My talk at 2015 FOSS Community Metrics. Overview of the dangers of certain metrics about open source communities, Liferay's methodology used to select, track, and act on, and what we're doing in the future,
Crunching the numbers: Open Source Community Metrics at OSCONDawn Foster
Co-presented with Dave Neary at OSCON 2011.
Every community manager knows that community metrics are important, but how do you come up with a plan and figure out what you want to measure? Most community managers have their own set of hacky scripts for extracting data from various sources after they decide what metrics to track. There is no standardised Community Software Dashboard you can use to generate near-real-time stats on your community growth.
Like most open source projects, we have diverse community infrastructure for MeeGo, including Mailman, Drupal, Mediawiki, IRC, git, OpenSuse Build Service, Transifex and vBulletin. We wanted to unify these sources together, extract meaningful statistics from the data we had available to us, and present it to the user in a way that made it easy to see if the community was developing nicely or not.
Building on the work of Pentaho, Talend, MLStats, gitdm and a host of others, we built a generic and open source community dashboard for the MeeGo project, and integrated it into the website. The project was run in the open at http://wiki.meego.com/Metrics/Dashboard and all products of the project are available for reuse.
This presentation will cover the various metrics we wanted to measure, how we extracted the data from a diverse set of services to do it, and more importantly, how you can do it too.
This document provides an overview of a WebQuest lesson on the history of jazz music designed for high school students. The lesson asks students to individually research different eras of jazz, including key musical elements, musicians, and ensemble sizes. Students then present what they learned about each era through a medium of their choice. The document includes the learning objectives, standards addressed, process, resources, and a rubric for evaluation.
Open Source Community Building by Firms and InstitutionsMatthias Stürmer
Dr. Matthias Stürmer, Ernst & Young AG
21 October 2010 at CERN, Geneva
Workshop on Open Source Software with Technology Transfer Perspective
http://indico.cern.ch/conferenceDisplay.py?confId=101453
Benefits of using open source software (oss)MarkupBox
Open source software provides a community-based approach to software development where anyone can modify and distribute code. This is unlike proprietary software where intellectual property restrictions apply. Some key benefits of open source software include lower costs since it is often free, avoidance of vendor lock-in, flexibility in deployment without licensing restrictions, and adaptability to customize features to specific needs. Open source software also faces less risk of obsolescence since the community continues to develop and improve it over time.
Ubuntu 11.10 Oneiric Ocelot presentation given on Tuesday, October 11, 2011.
Audience was small and the presenter knew the audience so please forgive the jabs at Unity and Gnome3, may want to remove them for more diverse audiences :)
The best thing about open source projects is that you have all of your community data in the public at your fingertips. You just need to know how to gather the data about your open source community so that you can hack it all together to get something interesting that you can really use. We’ll start with some general guidance for coming up with a set of metrics that makes sense for your project. The focus of the session will be on tips and techniques for collecting metrics from tools commonly used by open source projects: Bugzilla, MediaWiki, Mailman, IRC and more. It will include both general approaches and technical details about using various data collection tools, like mlstats. The final section of the presentation will talk about techniques for sharing this data with your community and highlighting contributions from key community members. For anyone who loves playing with data as much as I do, metrics can be a fun way to see what your community members are really doing in your open source project.
Open Source is Not An Alternative, It is The Solutionwiradikusuma
Open source is a viable business model for companies. It allows businesses to benefit from free or low-cost open source software while also making money in other ways like support contracts, training, and dual licensing models where a free open source license and a paid license are both offered. Open source businesses build their asset in community goodwill and brand reputation rather than lock-in from proprietary software licenses.
The document discusses open source and Java. It provides an introduction to open source software, noting that it allows access to source code and the ability to modify, learn from, and distribute the software freely. It then discusses Java, describing it as a programming language, virtual machine, and platform. Finally, it briefly demonstrates some open source Java tools and frameworks, including LWUIT, Android, JavaFX, AppFuse, and resources from the Java User Group Indonesia.
