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Associate Professor conducting research related to software quality. Experienced in…
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Emad Shihab shared thisDelighted that our work (with Sultan and Latifa) examining the relationship between software quality and SATD received the Most Influential Paper (MIP) award at SANER 2026. The MIP award is given to a paper published at the conference that has had a significant impact over the past decade. This is the third MIP paper for our work on SATD in the last 3 years (ICSME 2024, MTD 2025, and now SANER 2026). We are humbled by the recognition.
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Emad Shihab reposted thisEmad Shihab reposted this⏳How much time do software practitioners lose just trying to find repository information? Whether it’s identifying overloaded developers👨💻👩💻 or tracking who introduced more bugs in the code base🐞, the process can be tedious and technical. ⚡⚡In our latest study, we show how combining knowledge graphs with large language models can make repository analytics accessible through natural language. Our participant study found that this approach helps practitioners address most of their repository information needs in less time than other available approaches ⚡⚡ 🚀🚀 This work is a practical approach that helps both developers and non‑technical stakeholders get the information they need, faster and with much less friction. 📖 Read more about this work: https://lnkd.in/e6dq_xfK 🙏 A huge thank you to Dr. Hassan Khatoonabadi, PhD and Prof. Emad Shihab for their guidance and support on this work. #AI #KnowledgeGraphs #SoftwareEngineering #RepositoryAnalytics #DeveloperProductivity #TOSEMSynergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering | ACM Transactions on Software Engineering and MethodologySynergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering | ACM Transactions on Software Engineering and Methodology
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Emad Shihab reposted thisEmad Shihab reposted this📢 Fireside Chat avec Emad Shihab lors du Forum Canada-Italie sur l'AI 🇨🇦🤝🇮🇹 Nous avons le plaisir d’annoncer que Emad Shihab participera à un fireside chat lors du déjeuner du 11 novembre, dans le cadre du Forum Canada–Italie sur l’intelligence artificielle, sous le thème : « L’IA en action : Miser sur l’innovation dans un monde en mutation – Renforcer les systèmes grâce à la collaboration Canada–Italie ». En sa qualité de vice-président associé à la recherche, aux politiques, à l’entrepreneuriat et à l’impact à l’Université Concordia, M. Shihab assure un leadership stratégique et administratif au sein du Bureau du vice-président à la recherche, à l’innovation et au rayonnement (OVPRII). Il est reconnu internationalement pour ses contributions dans les domaines du génie logiciel, de l’exploitation des dépôts logiciels, de l’assurance qualité des logiciels, de l’analyse de données et de l’intelligence artificielle appliquée. Son mandat inclut le renforcement de la politique de recherche de Concordia, le développement de stratégies de recherche entrepreneuriale dans les domaines de la durabilité et de la santé, ainsi que le soutien à la transition de l’Université vers des travaux académiques axés sur l’impact. Il joue également un rôle clé dans le développement de collaborations internationales entre universités, favorisant les échanges scientifiques, les projets conjoints et l’innovation ouverte à l’échelle mondiale. Ne manquez pas cette opportunité d’écouter l’un des leaders de l’IA appliquée au Canada et de bénéficier de ses perspectives sur l’innovation, les infrastructures, la collaboration internationale et l’impact sociétal de l’intelligence artificielle ! 🔗 Programme et billets : www.canadaitalyforum.com Partenaires et Collaborateurs du Forum IA: Embassy of Canada to Italy, in Rome / Ambassade du Canada en Italie à Rome @Embassy of Italy in Canada @Consolato generale d'Italia a Montreal ITA - Italian Trade Agency - Canada Délégation du Québec en Italie Regione Emilia-Romagna ART-ER S. cons. p. a. BUILD Clust-ER Clust-ER Create Industrie Culturali e Creative Clust-ER Innovate Clust-ER Turismo Associazione Big Data Centro Studi Italia Canada NBFC - National Biodiversity Future Center Regione Autonoma Friuli Venezia Giulia Select Friuli Venezia Giulia Comune di Taranto CTE Calliope Delmar Chemicals, Inc. _ Minakem ; Davies Ward Phillips & Vineberg LLP ; Fasken; Air Canada #CanadaItalyForum #ArtificialIntelligence #Innovation #Collaboration #AppliedAI #AIinAction #AILeadership #ForumCanadaItalie #IntelligenceArtificielle #AI #AcademicInnovation #ResearchExcellence #UniversityCollaboration #Innovation #CanadaItalyForum #aiforum25 #Canada #Italy Concordia University Ruggiera Sarcina Enrico Saltarelli, PMP® Pietro L..
