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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: 意思決定者は人工知能からの肯定的助言と否定的助言にどう反応するのか?

中心となる問い 新着

意思決定者は人工知能からの肯定的助言と否定的助言にどう反応するのか?

Asymmetric Algorithm Aversion
Basu, Dennis, Garimella, 他 · Information Systems Research · 2026

Artificial Intelligence & Automation

実践への示唆
  • CIO / IT役員 Review the enterprise AI portfolio and mandate that all AI tools in high-stakes financial evaluation explicitly separate explicit metrics from tacit risk factors in their UI dashboards to address asymmetric trust.
  • ITマネージャー Audit your team's current AI deployment to ensure that negative AI recommendations display the specific explicit rules or red flags that triggered the warning, making the disjunctive logic transparent to users.
  • 経営戦略担当者 Update your investment screening workflow to explicitly require human due diligence specifically for positively-rated AI projects, countering the tendency to blindly trust positive AI advice without verifying tacit factors.
  • 研究者 Design an experimental study isolating how cognitive framing of tacit versus explicit knowledge impacts decision-maker integration of neutral or mixed AI recommendations in Fintech.
  • 政策立案者 Draft regulatory compliance guidelines requiring Fintech AI developers to publish audit trails showing how their models weigh tacit versus explicit knowledge, particularly for positive financial investment advisories.
イラスト: 組織の過去のデジタル経験は、新技術の導入計画にどう影響するか?

中心となる問い 新着

組織の過去のデジタル経験は、新技術の導入計画にどう影響するか?

Anticipating the Digital: How Interpretive Debt and Layered Architectural Framing Shape Innovation Pathways
Leavell · Information Systems Research · 2026

Information Systems & Management

実践への示唆
  • CIO / IT役員 Before 10:00 AM, cancel the internal scope-definition meeting for your upcoming digital initiative and instead email two external organizations that have already deployed this technology to schedule mandatory cross-organizational advisory sessions.
  • ITマネージャー Draft an audit checklist that explicitly tests whether your current project scope treats an incoming digital tool as merely a hardware/software replacement, and distribute it to your engineering leads to challenge their architectural assumptions.
  • 経営戦略担当者 Convene a workshop with cross-functional stakeholders to map out how the upcoming digital investment impacts organizational workflows across device, network, and data layers, specifically identifying where past operational habits are narrowing your strategic vision.
  • 研究者 Design a comparative qualitative study tracking how organizations with high versus low domain experience engage external consultants during the pre-procurement phase, focusing on how outside input disrupts entrenched interpretive frames.
  • 政策立案者 Mandate that any public agency applying for digital infrastructure funding must include a documented peer-learning review from an external organization that has already completed a similar deployment, submitted prior to project approval.
イラスト: 企業が否定的なレビューを非表示にすることを禁止する法律は、オンラインの顧客評価にどのような影響を与えますか?

中心となる問い

企業が否定的なレビューを非表示にすることを禁止する法律は、オンラインの顧客評価にどのような影響を与えますか?

Can Regulation Restore Authenticity? Evidence from Policies Against Online Review Suppression
Sanatizadeh, Burtch, Hong, 他 · Information Systems Research · 2025

Operations & Supply Chain

実践への示唆
  • CIO / IT役員 Initiate a review of our internal policies and legal contracts to ensure no clauses inadvertently threaten or discourage customers from providing honest feedback on public review platforms.
  • ITマネージャー Task your team with monitoring online review platforms for any patterns of review suppression tactics being used by our competitors, specifically looking for increases in negative reviews that are quickly removed or challenged.
  • 経営戦略担当者 Analyze recent customer feedback data, particularly any negative reviews received in the last quarter, and assess if there are opportunities to engage with these customers to improve our offerings and address concerns openly.
  • 研究者 Identify and gather publicly available datasets on consumer review sentiment and volume for companies in sectors known for aggressive review suppression prior to recent regulatory changes, to replicate or extend the findings on the CRFA.
  • 政策立案者 Schedule a meeting with your legislative staff to discuss potential avenues for expanding regulatory protections to cover other forms of consumer feedback, such as social media comments or product testimonials, building upon the success of the CRFA.
イラスト: 動画配信サービスへの加入は、人々の映画館での支出にどのような影響を与えますか?

中心となる問い

動画配信サービスへの加入は、人々の映画館での支出にどのような影響を与えますか?

