to SaMD (software as a medical device). This session will discuss aligning ISO 13485 with best practices for SaMD, and how we can expect the shift of the industry to impact the anchor standard of the medical device industry. This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
ISO 13485: What's Next?
ISO 13485: What's Next?
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Understand the FDA's new draft guidance on Computer Software Assurance (CSA). This presentation originally aired during the 2022 Future of QMS Requirements Virtual Summit.
Computer Software Assurance (CSA): Understanding the FDA’s New Draft Guidance
Computer Software Assurance (CSA): Understanding the FDA’s New Draft Guidance
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The European Union’s In Vitro Diagnostic Medical Devices Regulation, or IVDR, became effective May 26, 2022. In this session, you’ll get a glimpse of what’s changed since implementation day, the latest guidance available, and ways to keep your IVDD to IVDR transition moving forward. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
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Making Headway Despite the Turbulence: Regulatory Requirements, Quality, and ...
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We are operating in a complex environment, which is still undergoing changes. A lack of regulatory/quality management resources can be seen on both notified bodies and the industry. To overcome these hurdles, close collaboration and communication between companies and the notified body is necessary. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
Reducing Friction Between Companies and Regulatory Bodies
Reducing Friction Between Companies and Regulatory Bodies
Greenlight Guru
Central and South America are emerging as hot new Medical Device markets. These two subject matter experts in the area break down everything from regulatory advantages and ethical dilemmas. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
Latin American Regulations - What you Don't Know
Latin American Regulations - What you Don't Know
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Facts about the high-tech industry of Israel The new medical device law in Israel The regulatory landscape - requirements and market access Performing clinical trials in Israel This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
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Insights on the MedTech Regulatory and Clinical Environment in Israel
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The regulatory landscape related to human factors and usability engineering has continued to evolve since FDA issued its draft guidance for human factors over ten years ago. In fact, the international standard for usability engineering, IEC 62366-1: 2015 was amended as recently as 2020. The good news is that the pathway to a successful regulatory strategy, in terms of human factors and usability engineering, has never been more clear. The regulators have spoken, by way of guidance and standards documents, all that is left to do is to make sense of it all as it relates to your specific device or product. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
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Unique Device Identification —aka UDI— is about more than barcodes and regulatory red tape. This global system for identifying medical devices is a chance to radically improve the quality of life for patients, providers, and producers of medical devices. However, implementing UDI into your product lifecycle means navigating differing requirements in both the United States and the European Union. If you’re looking to go global, we’ve brought together three industry leaders on the subject to make sure you know the difference. This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
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UDI - US vs EU: What You Need to Know
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What is Regulatory Strategy? Why is Regulatory Strategy important? What is International Regulatory Strategy? Why is International Regulatory Strategy important? How early in the product development lifecycle should we consider international regulatory strategy? What’s the relationship between International Regulatory Strategy and International Reimbursement Strategy? This presentation originally aired during the 2022 Global MedTech Regulatory Trends Virtual Summit.
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UDI data requirement experts Gary Saner and John Lorenc of Reed Tech will discuss best practices for UDI preparations and the future potential impacts to medical device manufacturers as global health authorities publish mandates. This session will give suggested best practices concerning EU EUDAMED preparation, what we have learned via testing and a Q&A session. Bring your specific questions concerning medical device registration scenarios, data elements and requirements. The speakers will review and provide clarity on currently posted guidance and answer your questions concerning EUDAMED and other health authority timelines. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
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With the COVID-19 crisis, the Medical Device Regulations (MDR) have been pushed back one year, this delay has given a respite for those companies that were not quite ready for the increase regulations. In this session, we will be discussing the current status of the medical device industry regarding MDR and what are others doing to get ready. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
A Delay in MDR: Where are We Now
A Delay in MDR: Where are We Now
Greenlight Guru
FDA caused quite a stir when it announced transformative changes to modernize its 510(k) program to improve the safety and effectiveness of medical devices. But as we all know, the more things change, the more they stay the same. If you dive deep into FDA’s statement, you’ll realize that there’s probably not a lot that’s different. In this session, Michael Drues, Ph.D., President of Vascular Sciences, will share what FDA's 510(k) Modernization means, any evidence that changes are happening, and what medical device manufactures need to know about 510k modernization. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
FDA's 510(k) Modernization: What if Anything has Changed? Is Changing? Will C...
FDA's 510(k) Modernization: What if Anything has Changed? Is Changing? Will C...