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Emad Shihab reposted this𝙀𝙉𝙂𝙇𝙄𝙎𝙃 𝙁𝙊𝙇𝙇𝙊𝙒𝙎 -- Nous sommes fiers d’annoncer que la Banque Nationale du Canada a reçu le prix 𝐁𝐄𝐒𝐓 𝐀𝐈 𝐑𝐄𝐒𝐄𝐀𝐑𝐂𝐇 𝐀𝐍𝐃 𝐃𝐄𝐕𝐄𝐋𝐎𝐏𝐌𝐄𝐍𝐓 𝐓𝐄𝐀𝐌 lors des 𝐺𝐿𝑂𝐵𝐴𝐿 𝐴𝐼 𝐼𝑁𝑁𝑂𝑉𝐴𝑇𝐼𝑂𝑁 𝐴𝑊𝐴𝑅𝐷𝑆 𝐷𝐸 The Digital Banker , une reconnaissance qui souligne notre engagement envers une Intelligence Artificielle fiable, de confiance et scientifiquement validée. Ce prix souligne le travail rigoureux de notre équipe Recherche et Développement, soutenue par nos collègues et ambassadeurs de l’innovation à travers la banque. Nous collaborons avec des partenaires stratégiques comme IVADO pour favoriser le transfert technologique en IA et Université Concordia, à travers la chaire BNC - Concordia dirigée par Professeur Emad Shihab, pour bâtir des systèmes d’IA de confiance. Un immense merci à nos collègues qui soutiennent le développement de la R&D et de l'innovation en IA à la Banque, et à nos partenaires stratégiques IVADO, Université Concordia, HEC Montréal, Polytechnique Montréal, Tech3Lab | HEC Montréal pour leur collaboration continue et leur engagement. -- We’re proud to share that Banque Nationale du Canada has been awarded 𝐁𝐄𝐒𝐓 𝐀𝐈 𝐑𝐄𝐒𝐄𝐀𝐑𝐂𝐇 𝐀𝐍𝐃 𝐃𝐄𝐕𝐄𝐋𝐎𝐏𝐌𝐄𝐍𝐓 𝐓𝐄𝐀𝐌 at The Digital Banker ’𝑆 𝐺𝐿𝑂𝐵𝐴𝐿 𝐴𝐼 𝐼𝑁𝑁𝑂𝑉𝐴𝑇𝐼𝑂𝑁 𝐴𝑊𝐴𝑅𝐷𝑆, a recognition that highlights our commitment to trustworthy and scientifically validated Artificial Intelligence. This award highlights the rigorous work of our Research and Development team, supported by our colleagues and innovation ambassadors across the bank. We collaborate with strategic partners such as IVADO to promote technology transfer in AI and Université Concordia, through our BNC-Concordia Chair led by Professor Emad Shihab, to build trustworthy AI systems. A heartfelt thank you to our colleagues who support R&D across the Bank, and to our strategic partners IVADO, Université Concordia, HEC Montréal, Polytechnique Montréal, Tech3Lab | HEC Montréal for their continued collaboration and commitment. Julien Crowe, Sandra Coutu, Maxime Clerk-Lamalice, Ishika D., Geneviève Barrette, Ph.D., Emad Shihab, Nancy Laramée M.Eng., Pierre Dumouchel, Fabien PERINEAU, Vanessa Alarie • MA • PhD(c) • MBA, Elvio Nania, Jean-Charles Perrault, Jasmine Latendresse, Alor Ebube, Mohamad SalimEmad Shihab reposted thisLilia Jemai, MScA, M.Ing, Senior Director R&D at National Bank of Canada accepting the 𝐁𝐞𝐬𝐭 𝐀𝐈 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡 & 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 𝐓𝐞𝐚𝐦 award at the 𝐆𝐥𝐨𝐛𝐚𝐥 𝐀𝐈 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐢𝐨𝐧 𝐀𝐰𝐚𝐫𝐝𝐬 𝟐𝟎𝟐𝟓. Powered by Generative AI for Real-Time Support, The Advice Centre chatbot project is a cornerstone of National Bank of Canada’s digital transformation strategy, designed to empower frontline advisors, enhance client experience, and streamline operations through best-in-class generative AI. #GAII25 #BankingAwards #ArtificialIntelligence #AI #AIinFinance #FinancialAI #BankingTransformation #FutureofFinance #AIResearch #AIDevelopment Julien Crowe | Jérôme Caron | Bajee Baskararasa | Eleonore Guy | Martin Bouchard | Maxime Clerk-Lamalice | Issam Chahid, M.Sc. | Lu Lu | Hichem Belattar | Renan Waroux, Eng. M. Eng. | Hannie K. | Pogbi Marie Epiphanie Zagre | Sofia Marsou | David Lemieux | Andrea Pascual