FOSSETCON 2014 - Metrics Are Fun, But Which Ones Really Matter?James Falkner
Slide deck from my September 2014 talk @ FOSSETCON in Orlando, FL.
Abstract: There is no shortage of algorithms, techniques, and software to produce virtually any metric one may desire. Too often, projects concentrate on vanity metrics that may make the project look good, or the CEO happy, but hides the true nature of the community and how it is evolving. True value is only realized when metrics are chosen that most closely align with a project's goals.
These slides were presented as part of a session whose goal was to: learn which goals and resulting metrics we chose to track and respond to in the Liferay project (a large, open source portal project), why they were (and continue to be) important, how they are produced, and what we are doing with them.
Software Development Analytics Intro. Twitter OSS workshopManrique Lopez
This document provides an introduction to software development analytics. It discusses analyzing who contributes to open source projects, how diverse communities are, and how quickly projects address feedback. It presents methodologies like GQM and OKRs for defining goals and metrics. Examples of metrics include activity, community size and structure, and developer performance. Tools discussed include CHAOSS for defining health metrics, and GrimoireLab, Prospector, GHData and CreGit for integrated open source software analytics. The presenter offers to provide analytics to bring transparency, awareness and governance support to software projects.
In this talk, I explore what productivity means to software developers, how we might track the value that is delivered in software produced by developers and how we might begin to think about measuring the productive delivery of effective software.
Keynote at International Conference on Performance Engineering (ICPE) 2020.
Studying the Dialogue Between Users and Developers of Free Apps in the Google...SAIL_QU
The study analyzes user-developer interactions through reviews and responses on the Google Play Store. It finds that responding to reviews has a significant positive impact, with 84% of rating increases due to the developer addressing the issue or providing guidance. Three common response patterns were identified: only negative reviews, negative or longer reviews, and reviews shortly after an update. Developers most often thank the user, ask for details, provide guidance, or ask for an endorsement. Guidance responses can address common issues through FAQs. The analysis considered over 2,000 apps, 355,000 review changes, 128,000 responses, and 4 million reviews.
Findings Revealed: 2015 State of the Software Supply Chain Sonatype
Gain new insights on how to deliver higher quality software even faster -- with less unplanned, unscheduled rework. If you are using open source components as part of development you may be unknowingly sabotaging your efforts by introducing known vulnerabilities – shockingly there are 24 vulnerabilities in the average application. Hear the results of an extensive analysis of open source usage across 106,000 development organizations. We’ll be drawing analogies between modern software development and traditional manufacturing supply chains, focusing on proven steps to improve speed, efficiency and quality. Watch the on-demand recording.
This document discusses social media metrics and analytics. It defines key metrics like followers, likes, and interactions that are used to measure social media performance. It also covers various tools to analyze social media data from platforms like Facebook, Twitter, YouTube and others. These tools provide insights into topics, influencers, content popularity and user engagement that can help optimize social media strategies. The document also discusses how social networks form around influencers at the center and how this affects the spread of information.
This document discusses social media metrics and analytics. It defines key metrics like followers, likes, and interactions that are used to measure social media performance. It also covers various tools to analyze social media data like Facebook Insights, Tweet Analytics, and Klout which measure influence. Word clouds and network analyses are discussed as ways to understand social media users and identify opinion leaders within social networks.
Chapter 6: Social Media Metrics and AnalyticsZakey Peterson
This document discusses social media metrics and analytics. It defines key metrics like followers, likes, and interactions that are used to measure social media performance. It also covers various tools to analyze social media data from platforms like Facebook, Twitter, and YouTube. These tools provide insights into user demographics, popular posts, and influence of different account types. Network analysis is also discussed as a way to map relationships and identify influential opinion leaders within social media communities.