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Audits are a fact of life in the medtech industry, whether internal audits, supplier audits, or notified body audits. While previously most audits were conducted on-site and in person, the industry has had to pivot to remote auditing wherever possible. In this session, Cannon Quality Group founder/CEO Nicolle Cannon will share CQG’s experiences as an early adopter of remote auditing. CQG has conducted numerous internal and supplier audits remotely as well as supported clients undergoing remote notified body audits. The presentation will cover both the hard skills of getting comfortable with various technology platforms as well as the soft skills of effective communication between auditor and auditee. Many now predict remote auditing will remain the default option in the coming years. This presentation originally aired during the 2021 State of Medical Device Virtual Summit.
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Modernizing your QMS to keep up with the Modern Age of Requirements
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Moving up to the State of the Art in Risk Management
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ISO 13485: What's Next?
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Computer Software Assurance (CSA): Understanding the FDA’s New Draft Guidance
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MDSAP Certification: Success and Failures
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QMSR Harmonization - The Good the Bad and the Ugly
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UDI - US vs EU: What You Need to Know
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State of Swexit/Brexit
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Designing an International Regulatory Strategy: Why do so many get it wrong?
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Implementing a Global Unique Device Identification (UDI) Solution: Regional U...
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Software as a Medical Device (SaMD) Challenges and Opportunities for 2021 and...
A Delay in MDR: Where are We Now
A Delay in MDR: Where are We Now
FDA's 510(k) Modernization: What if Anything has Changed? Is Changing? Will C...
FDA's 510(k) Modernization: What if Anything has Changed? Is Changing? Will C...
Audits: Let’s get back to Auditing, REMOTELY!
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AI/ML Infra Meetup May. 23, 2024 Organized by Alluxio For more Alluxio Events: https://www.alluxio.io/events/ Speaker: - Lu Qiu (Data & AI Platform Tech Lead, @Alluxio) - Siyuan Sheng (Senior Software Engineer, @Alluxio) Speed and efficiency are two requirements for the underlying infrastructure for machine learning model development. Data access can bottleneck end-to-end machine learning pipelines as training data volume grows and when large model files are more commonly used for serving. For instance, data loading can constitute nearly 80% of the total model training time, resulting in less than 30% GPU utilization. Also, loading large model files for deployment to production can be slow because of slow network or storage read operations. These challenges are prevalent when using popular frameworks like PyTorch, Ray, or HuggingFace, paired with cloud object storage solutions like S3 or GCS, or downloading models from the HuggingFace model hub. In this presentation, Lu and Siyuan will offer comprehensive insights into improving speed and GPU utilization for model training and serving. You will learn: - The data loading challenges hindering GPU utilization - The reference architecture for running PyTorch and Ray jobs while reading data from S3, with benchmark results of training ResNet50 and BERT - Real-world examples of boosting model performance and GPU utilization through optimized data access
AI/ML Infra Meetup | Improve Speed and GPU Utilization for Model Training & S...
AI/ML Infra Meetup | Improve Speed and GPU Utilization for Model Training & S...
Alluxio, Inc.
"Introduction to Windows 7" serves as the foundational chapter in our guide, setting the stage for understanding the key features and functionalities of this operating system. Windows 7, released by Microsoft in 2009, quickly became one of the most popular and widely used versions of Windows due to its user-friendly interface, stability, and performance improvements over its predecessor, Windows Vista. This chapter begins by providing an overview of the Windows 7 operating system, highlighting its key attributes and improvements compared to earlier versions of Windows. It introduces users to the visual enhancements such as Aero Glass, the revamped taskbar (also known as the Superbar), and the redesigned Start menu, which all contribute to a more intuitive and streamlined user experience. Furthermore, "Introduction to Windows 7" delves into the architecture and system requirements of the operating system, helping users understand what hardware specifications are necessary for optimal performance. It covers topics such as processor requirements, RAM, disk space, and graphics capabilities, ensuring that readers have a clear 3 understanding of the hardware prerequisites for running Windows 7 smoothly. Additionally, this chapter explores the various editions of Windows 7, including Home Premium, Professional, Ultimate, and Enterprise, outlining the differences between them and helping users choose the edition that best suits their needs and requirements. Moreover, "Introduction to Windows 7" provides an overview of the installation process, guiding users through the steps required to install or upgrade to Windows 7 on their computers. It covers topics such as preparing for installation, choosing the installation type (upgrade or custom), partitioning disks, and configuring initial settings. In summary, "Introduction to Windows 7" serves as a comprehensive primer for users who are new to the operating system or seeking to refresh their understanding. By familiarizing themselves with the core concepts and features of Windows 7, readers can lay a solid foundation for exploring more advanced topics covered in subsequent chapters of this guide.
