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AISの学術誌、カンファレンス等からの163件のインサイト。多くはそれが答える問いから始まります。

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イラスト: 組織は導入後のAIシステムをどのように継続して評価・保守できるか?

中心となる問い 新着

組織は導入後のAIシステムをどのように継続して評価・保守できるか?

The Danish Business Authority's Approach to the Ongoing Evaluation of AI Systems
Krancher, Nagbøl, Müller · MIS Quarterly Executive · 2025

Artificial Intelligence & Automation

実践への示唆
  • CIO / IT役員 Allocate Q3 budget to build or procure an MLOps platform featuring model traceability, automated deployment, annotation, and real-time performance monitoring tools.
  • ITマネージャー Schedule an inventory of all deployed operational AI models to audit their current performance drift and verify if automated deployment pipelines are active.
  • 経営戦略担当者 Draft a mandatory evaluation plan and risk assessment framework for all upcoming AI projects, ensuring alignment with EU AI Act post-market monitoring requirements.
  • 研究者 Design a blind sampling protocol and reflective human oversight process to test live AI models against shifting real-world user behaviors and data drift.
  • 政策立案者 Mandate structured, ongoing post-market monitoring and traceability requirements for high-risk AI deployments based on the X-RAI continuous evaluation framework.
イラスト: 没入型の仮想空間は、リモートチームが創造的に協力し、革新的なアイデアを生み出すためにどのように役立つでしょうか?

中心となる問い

没入型の仮想空間は、リモートチームが創造的に協力し、革新的なアイデアを生み出すためにどのように役立つでしょうか?

A Metaverse-Based Proof of Concept for Innovation in Distributed Teams
Francisco, Geeling, Oosterwyk, 他 · MIS Quarterly Executive · 2025

Operations & Supply Chain

実践への示唆
  • CIO / IT役員 Initiate a pilot program to explore and test a specific metaverse platform (e.g., Spatial, ENGAGE) by scheduling a 30-minute exploratory session with your direct reports to assess its potential for distributed team collaboration and innovation, focusing on avatar-based interaction and spatial navigation.
  • ITマネージャー Research and identify two to three user-friendly metaverse platforms and one digital whiteboard tool that integrate well, and then schedule a brief (15-minute) demo for your team to evaluate their potential for facilitating dynamic collaboration and creative ideation in distributed teams.
  • 経営戦略担当者 Identify one specific cross-functional innovation challenge your distributed teams are currently facing and outline how an immersive metaverse environment could potentially foster more spontaneous interaction and diverse solution ideation for that specific challenge.
  • 研究者 Begin by reviewing the 'Key Findings' of this study and formulate three specific hypotheses about how the integration of metaverse environments and digital whiteboards can measurably improve psychological safety and idea generation in your next distributed team project.
  • 政策立案者 Draft a preliminary proposal for a 'Virtual Innovation Hub' policy, outlining the potential benefits of adopting immersive metaverse technologies for distributed teams, referencing the research findings on enhanced engagement and reduced social pressure.
イラスト: マネージャーは生成AIを活用して、専門家の知見をデジタルプラットフォーム向けの実践的な戦略にどのように変換できますか?

中心となる問い

マネージャーは生成AIを活用して、専門家の知見をデジタルプラットフォーム向けの実践的な戦略にどのように変換できますか?

Turning Tacit Knowledge into Dynamic Strategies Through Collective Inferencing
Rehm · MIS Quarterly Executive · 2025

Operations & Supply Chain

実践への示唆
  • CIO / IT役員 Initiate a pilot project with your innovation team to test the 'differential analysis' step of the Collective Inference Method on a small, contained platform ecosystem. Gather 2-3 key internal stakeholders with diverse operational roles and feed their raw, unstructured operational challenges into a generative AI tool to identify initial tacit knowledge patterns.
  • ITマネージャー Schedule a 30-minute informal discussion with two of your most experienced support technicians. Ask them to describe in detail a recent complex troubleshooting scenario where they had to 'go beyond the documentation' to resolve the issue. Record their responses, focusing on the 'why' and 'how' of their intuitive decisions.
  • 経営戦略担当者 Identify one critical strategic decision your organization is facing that has significant ambiguity or conflicting stakeholder perspectives. Document the perceived goals and constraints of three different key stakeholder groups involved in this decision in their own words, without trying to structure them yet.
  • 研究者 Select one publicly available case study of a failed platform strategy and manually extract all unstructured stakeholder feedback, forum discussions, or public comments related to its challenges. Categorize these snippets into broad areas of operational friction or unmet needs.
  • 政策立案者 Identify a specific public service delivery challenge where fragmented stakeholder input leads to inefficient or contradictory policy outcomes. Gather and print out the last 5 public consultation submissions from different community groups on this issue, without any initial analysis.
イラスト: 許可外のIT利用を管理する際、企業はセキュリティと利便性をどう両立すべきか?

中心となる問い 新着

許可外のIT利用を管理する際、企業はセキュリティと利便性をどう両立すべきか?

Dealing Effectively with Shadow IT by Managing Both Cybersecurity and User Needs
Haag, Eckhardt · MIS Quarterly Executive · 2024

Cybersecurity & Privacy

実践への示唆
  • CIO / IT役員 Establish a dedicated user experience team within IT to evaluate employee needs and streamline the formal approval process for new digital technologies.
  • ITマネージャー Differentiate support strategies by identifying tech-savvy risk-managers versus less aware followers, providing targeted security guidance to the higher-risk group.
  • 経営戦略担当者 Conduct an inventory of unauthorized digital technologies currently used across departments to integrate their core functionalities into official enterprise strategy.
  • 研究者 Investigate how the four organizational archetypes for managing Shadow IT impact long-term enterprise innovation versus security incidents.
  • 政策立案者 Draft regulatory frameworks that mandate clear organizational communication explaining the exact reasons behind cybersecurity rules and why their compliance is enforced.
イラスト: 予期せぬ危機によって生じるデジタル変革を、企業はどのように成功裏に進められるか?

中心となる問い 新着

予期せぬ危機によって生じるデジタル変革を、企業はどのように成功裏に進められるか?

How to Successfully Navigate Crisis-Driven Digital Transformations
Plattfaut, Borghoff · MIS Quarterly Executive · 2023

Digital Transformation & Strategy

実践への示唆
  • CIO / IT役員 Establish a small, empowered agile steering group today to oversee critical digital workflows, bypassing slow consensus-driven committees to maintain high-pressure transformation momentum.
  • ITマネージャー Audit the ad-hoc digital tools and agile workarounds deployed during the recent crisis to lock them into standard operating procedures before organizational resistance returns.
  • 経営戦略担当者 Identify current operational bottlenecks caused by external market shocks and draft a rapid, top-down response plan focused strictly on business survival rather than long-term strategic consensus.
  • 研究者 Design a comparative study tracking how German Mittelstand firms transition their crisis-forged agile practices into permanent post-crisis organizational routines.
  • 政策立案者 Draft targeted grant programs that fund agile digital steering groups in SMEs to help them institutionalize rapid-response capabilities before urgency fades.