This document discusses social media metrics and analytics. It describes how digital interactions leave data trails and how platforms like Facebook, Instagram, and Snapchat track user engagement. It explains how application programming interfaces allow data sharing across social media and how algorithms organize user groups. Some early social media metrics included followers, popularity, likes, and interactions. Examples are given of social media dashboards and analytics tools that track metrics like posts, audiences, and content performance. The roles of influencers and opinion leaders are discussed, and how centrality in social networks can increase one's ability to spread ideas.
23 may 2015 monitoring & analyzing social media Mats Björe
Our approach to social media analytics focuses on analyzing social media data to better understand interactions and influence. We aim to identify, monitor, track, and measure influence and reach to build dynamic dossiers and provide decision support. Some key challenges include fragmented information lacking context, use of symbols and emoticons, similar messages from many sources, and constantly changing platforms and user preferences. We use proven software like Silobreaker to monitor social media at scale and provide analytical dashboards and tools to examine specific stakeholders, anomalies, timelines, exposure, locations, and networks.
Who's there? A stakeholder analysis approach for hybrid OSSHanna Mäenpää
In Hybrid Open Source Software projects, independent and commercially oriented stakeholders collaborate using freely accessible tools and development processes. Here, contributors can enter and leave the community flexibly, which poses a challenge for community managers in ensuring the sustainability of the community. This short paper reports initial results from an industrial case study of the ''Qt'' Open Source Software project. We present a visual stakeholder analysis approach, building on data from the three systems that provide for the Qt project's complete software development workflow.
In Forrester’s 60-criteria evaluation of community platform vendors, we found that Lithium
Technologies and Jive Software led the pack because of their mature tool sets and depth of services
offered.
Is software engineering research addressing software engineering problems?Gail Murphy
Keynote from Automated Software Engineering 2020. (See https://www.cs.ubc.ca/~murphy for video)
Brian Randell described software engineering as “the multi-person development of multi-version programs”. David Parnas has expressed that this “pithy phrase implies everything that differentiates software engineering from other programming”. How does current software engineering research compare against this definition? Is there currently too much focus on research into problems and techniques more associated with programming than software engineering? Are there opportunities to use Randell’s description of software engineering to guide the community to new research directions? In this talk, I will explore these questions and discuss how a consideration of the development streams used by multiple individuals to produce multiple versions of software opens up new avenues for impactful software engineering research.
SENTIMENT ANALYSIS OF SOCIAL MEDIA DATA USING DEEP LEARNINGIRJET Journal
This document describes a system for performing sentiment analysis on social media data using deep learning techniques. The system uses entity recognition and sentiment analysis to automatically generate random variables and rules for a Bayesian network model. The model is trained using Twitter data to determine the likelihood that a user will visit a location based on their tweets. The system achieved 93% accuracy in classifying tweets as positive or negative sentiment towards different locations. The authors propose that this approach could be adapted to analyze sentiment across different social media platforms and topics.
L’uso di componenti Open Source nei processi di sviluppo potrebbe inconsapevolmente portare all’introduzione di vulnerabilità, spesso note, dovute all’utilizzo di versioni non aggiornate degli stessi componenti, o dall’utilizzo di componenti superflui.
In questo webinar uno dei Security Expert di Emerasoft illustra:
- i risultati di un’analisi approfondita relativa all’utilizzo dei componenti Open Source in ben 106.000 aziende;
- i principi utili che scaturiscono dalle analogie esistenti tra la Supply Chain del software e le tradizionali filiere manifatturiere;
- le best practice per migliorare la velocità, l’efficienza e la qualità della Supply Chain del software.
Segui il webinar on demand: https://www.youtube.com/watch?v=3w_1EAxkfYU
Scale14x Patterns and Practices for Open Source Project SuccessStephen Walli
There are two parts to the “success” of an open source software project:
Deployment growth: One publishes software to see it used. As the software is used, it reflects the dynamic nature of software, and is used in new ways to solve new problems. This leads to the second part of the success formula -- contributions.
Contribution flow: A free or open source software project is at it’s simplest a discussion in software, and without contributions the conversation fades and fails. From a more complex community perspective, a FOSS project is about the economics of collaborative innovation and development. Without a continuous contribution flow, the dynamic aspect of a software project will become static and brittle and lose its relevancy.