Mastering Windows 7 A Comprehensive Guide for Power Users .pdf
Mastering Windows 7 A Comprehensive Guide for Power Users .pdf
mbmh111980
How to download files safely from the internet ? Source: <a href="https://www.downloadsafely.com/">Download Safely</a> -Welcome to Secure Downloading&Surfing. Learn how to safely download files and protect your data while browsing the web. Let's dive into the world of secure surfing! Understanding the Risks Discover the potential threats associated with downloading files from the internet and the impact of malicious software on your device.
how-to-download-files-safely-from-the-internet.pdf
how-to-download-files-safely-from-the-internet.pdf
Mehmet Akar
Operations departments are at the heart of organizational efficiency and effectiveness, constantly assessing performance against strategic objectives and key results. With OnePlan, operations leaders can gain the insights and tools needed to align resources optimally and drive essential outcomes. This webinar will delve into how OnePlan facilitates real-time visibility into performance metrics and resource allocation, enabling operations teams to remain agile and effective. Join us to explore actionable strategies for enhancing your operational efficiency and achieving your key results.
Optimizing Operations by Aligning Resources with Strategic Objectives Using O...
Optimizing Operations by Aligning Resources with Strategic Objectives Using O...
OnePlan Solutions
Scenarios are the central artifact of the Behaviour Driven Development (BDD) process. Although many teams use scenarios and tools like Cucumber or SpecFlow to automate them, in many cases their scenarios contain a lot of details, particularly test data, and therefore they become too complicated to support collaboration with the business. The "essential" principle of scenario writing (scenario formulation) states that only those details should be included in the scenario that are relevant for the outcome. This talk provides help for those who struggle implementing this principle or would be interested to learn how you can create brief and maintainable scenarios.
Tree in the Forest - Managing Details in BDD Scenarios (live2test 2024)
Tree in the Forest - Managing Details in BDD Scenarios (live2test 2024)
Gáspár Nagy
These are the slides of my OpenSIPS Summit 2024 presentation about automating your test calls. It dives into why automated call testing is crucial, how to integrate it into your CI/CD pipeline and how to extend testing of single calls into load testing and testing of other protocols. The presentation also provides details how open source components such as sipp, asterisk and rtpengine are used to implement agents to generate test calls for SIP, Fax and WebRTC at scale.
Automate your OpenSIPS config tests - OpenSIPS Summit 2024
Automate your OpenSIPS config tests - OpenSIPS Summit 2024
Andreas Granig
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Malaysia E-Invoice digital signature docpptx
Malaysia E-Invoice digital signature docpptx
Mok TH
In his book, The Nature of the Physical World, Sir Arthur Eddington commented that “We have to appeal to the one outstanding law — the second law of thermodynamics — to put some sense into the world.” This sense-making goes beyond the physical world, too. Entropy is also essential in the fields of information and communication theory. During this lecture for the Princeton Plasma Physics Laboratory, lecturer Andrea Goulet discussed the application of entropy-related concepts in two communication systems: software and collaborative teams. She examined how concepts that help us understand systemic statistical disorder, such as ergodic systems, Lyapunov exponents, Kolmogorov-Sinai entropy, and Shannon-entropy can help us optimize for both software quality and innovation. She also provided several domain-specific models: Lehman’s Laws and Conway’s Law for software, as well as new models from her own research that relate to entropy and innovation. Entropy helps us understand the world and achieve great things. There is an underlying beauty in its principles that we can use to advance scientific discovery. When we understand the subtleties related to balancing surprise and structure, we increase our chances for effective collaboration and finding novel solutions to complex problems.
Entropy, Software Quality, and Innovation (presented at Princeton Plasma Phys...
Entropy, Software Quality, and Innovation (presented at Princeton Plasma Phys...
Andrea Goulet
Whether knitting, woodworking, or baking, meticulous measurements dictate the quality and integrity of the final product. At the core of this precision lies the often-underestimated tool: the measurement sheet. In this presentation we find out how do you write measurements to meet all team member’s needs.