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Emad Shihab reposted thisEmad Shihab reposted thisLilia Jemai, MScA, M.Ing, Senior Director R&D at National Bank of Canada accepting the 𝐁𝐞𝐬𝐭 𝐀𝐈 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡 & 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 𝐓𝐞𝐚𝐦 award at the 𝐆𝐥𝐨𝐛𝐚𝐥 𝐀𝐈 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐢𝐨𝐧 𝐀𝐰𝐚𝐫𝐝𝐬 𝟐𝟎𝟐𝟓. Powered by Generative AI for Real-Time Support, The Advice Centre chatbot project is a cornerstone of National Bank of Canada’s digital transformation strategy, designed to empower frontline advisors, enhance client experience, and streamline operations through best-in-class generative AI. #GAII25 #BankingAwards #ArtificialIntelligence #AI #AIinFinance #FinancialAI #BankingTransformation #FutureofFinance #AIResearch #AIDevelopment Julien Crowe | Jérôme Caron | Bajee Baskararasa | Eleonore Guy | Martin Bouchard | Maxime Clerk-Lamalice | Issam Chahid, M.Sc. | Lu Lu | Hichem Belattar | Renan Waroux, Eng. M. Eng. | Hannie K. | Pogbi Marie Epiphanie Zagre | Sofia Marsou | David Lemieux | Andrea Pascual
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Emad Shihab reposted thisEmad Shihab reposted thisThere’s still time to join our workshop on💎Advancing Gender Inclusive AI through the GEminAI Program at #CASCON 2025! Come join the conversation at York University Keele campus on Nov. 13th where a panel of experts from industry and academia will share their organization’s novel approaches and initiatives that support and promote #gender #equality in AI. Introducing our panelists to date: 💎Eirene Seiradaki, Director Research Partnerships, RBC Borealis AI and GEMinAI mentor 💎Yasmine Djerbal, Associate Director Centre for Teaching and Learning at Queen's University 💎Jennifer Addison, Project Manager AI4Good Lab, Mila Québec Plenty of opportunities for networking, rich discussions and interactions will be offered. Stay tuned for more updates! Organized by Lindsay Rodgers and Lori Akiyama and supported by Applied AI Institute and #CREATE #SE4AI at Concordia University
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Emad Shihab reposted thisExciting Opportunity for Canadian Researchers! Elevate your research with the #NVIDIAAcademicGrant Program — a global initiative accelerating breakthroughs in AI and robotics. NVIDIA invites academic researchers to submit proposals in: 💡 Generative AI Alignment & Inference ⚡ Generative AI Training and Model Development 🤖 Robotics and Edge AI Awardees gain access to world-class resources including NVIDIA DGX Spark, RTX PRO 6000, Jetson AGX Orin, Jetson AGX Thor, DRIVE AGX Thor, and A100 GPU hours — supporting cutting-edge innovation in academic and applied research. 📅 Apply by December 31, 2025: https://nvda.ws/470N2L4 Canada has world-class AI talent — this is a great way to connect your research with NVIDIA’s technology and global ecosystem. Let’s keep pushing the boundaries of what’s possible. #AI #Research #CanadaAI #AcademicResearch #GenerativeAI #Robotics #EdgeAI #NVIDIAResearchEmad Shihab reposted thisElevate your research with the #NVIDIAAcademicGrant Program! Academic researchers, we invite you to submit proposals in: 💡 Generative AI Alignment & Inference ⚡ Generative AI Training and Model Development 🤖 Robotics and Edge AI Get access to cutting-edge resources: NVIDIA DGX Spark, RTX PRO 6000, Jetson AGX Orin, Jetson AGX Thor, DRIVE AGX Thor, and A100 GPU hours. 📅 Apply by December 31: https://nvda.ws/470N2L4
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Emad Shihab shared thisStoked to take on the Associate VP role. Looking forward to doing transformational work on research, entrepreneurship, policy and maximizing impact!Emad Shihab shared thisConcordia University appoints Emad Shihab as associate vice-president of research, policy, entrepreneurship and impact. The #softwareengineering and applied #AI expert and academic leader will advance research strategy and #innovation at the university In this role, Shihab will provide strategic and administrative leadership as part of the Office of the Vice-President, Research, Innovation and Impact (OVPRII). His mandate includes strengthening Concordia’s #research policy capacity, advancing entrepreneurial research strategies in sustainability and health, and supporting the university’s transition to impact-driven scholarship. Shihab