There are three on ramps to be built to drive the success of an open source project: Bringing new users to the project, enabling developers, and encouraging contributors. This talk looks at how these on ramps can be organized to drive growth and adoption, and to grow a successful and vibrant community around an open source project.
The talk was delivered at SCaLE 14x: https://www.socallinuxexpo.org/scale/14x/presentations/patterns-and-practices-open-source-project-success
[SiriusCon 2018] Closing session - Live Community SurveyObeo
SiriusCon 2018 -Talk by Pierre-Charles David, Obeo & Stéphane Bégaudeau, Obeo
Community Survey: Your Opinion Matters, Get Involved in Sirius Future!
Participate to an online survey about your needs in terms of modeling tools and what you expect for the future of Eclipse Sirius.
Advancing Impact Measurement | Public Good App HouseTechSoup
Join us for an important discussion with three distinguished experts who are pioneering new approaches to impact assessment and funding:
💡 Raymond Cheng, Co-Founder of Open Source Observer: This free analytics suite offers a promising model for measuring the impact of contributions to the health of an ecosystem, with potential applications for nonprofit projects.
💡 Ken (bitbeckers) Beckers of Hypercerts: This protocol aims to streamline the process of funding and rewarding positive impact through a shared, decentralized database for impact claims and funding mechanisms.
💡 Laura (LauNaMu) Navarro, Founder of Metrics Garden Labs: By developing tools to measure the "soft" contributions of a community beyond code, Metrics Garden Labs is exploring new dimensions of impact assessment.
This webinar will:
👉 Engage with leading experts and gain valuable insights into new strategies and mechanisms that are advancing impact measurement.
👉 See demonstrations of the latest tools and methods being developed to measure and enhance the impact of public good projects.
👉 Connect with a diverse community of nonprofits, developers, and open source enthusiasts, fostering meaningful collaborations and exchanges of ideas.
As we strive to create a more just and equitable world, it is essential that we work together to find better ways of evaluating and supporting the vital work done by nonprofits and public good technologists.
Video: https://youtu.be/4kLsZK3wK2Q
CHAPTERS
00:00 Opening Remarks and How to Engage
00:21 Introducing TechSoup and Its Mission
00:49 Spotlight on Event Partner: Funding the Commons
03:26 Introduction to Speakers and Their Innovations
04:31 Deep Dive into Open Source Observer with Raymond Cheng
13:59 Exploring Hypercerts with Ken Beckers
22:38 Evaluators in the Ecosystem: The Role and Impact
23:37 Introducing Funders to Validated Claims
24:10 VoiceDeck: A Marketplace for Journalistic Impact in India
26:29 Impact Garden: Standardizing Impact Data
35:05 Q&A Session: Insights on Impact Evaluation and Funding
CONTINUE LEARNING & BUILDING - Accelerating Makers is helping technology builders and nonprofits co-create purpose-built tools for public good: https://AcceleratingMakers.PublicGoodAppHouse.org
BROWSE - DWeb explainer documents and guides for civil society:
https://acceleratingmakers.publicgoodapphouse.org/resources
ATTEND - Live tech events for makers and nonprofit Leaders: https://events.techsoup.org/public-good-app-house/
This event is supported by an award from the Filecoin Foundation for the Decentralized Web.
Hosted by TechSoup on May 23, 2024.
https://events.techsoup.org/e/m4gprj/
Landscape of Requirements Engineering for/by AI through Literature ReviewHironori Washizaki
Hironori Washizaki, "Landscape of Requirements Engineering for/by AI through Literature Review," RAISE 2025: Workshop on Requirements engineering for AI-powered SoftwarE, 2025.
FOSSETCON 2014 - Metrics Are Fun, But Which Ones Really Matter?James Falkner
Slide deck from my September 2014 talk @ FOSSETCON in Orlando, FL.