Crafting the Perfect Measurement Sheet with PLM Integration
Crafting the Perfect Measurement Sheet with PLM Integration
Wave PLM
OpenChain @ LF Japan Executive Briefing
OpenChain @ LF Japan Executive Briefing - May 2024
OpenChain @ LF Japan Executive Briefing - May 2024
Shane Coughlan
Odoo is superior to Shopify in terms of building e-commerce websites because of it all-in-one functionality, vast customization and its costs-effectiveness. It combines the ERP, CRM, accounting and inventory management which simplify the whole eCommerce business further on. Due to the open source nature of Odoo platform, it is easy to customize and integrate it with other ERP systems. This makes it perfect for different businesses as it can be adjusted to the unique needs of different businesses. Its optimum pricing, including a free version, and low running costs making Odoo a viable, practical and affordable alternative in the long-term to Shopify.
Odoo vs Shopify: Why Odoo is Best for Ecommerce Website Builder in 2024
Odoo vs Shopify: Why Odoo is Best for Ecommerce Website Builder in 2024
Primacy Infotech
AI/ML Infra Meetup May. 23, 2024 Organized by Alluxio For more Alluxio Events: https://www.alluxio.io/events/ Speaker: - Eric Wang (Software Engineer, @Uber) Uber has numerous deep learning models, most of which are highly complex with many layers and a vast number of features. Understanding how these models work is challenging and demands significant resources to experiment with various training algorithms and feature sets. With ML explainability, the ML team aims to bring transparency to these models, helping to clarify their predictions and behavior. This transparency also assists the operations and legal teams in explaining the reasons behind specific prediction outcomes. In this talk, Eric Wang will discuss the methods Uber used for explaining deep learning models and how we integrated these methods into the Uber AI Michelangelo ecosystem to support offline explaining.
AI/ML Infra Meetup | ML explainability in Michelangelo
AI/ML Infra Meetup | ML explainability in Michelangelo
Alluxio, Inc.
This is a classic migration case study (the past, current and the future) at scale from a world-wide company transitioning from Confluent Platform and Confluent Cloud to self-managed Apache Kafka on Kubernetes using Strimzi. At Maersk, we have been architecting, designing and implementing our 3rd generation Event Streaming Platform. This platform is based on Kubernetes in Azure and using Strimzi to operate Apache Kafka at large scale, highly reliable, segregating data based on isolated use cases. Our 2nd generation was based on OnPrem Confluent Platform and Confluent Cloud and this presentation is the story of this migration and reasoning behind it. Furthermore, we would get into details on how we monitor (Grafana, Prometheus), alert (GoAlert and alert as code), operate and provide self-service solutions on top of Strimzi to enable business critical application in Maersk, implemented in GoLang using the GitOps deployment model with Flux and Kustomization among others. Finally, if time allows we will end with a demo of an open-source self service tool to monitor and explore the cluster with most wanted features such as topic message browsing and configuring and restarting connectors.
StrimziCon 2024 - Transition to Apache Kafka on Kubernetes with Strimzi.pdf
StrimziCon 2024 - Transition to Apache Kafka on Kubernetes with Strimzi.pdf
steffenkarlsson2
Facemoji Keyboard released its 2023 State of Emoji report, outlining the most popular emoji used globally ahead of World Emoji Day.
Facemoji Keyboard released its 2023 State of Emoji report, outlining the most...
Facemoji Keyboard released its 2023 State of Emoji report, outlining the most...
rajkumar669520
In today's booming mobile app market, finding the right app development company is crucial. This presentation dives into the top mobile app development companies of 2024, highlighting their expertise, key features, and the advantages of partnering with industry leaders to bring your app vision to life. https://www.linkedin.com/pulse/top-app-development-companies-2024-elsa-martin-8gadf/
Top Mobile App Development Companies 2024
Top Mobile App Development Companies 2024
XongoLab Technologies LLP
David Pond, Lead Product Manager, Neo4j Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
GraphSummit Stockholm - Neo4j - Knowledge Graphs and Product Updates
GraphSummit Stockholm - Neo4j - Knowledge Graphs and Product Updates
Neo4j
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Odoo vs Shopify: Why Odoo is Best for Ecommerce Website Builder in 2024
AI/ML Infra Meetup | ML explainability in Michelangelo
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GraphSummit Stockholm - Neo4j - Knowledge Graphs and Product Updates
GraphSummit Stockholm - Neo4j - Knowledge Graphs and Product Updates
Download now