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Key question New

What challenges arise when deploying an internal AI chatbot across complex, specialized organizational departments?

Ground Truth Heterogeneity: Exploring Development and Non-Clinical Use Of Retrieval-Augmented Generation Chatbot In Healthcare

Alaie, Vallgren, Sandberg · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Establish an ongoing governance board comprising domain experts and frontline staff to continuously curate and reconcile the chatbot's knowledge base, shifting budget from one-time IT setup to continuous data maintenance.
IT Manager Review the 18.7% of failed queries caused by prompt barriers and implement structured UI prompt templates or guided menus to assist staff with varying digital literacy levels.
Business Strategist Audit the knowledge base to segment centralized policies from unit-specific workflows, ensuring the RAG architecture preserves local context rather than enforcing a blunt organization-wide 'ground truth' that alienates clinicians.
Researcher Design a study to empirically measure the trade-off between standardizing organizational compliance via AI and the operational friction caused by suppressing localized, unit-level clinical practices.
Policymaker Draft regional healthcare IT guidelines that mandate continuous human-in-the-loop expert governance for AI deployment, explicitly recognizing RAG knowledge curation as an ongoing operational cost rather than a static technical fix.

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Key question

What skills, competencies, and responsibilities do modern IT leaders need during rapid digital innovation?

CIO PROFILE IN TIMES OF ACCELERATED DIGITAL INNOVATION – AN EXPLORATORY STUDY

Veloso, Varajão · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Schedule a 30-minute alignment meeting with the head of business strategy to review how the IT initiatives directly support the company's growth goals, specifically balancing core system stability with new digital experiments.
IT Manager Draft a negotiation strategy for your primary external software supplier to secure better service-level agreements and cost controls for upcoming tech deployments.
Business Strategist Initiate a joint workshop with the CIO to map out the current gap between operational IT stability and the speed of upcoming digital innovation projects.
Researcher Design a quantitative survey protocol to test the qualitative findings of this CIO profile study across a larger, cross-industry sample size.
Policymaker Draft guidelines for enterprise cybersecurity compliance that account for the dual pressure on CIOs to maintain legacy stability while rapidly deploying new digital innovations.

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Key question

How can AI governance be adapted to fit local cultural and ethical values around the world?

Toward Cultural–Ethical Fit in AI Governance: A Global Typology of Governance Profiles

Symeonidis, Schneider, Nikiforova · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Schedule a 30-minute deep dive with your legal and ethics teams to identify which of the eight AI governance profiles identified in the research most closely aligns with your organization's current AI development and deployment practices, and flag any immediate misalignments.
IT Manager Initiate a review of your team's current AI project documentation and development methodologies, specifically looking for instances where decisions about fairness, transparency, or accountability might have been implicitly influenced by a single cultural perspective (e.g., U.S.-centric) and note them for further discussion.
Business Strategist Begin analyzing your organization's key international markets and identify the primary cultural value orientations that characterize them, then cross-reference this with the meta-tensions (social justice vs. economic competitiveness, autonomy vs. security) to anticipate potential governance friction for upcoming AI initiatives.
Researcher Begin drafting a short literature review outline focusing on how cultural value orientations (e.g., individualism vs. collectivism) have historically shaped the adoption and regulation of other transformative technologies (e.g., the internet, biotechnology) to draw parallels with AI governance.
Policymaker Review the 'diagnostic decision framework' mentioned in the research, and identify one specific AI guideline (e.g., data privacy regulations) that your jurisdiction currently applies universally, then brainstorm how to adapt its interpretation to better fit the dominant cultural value orientations of your primary constituent groups.

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Key question

What roles can generative AI play in data quality management, and how should leaders govern them?

A Typology For Responsible Delegation Of Data Quality Management To Generative AI