Abstract: There is no shortage of algorithms, techniques, and software to produce virtually any metric one may desire. Too often, projects concentrate on vanity metrics that may make the project look good, or the CEO happy, but hides the true nature of the community and how it is evolving. True value is only realized when metrics are chosen that most closely align with a project's goals.
These slides were presented as part of a session whose goal was to: learn which goals and resulting metrics we chose to track and respond to in the Liferay project (a large, open source portal project), why they were (and continue to be) important, how they are produced, and what we are doing with them.
Software Development Analytics Intro. Twitter OSS workshopManrique Lopez
This document provides an introduction to software development analytics. It discusses analyzing who contributes to open source projects, how diverse communities are, and how quickly projects address feedback. It presents methodologies like GQM and OKRs for defining goals and metrics. Examples of metrics include activity, community size and structure, and developer performance. Tools discussed include CHAOSS for defining health metrics, and GrimoireLab, Prospector, GHData and CreGit for integrated open source software analytics. The presenter offers to provide analytics to bring transparency, awareness and governance support to software projects.
In this talk, I explore what productivity means to software developers, how we might track the value that is delivered in software produced by developers and how we might begin to think about measuring the productive delivery of effective software.
Keynote at International Conference on Performance Engineering (ICPE) 2020.
Studying the Dialogue Between Users and Developers of Free Apps in the Google...SAIL_QU
The study analyzes user-developer interactions through reviews and responses on the Google Play Store. It finds that responding to reviews has a significant positive impact, with 84% of rating increases due to the developer addressing the issue or providing guidance. Three common response patterns were identified: only negative reviews, negative or longer reviews, and reviews shortly after an update. Developers most often thank the user, ask for details, provide guidance, or ask for an endorsement. Guidance responses can address common issues through FAQs. The analysis considered over 2,000 apps, 355,000 review changes, 128,000 responses, and 4 million reviews.
Findings Revealed: 2015 State of the Software Supply Chain Sonatype
Gain new insights on how to deliver higher quality software even faster -- with less unplanned, unscheduled rework. If you are using open source components as part of development you may be unknowingly sabotaging your efforts by introducing known vulnerabilities – shockingly there are 24 vulnerabilities in the average application. Hear the results of an extensive analysis of open source usage across 106,000 development organizations. We’ll be drawing analogies between modern software development and traditional manufacturing supply chains, focusing on proven steps to improve speed, efficiency and quality. Watch the on-demand recording.
This document discusses social media metrics and analytics. It defines key metrics like followers, likes, and interactions that are used to measure social media performance. It also covers various tools to analyze social media data from platforms like Facebook, Twitter, YouTube and others. These tools provide insights into topics, influencers, content popularity and user engagement that can help optimize social media strategies. The document also discusses how social networks form around influencers at the center and how this affects the spread of information.
This document discusses social media metrics and analytics. It defines key metrics like followers, likes, and interactions that are used to measure social media performance. It also covers various tools to analyze social media data like Facebook Insights, Tweet Analytics, and Klout which measure influence. Word clouds and network analyses are discussed as ways to understand social media users and identify opinion leaders within social networks.
Chapter 6: Social Media Metrics and AnalyticsZakey Peterson
This document discusses social media metrics and analytics. It defines key metrics like followers, likes, and interactions that are used to measure social media performance. It also covers various tools to analyze social media data from platforms like Facebook, Twitter, and YouTube. These tools provide insights into user demographics, popular posts, and influence of different account types. Network analysis is also discussed as a way to map relationships and identify influential opinion leaders within social media communities.
This document discusses social media metrics and analytics. It describes how digital interactions leave data trails and how platforms like Facebook, Instagram, and Snapchat track user engagement. It explains how application programming interfaces allow data sharing across social media and how algorithms organize user groups. Some early social media metrics included followers, popularity, likes, and interactions. Examples are given of social media dashboards and analytics tools that track metrics like posts, audiences, and content performance. The roles of influencers and opinion leaders are discussed, and how centrality in social networks can increase one's ability to spread ideas.