will also play a key role in developing strategic initiatives in #artificialintelligence and #quantumcomputing. Additionally, he will foster partnerships with the Concordia University School of Health and lead efforts to strengthen public trust in science through effective research communications. https://lnkd.in/eHnwauPJConcordia appoints Emad Shihab as associate vice-president of research, policy, entrepreneurship and impact | News - Concordia UniversityConcordia appoints Emad Shihab as associate vice-president of research, policy, entrepreneurship and impact | News - Concordia University
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Emad Shihab reposted thisEmad Shihab reposted thisConcordia University is currently accepting applications for the first cohort of B.Eng. students in our Chemical Engineering program, with classes starting in January. Applications are open until November 1. It's very exciting to see this come to fruition. We are holding a meet and greet information session for potential students this Saturday, October 4 at the Loyola Campus, and a virtual version on Thursday, October 9. More information is on our website: https://lnkd.in/eH2rDtrq.Department of Chemical and Materials Engineering (CME) - Concordia UniversityDepartment of Chemical and Materials Engineering (CME) - Concordia University
Emad Shihab commented on a post
1w
Congratulations Tushar. So well deserved.
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Emad Shihab liked this🌟 O διδάκτορας του ΔΕΤ Tushar Sharma, Επίκουρος Καθηγητής στο Dalhousie University του Καναδά, έλαβε τη διάκριση MSR 2026 Ric Holt Early Career Achievement Award, στο πλαίσιο του 23ου International Mining Software Repositories Conference (MSR 2026)! 🏆 Το βραβείο αυτό αναγνωρίζει εξαιρετικούς νέους ερευνητές που έχουν προσφέρει σημαντική συνεισφορά στον τομέα της ανάλυσης αποθετηρίων λογισμικού (mining software repositories). Το βραβείο τιμά το ερευνητικό έργο ενός υποψηφίου που έχει παραχθεί κατά τα πρώτα στάδια της επαγγελματικής του σταδιοδρομίας. Πολλά συγχαρητήρια Tushar 👏👏👏! #dmst #aueb #distinctions #msr #icse #softwareengineering #greenaiEmad Shihab liked this🏆 Thrilled to share that I have been honored with the MSR Ric Holt Early Career Researcher Award! This award recognizes early-career researchers who have made outstanding contributions in the field of mining software repositories. The award is named after Dr. Ric Holt (1941 – 2019), a professor at the University of Waterloo who made foundational contributions to our field, including organizing the 1st International Workshop on Mining Software Repositories in 2004. Research is never a solo endeavor, and I am lucky to be surrounded by brilliant collaborators, teachers, colleagues, and students. I would like to convey my sincere thanks to the reference letter writers who generously supported me. Thank you all. #msr #icse #softwareengineering #greenai
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Emad Shihab liked thisEmad Shihab liked this#MSR 2026 Distinguished Mining Challenge Paper Award was presented for the paper “Why Are Agentic Pull Requests Merged or Rejected? An Empirical Study.” Congrats, all! The poster was successfully presented by Youmei Fan. This is the result of joint work led by Sien Reeve Peralta and Fumika H. from our lab, with Osaka University, Ritsumeikan University, and NAIST, originating from the AI-Driven Software Engineering Summit sponsored by IPSJ-SIGSE. Sien Reeve Peralta, Fumika H., Hironori Washizaki, Naoyasu Ubayashi, Inase Kondo, Yoshiki Higo, Hiroki Mukai, Norihiro Yoshida, Kazuki Kusama, Hidetake Tanaka, Youmei Fan, “Why Are Agentic Pull Requests Merged or Rejected? An Empirical Study,” 23rd International Mining Software Repositories Conference (MSR 2026), Mining Challenge Track, Rio de Janeiro, Brazil, April 13-14, 2026.