Roht, Nikiforova, Lefebvre · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Initiate a review of your organization's current DQM tool landscape to identify which, if any, are actively experimenting with or have integrated GenAI capabilities, and schedule a follow-up meeting with the IT Manager to discuss initial findings and potential pilot opportunities based on the 'Translator' role.
IT Manager Dedicate an hour to review the existing data quality rulebooks and documentation within your team's purview, noting down specific areas where natural language descriptions of data quality issues or desired rules are prevalent, to prepare for a discussion with the CIO/IT Executive about the potential application of the 'Translator' GenAI role.
Business Strategist Identify one critical business process that is currently hampered by data quality issues and then, using the 'Explainer' GenAI role as a conceptual framework, draft three potential narrative-style questions you would ask an AI about the root causes and impact of these data quality problems to present to stakeholders.
Researcher Begin by outlining a research proposal to investigate the effectiveness and potential biases of GenAI 'Resolver' roles in correcting common data anomalies within a specific industry domain, drawing upon the governance guidelines related to mandatory human validation for high-impact actions.
Policymaker Begin drafting a preliminary policy document that outlines the principle of 'retained human accountability' for any data quality decisions made or influenced by GenAI within the organization, focusing on the need for clear audit trails and oversight for 'Resolver' and 'Integrator' roles.

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Key question New

How do individual user behaviors and attitudes impact the business value generated from process mining?

Unpacking the Role of Individuals in Process Mining: A Literature Review and Research Framework

Dyong, Franzoi, vom Brocke · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Initiate a data audit of the source pipelines feeding your enterprise process mining tools to eliminate data discrepancies, directly addressing the research finding that data inaccuracies severely undermine user trust and derail tool adoption.
IT Manager Add a mandatory 'Hypothesis-First' template to your team's process mining workflow, requiring analysts to document their specific diagnostic hypothesis before running queries to enforce structured behavior and reduce analysis duration.
Business Strategist Redesign the process mining ROI dashboard to measure actual business value outcomes (e.g., cost savings from process changes) rather than user log-in frequency, linking individual analytical insights directly to operational KPIs.
Researcher Draft a research design for a longitudinal study tracking 20 process mining analysts over six months to capture the sequential and temporal dynamics of user affect and trust, directly addressing the static limitations of current literature.
Policymaker Establish an internal organizational standard mandating that no department may deploy process mining software without integrating a formal training and methodological guidance program, ensuring compliant and high-quality data execution.

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Key question New

How does digital transformation affect a nonprofit's identity, and how are resulting internal conflicts resolved?

Nonprofits' Digital Transformation: Understanding Organisational Identity Dynamics

Torres, Pchel, Zimmer, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Meet with your internal communications lead to rewrite the launch narrative of your current digital initiative; frame the IT upgrades not as a 'system migration for efficiency,' but as a vital strategic weapon designed to help your activists defeat the organization's primary external adversary.
IT Manager Identify the regional office or department most resistant to the new software rollout and schedule a 30-minute call with their team leader to ask how the system can be configured to protect their local autonomy, rather than forcing a standardized corporate workflow.
Business Strategist Review your draft digital strategy document and audit its vocabulary; strip out commercial, for-profit terminology like 'customer acquisition,' 'user monetization,' and 'ROI,' replacing them with values-driven terms like 'supporter mobilization' and 'mission impact.'
Researcher Draft a outreach email to directors of three small, community-based local charities to pitch a comparative study, testing if the five-period recursive digital transformation model identified at Greenpeace holds true in non-federated, resource-constrained nonprofit settings.
Policymaker Update your organization's digital funding policy and grant application templates to remove mandatory 'commercial viability' metrics, instead requiring applicants to demonstrate how the requested digital grant will reinforce and scale their core mission-based values.

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Key question New

How does continuous digital reporting affect emotional pressure, trust, and staff autonomy in childcare centers?

When We Cannot Stop the Data Flow: The Emotional Life of Data in a Children’s Daycare Center

Püchel, Brandt · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Reconfigure your enterprise communication and tracking platforms to aggregate non-critical status updates into a single daily digest at 4:00 PM, rather than allowing real-time push notifications, to actively break the expectation of continuous monitoring.
IT Manager Audit the daycare platform's dashboard interface and replace all default automatic 'No Data' warning flags or empty progress bars with a neutral status indicator to eliminate the false perception of operational risk during quiet hours.
Business Strategist Draft and distribute a 'Communication Cadence Agreement' to clients that explicitly sets the expectation of only two digital updates per day, actively framing this slower rhythm as a premium service feature that ensures staff are focused on active care rather than screens.
Researcher Draft a research proposal to conduct a comparative diary study of frontline workers in relationship-heavy sectors like eldercare, specifically measuring the psychological friction and time spent on 'situated compliance' tasks versus actual patient care.
Policymaker Draft a policy amendment for child and eldercare labor standards that prohibits the use of real-time telemetry and continuous digital logging frequency as metrics for assessing staff performance and regulatory compliance.