23 may 2015 monitoring & analyzing social media Mats Björe
Our approach to social media analytics focuses on analyzing social media data to better understand interactions and influence. We aim to identify, monitor, track, and measure influence and reach to build dynamic dossiers and provide decision support. Some key challenges include fragmented information lacking context, use of symbols and emoticons, similar messages from many sources, and constantly changing platforms and user preferences. We use proven software like Silobreaker to monitor social media at scale and provide analytical dashboards and tools to examine specific stakeholders, anomalies, timelines, exposure, locations, and networks.
Who's there? A stakeholder analysis approach for hybrid OSSHanna Mäenpää
In Hybrid Open Source Software projects, independent and commercially oriented stakeholders collaborate using freely accessible tools and development processes. Here, contributors can enter and leave the community flexibly, which poses a challenge for community managers in ensuring the sustainability of the community. This short paper reports initial results from an industrial case study of the ''Qt'' Open Source Software project. We present a visual stakeholder analysis approach, building on data from the three systems that provide for the Qt project's complete software development workflow.
In Forrester’s 60-criteria evaluation of community platform vendors, we found that Lithium
Technologies and Jive Software led the pack because of their mature tool sets and depth of services
offered.
Is software engineering research addressing software engineering problems?Gail Murphy
Keynote from Automated Software Engineering 2020. (See https://www.cs.ubc.ca/~murphy for video)
Brian Randell described software engineering as “the multi-person development of multi-version programs”. David Parnas has expressed that this “pithy phrase implies everything that differentiates software engineering from other programming”. How does current software engineering research compare against this definition? Is there currently too much focus on research into problems and techniques more associated with programming than software engineering? Are there opportunities to use Randell’s description of software engineering to guide the community to new research directions? In this talk, I will explore these questions and discuss how a consideration of the development streams used by multiple individuals to produce multiple versions of software opens up new avenues for impactful software engineering research.
SENTIMENT ANALYSIS OF SOCIAL MEDIA DATA USING DEEP LEARNINGIRJET Journal
This document describes a system for performing sentiment analysis on social media data using deep learning techniques. The system uses entity recognition and sentiment analysis to automatically generate random variables and rules for a Bayesian network model. The model is trained using Twitter data to determine the likelihood that a user will visit a location based on their tweets. The system achieved 93% accuracy in classifying tweets as positive or negative sentiment towards different locations. The authors propose that this approach could be adapted to analyze sentiment across different social media platforms and topics.
L’uso di componenti Open Source nei processi di sviluppo potrebbe inconsapevolmente portare all’introduzione di vulnerabilità, spesso note, dovute all’utilizzo di versioni non aggiornate degli stessi componenti, o dall’utilizzo di componenti superflui.
In questo webinar uno dei Security Expert di Emerasoft illustra:
- i risultati di un’analisi approfondita relativa all’utilizzo dei componenti Open Source in ben 106.000 aziende;
- i principi utili che scaturiscono dalle analogie esistenti tra la Supply Chain del software e le tradizionali filiere manifatturiere;
- le best practice per migliorare la velocità, l’efficienza e la qualità della Supply Chain del software.
Segui il webinar on demand: https://www.youtube.com/watch?v=3w_1EAxkfYU
Scale14x Patterns and Practices for Open Source Project SuccessStephen Walli
There are two parts to the “success” of an open source software project:
Deployment growth: One publishes software to see it used. As the software is used, it reflects the dynamic nature of software, and is used in new ways to solve new problems. This leads to the second part of the success formula -- contributions.
Contribution flow: A free or open source software project is at it’s simplest a discussion in software, and without contributions the conversation fades and fails. From a more complex community perspective, a FOSS project is about the economics of collaborative innovation and development. Without a continuous contribution flow, the dynamic aspect of a software project will become static and brittle and lose its relevancy.