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Emad Shihab liked thisInternational Conference on Mining Software Repositories
International Conference on Mining Software Repositories
Emad Shihab liked thisBom dia! Good Morning! We started the day with a great Vision and Reflection talk by Peter Rigby: " The State of Data Mining, Benchmarks, Double Blind Trials, and Software Engineering Systems in Industry" at Oceania IV and V. Next, we're gonna have the keynote with "From Hallucinations to Helpful Agents: Advancing Trustworthy Automation in Code Review" by Patanamon Thongtanunam. Check the rest of the program here: https://lnkd.in/ePpjEKzd #MSR2026 #MiningSoftwareRepositories #ICSE2026 #AcademicLife -
Emad Shihab liked thisEmad Shihab liked thisVery proud of our PhD students for having two papers accepted to the CVPR 2026 main conference on medical vision-language models (VLMs). One introduces a data-efficient and generalizable approach to medical image segmentation, and the other presents Sparse Spectral LoRA for routed experts. Very proud of the teamwork by Taha, Omid, Hojat, Berardino, and Yiming. The project pages give a much better feel for the ideas than a short post can, with visuals, method summaries, and technical details: MedCLIPSeg: https://lnkd.in/e58mKk7m MedQwen: https://lnkd.in/eAFzA9Zn Concordia University Gina Cody School of Engineering and Computer Science Concordia University School of HealthSparse Spectral LoRA: Routed Experts for Medical VLMsSparse Spectral LoRA: Routed Experts for Medical VLMs
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Emad Shihab liked thisInternational Conference on Mining Software Repositories
International Conference on Mining Software Repositories
Emad Shihab liked this🎤 MSR 2026 Know your PC In just a few days, MSR will land in Rio de Janeiro ☀️ for the very first time in 23 years! We’re excited to introduce our General Chair, Igor Steinmacher, PhD, whom you will meet soon during the event. Bio: "Associate Professor at Northern Arizona University and Associate Director for Graduate Programs, focusing on the human aspects of software engineering, open source, and AI in development. Serving as General Chair of the Mining Software Repositories Conference to support a rigorous, impactful, and inclusive venue for empirical software engineering research." Check our program 👇 🔗 https://lnkd.in/g9teNfFW #MSR2026 #SoftwareEngineering #MiningSoftwareRepositories #EmpiricalSE -
Emad Shihab liked thisEmad Shihab liked thisIt was an honor to present a keynote for the BoatSE Workshop at ICSE 2026! Thank you Diego Costa and Mairieli Wessel for the invitation. Please find the keynote materials, including the presentation slides and a pre-recorded practice version of the talk if you were unable to attend (4yeo), at the following link: 🔥 https://lnkd.in/eiwrrsYN 🔥
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Emad Shihab liked thisEmad Shihab liked this📢 We just had the pleasure of listening to Gustavo Pinto’s keynote. Besides his experiences building a coding agent in industry, Gustavo shared plenty of practical insights and open questions for both researchers and practitioners. It was great to see an engaged discussion with the BoatSE community afterwards. Join us and be part of the conversation! 📍 Bora Bora IV room, 2nd floor, Windsor Oceanico Hotel ⏱️ 14:00 - 18:20 Full program: https://lnkd.in/drV3Qt8E #BoatSE2026 #ICSE2026 #SoftwareEngineering
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Emad Shihab liked thisHonored to receive the ICSE Distinguished Reviewer Award, my first :) Congratulations to all recipients!ICSE - International Conference on Software Engineering
ICSE - International Conference on Software Engineering
Emad Shihab liked thisDistinguished Reviewers Awards at ICSE! Congrats to all recipients! See all awards at https://lnkd.in/d7gGv3_M -