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Key question New

How should teams structure initial challenges to successfully launch AI projects?

The Anatomy of a Design Challenge for Initiating AI Innovation

Röckel, van Giffen, Janson, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Mandate that all upcoming AI project proposals use a standardized 'Design Challenge' charter template structured around the 4 robust elements (verb, object of innovation, target group, context) and 3 plastic elements (internal data, technology, potential), explicitly forbidding teams from locking in a rigid technical architecture in their initial pitch.
IT Manager Gather your interdisciplinary project team for a 60-minute workshop to co-create a 'Design Challenge' statement, explicitly defining the stable 'robust' elements to align the business and tech members, while leaving the 'plastic' elements (like specific data sources and AI models) open as flexible targets to be negotiated as the project progresses.
Business Strategist Review your company's AI project portfolio and intentionally rewrite the 'object of innovation' for each project: frame them as 'modular' if you need predictable, incremental improvements, or rewrite them as 'space-based' (e.g., focused on broad capabilities) if you want to push the team toward radical, disruptive business model innovation.
Researcher Update your qualitative coding scheme for ongoing field studies of AI adoption to track how frequently and at what project stages teams modify the 'plastic' elements (internal data, technology, potential) versus the 'robust' elements of their project charters to measure the empirical threshold where technological uncertainty triggers project misalignment.
Policymaker Revise the application guidelines for the upcoming public AI innovation grant cycle to replace rigid 'technical specifications' requirements with a mandatory 'Design Challenge' framework, scoring applicants on the clarity of their robust elements (target group, context) and the adaptive flexibility of their plastic elements (data and technology integration plans).

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Key question New

How does using ChatGPT affect worker performance, workload, and their sense of ownership over problem-solving tasks?

Support or Substitution: How ChatGPT Affects Cognitive Load, Ownership, and Performance in Problem-Solving

Freise, Moritz · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Sign off on the procurement and scheduling of a mandatory 'AI Literacy and Collaborative Prompting' training program for all departments currently using generative AI, rather than just distributing licenses, to actively counter the erosion of psychological ownership and help staff manage cognitive load.
IT Manager Schedule a 30-minute team meeting to establish a 'Human-in-the-Loop' workflow review protocol, requiring team members to explicitly document, edit, and present their personal contributions to any ChatGPT-generated deliverables to re-establish psychological ownership over their outcomes.
Business Strategist Draft a proposal to revise departmental key performance indicators (KPIs), shifting the metrics of success from speed and volume (temporal savings) to qualitative, human-curated excellence to prevent employees from disengaging and treating their roles as outsourced, low-ownership tasks.
Researcher Write a research proposal for a multi-week longitudinal field study with a cohort of at least 250 participants to track whether the observed short-term reduction in psychological ownership from AI usage leads to long-term employee disengagement or performance declines over time.
Policymaker Publish a revised corporate governance policy that defines a 'Responsible Authorship' standard, mandating that the human employee remains 100% accountable for the accuracy and quality of AI-assisted outputs to prevent the dilution of organizational responsibility.

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Key question New

How can educators effectively teach modern industrial software skills without expensive physical equipment?

Towards Design Principles for Teaching Industry 4.0 Competencies to CS/IS Students

Salcher · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Direct your enterprise architecture team to draft a transition plan to replace physical IT hardware training labs with virtualized, containerized sandbox environments (e.g., Docker/Kubernetes) to reduce infrastructure costs and align onboarding with modern Industry 4.0 software architectures.
IT Manager Review the programming prerequisites of your junior developers and assign them a structured, hands-on troubleshooting task using a containerized microservice mock-up to assess their readiness for complex Industry 4.0 integration projects.
Business Strategist Reallocate a portion of next quarter's talent development budget away from high-cost physical equipment training and toward scalable, software-based virtual simulators to cost-effectively build digital twin and data architecture competencies.
Researcher Draft a research proposal to conduct a multi-institution comparative study on these eight design principles, incorporating objective pre- and post-intervention technical testing rather than relying on subjective student feedback to measure competency gains.
Policymaker Create a state-level educational grant initiative that incentivizes higher education institutions to update computer science curricula with virtualization-based Industry 4.0 frameworks, shifting funding priority away from physical learning factories.

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Key question New

How do dominant digital platforms respond to new regulations while preserving their market control?