Return of the Movie Night? Analyzing the Impact of Netflix Subscriptions on Offline Movie Spending
Fang, Kwon, Gopal, 他 · Information Systems Research · 2025

Cloud & Infrastructure

実践への示唆
  • CIO / IT役員 Initiate a review of our current digital content delivery infrastructure to identify potential synergies and opportunities to bundle or cross-promote offline entertainment experiences with our streaming service offerings, especially targeting younger and lower-income demographics.
  • ITマネージャー Analyze user engagement data for our streaming platform, specifically looking for patterns of usage among younger and lower-income users, and investigate if there are any integrations or notification systems we can implement to suggest local cinema showtimes or associated dining deals as complementary activities.
  • 経営戦略担当者 Schedule a meeting with the marketing and partnerships teams to explore co-marketing opportunities with local cinemas and restaurants, focusing on developing bundled packages or loyalty programs that incentivize a 'Netflix and then Out' experience, particularly targeting younger demographics and those with perceived higher hedonic needs.
  • 研究者 Begin designing a follow-up study that specifically quantifies the causal impact of premium streaming plan subscriptions on offline movie spending and complementary hedonic spending, utilizing a controlled experiment or a refined difference-in-differences approach to test expectation disconfirmation theory more rigorously.
  • 政策立案者 Begin drafting a policy brief that examines the potential for digital entertainment subscriptions to indirectly stimulate local economies through increased spending on complementary offline social and hedonic activities, and explore incentives for businesses to create integrated entertainment packages.
イラスト: デジタル部門とIT部門はどのように関わり合い、何が協調や対立を引き起こすのか?

中心となる問い 新着

デジタル部門とIT部門はどのように関わり合い、何が協調や対立を引き起こすのか?

Beyond Digital vs. IT: The Untold Story of Their Relationship from an Organizing Logic Perspective
Baiyere, Zimmer, Staykova, 他 · Information Systems Research · 2025

Digital Transformation & Strategy

実践への示唆
  • CIO / IT役員 Review the strategic, routine, and technology rationales currently dividing your IT and digital units, and schedule a joint leadership workshop to map out where your units are clashing in conflicting or parallel dynamics rather than collaborating.
  • ITマネージャー Identify one current cross-functional project where your team interacts with the digital unit, and explicitly map out whether your day-to-day routines are interdepending, interlocking, or interfacing to eliminate friction.
  • 経営戦略担当者 Audit your digital transformation initiatives to ensure that strategic business goals account for the underlying technology and routine rationales of both IT and digital, preventing parallel or diverging execution tracks.
  • 研究者 Design a qualitative study to empirically test the relational model of compatible (synergistic, converging, intersecting) versus incompatible (conflicting, diverging, parallel) dynamics across diverse organizational settings.
  • 政策立案者 Draft guidelines for public-sector digital modernization programs that mandate joint governance structures between legacy IT and new digital units, explicitly addressing their relational dynamics to prevent implementation silos.
イラスト: 推薦システムは複雑な利用状況をどのように捉え、精度とビジネス上の解釈性を向上できるか?

中心となる問い

推薦システムは複雑な利用状況をどのように捉え、精度とビジネス上の解釈性を向上できるか?

HyperCARS: Using Hyperbolic Embeddings for Generating Hierarchical Contextual Situations in Context-Aware Recommender Systems
Bauman, Tuzhilin, Unger · Information Systems Research · 2024

Sustainability & Green IS

実践への示唆
  • CIO / IT役員 Schedule a briefing with the recommendation engine architecture team to evaluate replacing current Euclidean context-modeling components with HyperCARS for improved rating prediction accuracy.
  • ITマネージャー Pull the current context-aware recommendation pipeline codebase and task a senior ML engineer with prototyping the HyperCARS hyperbolic variational autoencoder and hierarchical clustering module on a staging dataset.
  • 経営戦略担当者 Review the distinct contextual clusters generated by the HyperCARS framework to map out hierarchical customer intent levels for upcoming targeted marketing campaigns.
  • 研究者 Download the HyperCARS paper implementation details and design an experiment comparing its top-N ranking metrics against your lab's baseline Euclidean contextual embedding models.
  • 政策立案者 Draft an inquiry to the data science governance committee asking how the newly enabled hyperbolic hierarchical contextual clusters comply with current algorithmic transparency and explainability standards.