There are three on ramps to be built to drive the success of an open source project: Bringing new users to the project, enabling developers, and encouraging contributors. This talk looks at how these on ramps can be organized to drive growth and adoption, and to grow a successful and vibrant community around an open source project.
The talk was delivered at SCaLE 14x: https://www.socallinuxexpo.org/scale/14x/presentations/patterns-and-practices-open-source-project-success
[SiriusCon 2018] Closing session - Live Community SurveyObeo
SiriusCon 2018 -Talk by Pierre-Charles David, Obeo & Stéphane Bégaudeau, Obeo
Community Survey: Your Opinion Matters, Get Involved in Sirius Future!
Participate to an online survey about your needs in terms of modeling tools and what you expect for the future of Eclipse Sirius.
Advancing Impact Measurement | Public Good App HouseTechSoup
Join us for an important discussion with three distinguished experts who are pioneering new approaches to impact assessment and funding:
💡 Raymond Cheng, Co-Founder of Open Source Observer: This free analytics suite offers a promising model for measuring the impact of contributions to the health of an ecosystem, with potential applications for nonprofit projects.
💡 Ken (bitbeckers) Beckers of Hypercerts: This protocol aims to streamline the process of funding and rewarding positive impact through a shared, decentralized database for impact claims and funding mechanisms.
💡 Laura (LauNaMu) Navarro, Founder of Metrics Garden Labs: By developing tools to measure the "soft" contributions of a community beyond code, Metrics Garden Labs is exploring new dimensions of impact assessment.
This webinar will:
👉 Engage with leading experts and gain valuable insights into new strategies and mechanisms that are advancing impact measurement.
👉 See demonstrations of the latest tools and methods being developed to measure and enhance the impact of public good projects.
👉 Connect with a diverse community of nonprofits, developers, and open source enthusiasts, fostering meaningful collaborations and exchanges of ideas.
As we strive to create a more just and equitable world, it is essential that we work together to find better ways of evaluating and supporting the vital work done by nonprofits and public good technologists.
Video: https://youtu.be/4kLsZK3wK2Q
CHAPTERS
00:00 Opening Remarks and How to Engage
00:21 Introducing TechSoup and Its Mission
00:49 Spotlight on Event Partner: Funding the Commons
03:26 Introduction to Speakers and Their Innovations
04:31 Deep Dive into Open Source Observer with Raymond Cheng
13:59 Exploring Hypercerts with Ken Beckers
22:38 Evaluators in the Ecosystem: The Role and Impact
23:37 Introducing Funders to Validated Claims
24:10 VoiceDeck: A Marketplace for Journalistic Impact in India
26:29 Impact Garden: Standardizing Impact Data
35:05 Q&A Session: Insights on Impact Evaluation and Funding
CONTINUE LEARNING & BUILDING - Accelerating Makers is helping technology builders and nonprofits co-create purpose-built tools for public good: https://AcceleratingMakers.PublicGoodAppHouse.org
BROWSE - DWeb explainer documents and guides for civil society:
https://acceleratingmakers.publicgoodapphouse.org/resources
ATTEND - Live tech events for makers and nonprofit Leaders: https://events.techsoup.org/public-good-app-house/
This event is supported by an award from the Filecoin Foundation for the Decentralized Web.
Hosted by TechSoup on May 23, 2024.
https://events.techsoup.org/e/m4gprj/
Landscape of Requirements Engineering for/by AI through Literature ReviewHironori Washizaki
Hironori Washizaki, "Landscape of Requirements Engineering for/by AI through Literature Review," RAISE 2025: Workshop on Requirements engineering for AI-powered SoftwarE, 2025.