THE GATEKEEPER’S GAMBIT: HOW PLATFORMS STRATEGICALLY ADAPT TO PLATFORM REGULATION

Heimburg, Verlooy, Staudacher, et al. · ECIS · 2026

Cybersecurity & Privacy

What it means for you

CIO / IT Executive Review enterprise contracts for third-party platform software to identify hidden economic disincentives, such as core technology fees or alternative licensing penalties, and budget for these potential cost transfers on Monday morning.
IT Manager Conduct a technical audit of current application deployment pipelines on dominant gatekeeper platforms to document any procedural friction, administrative bottlenecks, or malicious compliance degradations that impact your release schedule.
Business Strategist Evaluate the true total cost of utilizing alternative app distribution channels by factoring in platform-imposed behavioral nudges, warning screens, and potential user drop-off before committing capital to alternative monetization models.
Researcher Design a comparative methodology to test whether the three-dimensional adaptation framework (formal compliance, strategic containment, and reactive strategies) generalizes beyond hardware-funded ecosystems to ad-funded platform gatekeepers.
Policymaker Draft immediate regulatory amendments that mandate outcome-based compliance metrics, independent UX/UI audits to detect interface-based behavioral nudges, and mandatory third-party verification of platform rule changes.

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Key question New

Can real-time advice keep citizens engaged in collecting local heat data using wearable sensors?

A Context-Aware Urban Heat Companion for Prosumer Participatory Sensing and Just-in-Time Adaptive Intervention

von Heyden, Kuhlmeier, Parsons, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Authorize a pilot project to integrate on-device, context-aware processing capabilities into the company's mobile application roadmap, shifting away from centralized cloud polling to enable low-latency, real-time push notifications driven by on-device sensor data.
IT Manager Update the push-notification system's scheduling logic to restrict alerts to high-relevance afternoon windows (12:00 PM to 4:00 PM) and truncate copy to short, single-action prompts like 'Hydration & Cooling' to maximize user compliance rates.
Business Strategist Redesign the incentive structure of our data-collection app to offer immediate, personalized 'micro-utility' benefits—such as real-time local comfort scores—directly to the user upon data submission, mitigating long-term participation fatigue.
Researcher Draft a research proposal and power analysis for a randomized controlled trial (RCT) with a target sample size of at least 150 participants to statistically validate the behavioral impacts and compliance rates of the Heat Companion's adaptive interventions.
Policymaker Draft a municipal initiative to equip outdoor public-sector employees (such as postal or sanitation workers) with wearable micro-climate sensors to map urban heat islands where official weather stations lack coverage.

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Key question New

What competing tensions and trade-offs do leaders face when guiding national quantum computing ecosystems?

Orchestration Paradoxes in National Quantum Computing Innovation Ecosystems

Taipale, Tyrväinen, Tuunanen, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Schedule a 9:00 AM meeting with your lead enterprise architect to audit your current quantum-readiness roadmap, establishing a formal policy that divides software development and hardware access investments 50/50 to hedge against the performance tension of committing prematurely to a single unproven hardware stack.
IT Manager Create a bi-weekly 1-hour 'Quantum Cross-Training' slot in your team's calendar, pairing your specialized quantum physics PhDs with your generalist cloud engineers to address the learning tension between narrow technical specialization and broad-based systems integration.
Business Strategist Perform a revenue dependency audit to calculate the percentage of your quantum business unit's funding derived from state grants versus commercial clients, and draft a pitch deck for two private-sector pilots to actively transition away from 'godfather' state-funding reliance.
Researcher Draft a pre-competitive collaboration agreement template to send to a peer researcher at a competing institution, outlining a shared framework for baseline algorithm testing while clearly defining IP boundaries to manage the tension of collaboration versus resource competition.
Policymaker Draft a revision for the upcoming national quantum funding round guidelines that introduces a 'co-investment requirement,' mandating that state-funded consortia secure at least 25% of their budget from private corporate buyers to counter the 'godfather' dependency paradox.

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Key question New

How do people's personality traits shape the way they design their avatars in virtual worlds?