Emad Shihab liked thisWhat a fantastic 48th International Conference on Software Engineering (#ICSE2026) in Rio de Janeiro. It was busy: In my CAIN: International Conference on AI Engineering - Software Engineering for AI keynote, “Engineering Maturity for AI Adoption: Lessons from Industry,” I shared insights from applying the AI Adoption Maturity Model we developed in collaboration with Accenture. It is very encouraging to see that the urgency of our message is shared: we need institutionalized, repeatable, commonly understood practices and a validated measurement approach to guide AI adoption and maturity. Anita Carleton, Sebastián Echeverría, Robert Edman, John Haller, Carol J. Smith, Rajendra Prasad (RP), Gayathri Pallail, Sarah Dugan, Satyajit "Doc" Doctor Leonardo da Silva Sousa presented our work, “Prompting Without Principles: Are Students Transferring Software Engineering Knowledge to LLM Use?”, examining how early-career developers use LLMs for complex tasks. Our findings is a warning: widespread AI use without strong engineering foundations and effective tool use leads to shallow solutions, over-reliance on tools, and failed systems in the long run. Across the panels I participated in—“SE.next: In the Agentic Trenches” lead by Ahmed E. Hassan and our panel with Paris Avgeriou on “Technical Debt in the AI Era”—there is a consistent message: - AI is changing how we build software, but not the need for software engineering foundational knowledge and discipline. This message applies broadly to all areas influenced by AI, just as it does to software engineering. - Maturity, measurement, & managing #techdebt are becoming even more critical—but new challenges demand equal attention. As Margaret-Anne Storey shared at her TechDebt Conference keynote, AI accelerates the erosion of shared understanding across teams as code is generated faster than understanding is built (cognitive debt), & it amplifies the absence of externalized rationale both by humans and agents (intend debt). As AI use grows, we must manage intent, cognitive, & technical debt together. - The role of the software engineer must evolve to prioritize being a supervisor, evaluator, and system thinker—alongside being a builder. We are changing the tires of a car while driving at 100 miles per hour—but the direction is clear: sustained, trustworthy AI adoption requires intentional practices, not just new tools. An uplifting week indeed—thank you Marcos Kalinowski and Rafael Prikladnicki for an incredibly well organized ICSE, Rodrigo Spínola for a TechDebt Conference packed with thought provoking discussions, #CAIN organizers for the invitation and holding on tight with the much needed focus on software engineering of AI enabled systems, and to everyone I had the privilege to connect with, share ideas, and enjoy a few laughs along the way. #SoftwareEngineering #AI #TechnicalDebt #AIAdoption #GenAIEmad Shihab liked thisMy colleague and friend Ipek Ozkaya gave an excellent keynote at CAIN 2026, the 5th International Conference on AI Engineering, titled "Engineering Maturity for AI Adoption: Lessons Learned." She presented lessons learned on following an empirically-grounded approach to develop a maturity model for AI adoption in partnership with Accenture. The part that really resonated with me was "human in the loop will shift to human in the lead" which essentially means that in the end the human is responsible for AI outcomes. I think this is very important for AI adoption where AI-enabled components are assistants rather than "in charge" of the processes and workflows that they support. Great job! #SEI #CAIN2026
Experience & Education
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Concordia University
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Honors & Awards
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MSR Early Career Achievement Award
International Conference on Mining Software Repositories
Award is given to Emad Shihab for contributions to the state of the art in research and practice in software quality assurance as well as outreach and education efforts throughout the international MSR community.
https://2019.msrconf.org/track/msr-2019-MSR-Awards#2019-Award-recipients -
World ranked researcher
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- One of five top scholars in the world in quality assessment/prediction.
- Ranked 4th most active early-stage SE researcher in the world in terms of publications in top-quality journals.
- Ranked the 14th most impactful early-stage SE researcher in the world.
Source: https://www.sciencedirect.com/science/article/pii/S0164121218302334
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