Designing AI-Powered APIs on Azure: Best Practices& ConsiderationsDinusha Kumarasiri
AI is transforming APIs, enabling smarter automation, enhanced decision-making, and seamless integrations. This presentation explores key design principles for AI-infused APIs on Azure, covering performance optimization, security best practices, scalability strategies, and responsible AI governance. Learn how to leverage Azure API Management, machine learning models, and cloud-native architectures to build robust, efficient, and intelligent API solutions
Not So Common Memory Leaks in Java WebinarTier1 app
This SlideShare presentation is from our May webinar, “Not So Common Memory Leaks & How to Fix Them?”, where we explored lesser-known memory leak patterns in Java applications. Unlike typical leaks, subtle issues such as thread local misuse, inner class references, uncached collections, and misbehaving frameworks often go undetected and gradually degrade performance. This deck provides in-depth insights into identifying these hidden leaks using advanced heap analysis and profiling techniques, along with real-world case studies and practical solutions. Ideal for developers and performance engineers aiming to deepen their understanding of Java memory management and improve application stability.
Get & Download Wondershare Filmora Crack Latest [2025]saniaaftab72555
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Wondershare Filmora is a video editing software and app designed for both beginners and experienced users. It's known for its user-friendly interface, drag-and-drop functionality, and a wide range of tools and features for creating and editing videos. Filmora is available on Windows, macOS, iOS (iPhone/iPad), and Android platforms.
PDF Reader Pro Crack Latest Version FREE Download 2025mu394968
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PDF Reader Pro is a software application, often referred to as an AI-powered PDF editor and converter, designed for viewing, editing, annotating, and managing PDF files. It supports various PDF functionalities like merging, splitting, converting, and protecting PDFs. Additionally, it can handle tasks such as creating fillable forms, adding digital signatures, and performing optical character recognition (OCR).
Scaling GraphRAG: Efficient Knowledge Retrieval for Enterprise AIdanshalev
If we were building a GenAI stack today, we'd start with one question: Can your retrieval system handle multi-hop logic?
Trick question, b/c most can’t. They treat retrieval as nearest-neighbor search.
Today, we discussed scaling #GraphRAG at AWS DevOps Day, and the takeaway is clear: VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval.
GraphRAG builds a knowledge graph from source documents, allowing for a deeper understanding of the data + higher accuracy.
Why Orangescrum Is a Game Changer for Construction Companies in 2025Orangescrum
Orangescrum revolutionizes construction project management in 2025 with real-time collaboration, resource planning, task tracking, and workflow automation, boosting efficiency, transparency, and on-time project delivery.
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In this webinar we will dive into the essentials of generative AI, address key AI concerns, and demonstrate how nonprofits can benefit from using Microsoft’s AI assistant, Copilot, to achieve their goals.
This event series to help nonprofits obtain Copilot skills is made possible by generous support from Microsoft.
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Societal challenges of AI: biases, multilinguism and sustainabilityJordi Cabot
Towards a fairer, inclusive and sustainable AI that works for everybody.
Reviewing the state of the art on these challenges and what we're doing at LIST to test current LLMs and help you select the one that works best for you
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AgentExchange is Salesforce’s latest innovation, expanding upon the foundation of AppExchange by offering a centralized marketplace for AI-powered digital labor. Designed for Agentblazers, developers, and Salesforce admins, this platform enables the rapid development and deployment of AI agents across industries.
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3. liferay community
13 years
4.3M LOC
140k registered site members
102 external contributors in 2014
150 SI partners
5M downloads
1200 marketplace developers
43 user groups
114 translators for 43 languages
300k forum posts (~100/day)
25k forum participants
2 Top 50 github devs ( , )
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16. basic 1st-order metrics
for the liferay community
# of apps/reviews
# of pull requests
# of commits/lines
# of authors
# of bug reports
# of forum posts
# of downloads
# open tickets / code reviews
18. more interesting 2nd-order metrics
non-liferay vs.liferay
time between contribution->codebase
location of community members
evolution of contributor age over time
evolution of active/inactive users
time of bug report -> fixed
time from forum q to a
# ignored/unanswered messages
# of abandoned code reviews
distribution & evolution of commits across
functional areas
19. for each metric…
Ø How accurate is it?
Ø Does it help achieve goals?
Ø What to do when it turns
good/bad?
Ø What is its relationship to
others?