Avatar Design and User Personality Traits: Systematic Literature Review on Identity Construction Through Avatar in the Metaverse

Kim, Zamani, Spanaki · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Sign off on a procurement budget to upgrade the remote team's hardware from standard webcams to high-fidelity VR headsets with motion-tracking capabilities, directly leveraging the finding that immersive hardware systematically increases presence, embodiment, and professional user-avatar behavioral alignment in virtual workspaces.
IT Manager Reconfigure the onboarding settings of your company's virtual collaboration platform (e.g., Microsoft Mesh) to offer two distinct avatar creation paths: a fast-track 'realistic photo-to-avatar' tool to satisfy conscientious employees who value physical resemblance, and an 'advanced creative' toolkit with diverse assets for employees high in openness.
Business Strategist Restructure the digital product roadmap for your virtual storefront to prioritize two distinct, personality-targeted microtransaction lines: a premium line of highly visible, socially expressive, and outgoing avatar accessories for extraverted users, and a baseline line of realistic, professional attire for highly conscientious users.
Researcher Draft a research proposal and IRB application for a comparative study tracking avatar customization behaviors of non-English-speaking users in modern, high-fidelity platforms (like VRChat or Horizon Worlds), explicitly addressing the current literature limitations regarding English-only studies and outdated Second Life data.
Policymaker Draft an organizational 'Metaverse Identity Privacy Policy' that explicitly bans the algorithmic profiling of users based on their self-avatar discrepancy, ensuring that users (particularly women experiencing identity discrepancy related to neuroticism) are protected from targeted behavioral manipulation or bias based on their digital representations.

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Key question New

How can organizations design and use artificial intelligence to support circular economy practices?

The AI-Enabled Circular Economy: Extracting and Synthesizing Design Knowledge

Eckert, Hoppe-Ludwig, Strohmann, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Schedule a 9:00 AM workshop with your Enterprise Architecture and Sustainability teams to map your organization's existing data infrastructure against the study's two-layered framework, explicitly linking your micro-level AI model choices with macro-level organizational capabilities to support circular workflows.
IT Manager Initiate a pilot project on your team's backlog to deploy a predictive maintenance model on a single class of high-wear manufacturing assets, using telemetry data to forecast asset degradation and automatically trigger life-extending maintenance tickets.
Business Strategist Conduct a value-chain audit to identify where materials are lost, and draft a business case for integrating computer vision and robotic sorting systems at your primary waste-handling facility to automate material classification and close resource loops.
Researcher Draft a research proposal for a 12-month longitudinal field study in partnership with a local electronics manufacturer to empirically validate the paper's four synthesized meta-principles in a real-world operational environment, addressing the literature's lack of longitudinal testing.
Policymaker Draft a policy memo proposing a targeted grant program that provides R&D tax credits to industrial recycling facilities that implement integrated computer vision and automated sorting systems to improve regional material recycling rates.

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Key question New

How can businesses use artificial intelligence to transition their business models toward sustainability?

From Brown to Green: How AI-Driven Transformation Enables Business Model Reconfiguration in the Twin Transition

Mosconi, Boudreau · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Initiate an audit of legacy data pipelines to identify bottlenecks for AI integration, and establish a 'green sandbox' environment with relaxed governance rules to allow developers to experiment with asset-durability algorithms while tracking model energy consumption.
IT Manager Hold a 30-minute team sync to map out existing data engineering skill gaps and assign one developer to clean and structure a single historical dataset of asset lifecycle performance to prepare it for future AI model training.
Business Strategist Draft a pilot proposal to transition one high-trust client from hourly billing to a recurring, outcome-based pricing model focused on extending their asset lifecycle, and schedule a meeting with operational managers to align on realistic, incremental milestones.
Researcher Design a survey instrument targeting business and IT leaders across multiple industries to quantitatively test whether the perceptual gap between executive (radical) and operational (incremental) views on AI-driven green transitions exists outside of the engineering sector.
Policymaker Draft a policy brief proposing a targeted grant program that subsidizes data-engineering upskilling and offsets energy-efficiency auditing costs for mid-sized firms adopting AI-enabled, sustainable business models.

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Key question New

What tensions arise when pursuing digital and sustainability goals together, and how do organizations manage them?

Navigating the Twin Transition: A Paradox Perspective on Concurrent Digital and Sustainability Change

Stumkat, Stockhinger · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Update your organization's 'Definition of Done' (DoD) for all software release pipelines to mandate that any major code deployment must include a documented estimate of its cloud carbon footprint (using tools like Cloud Carbon Footprint) alongside traditional speed and cost metrics.
IT Manager During your weekly sprint planning, introduce one concrete green-coding or UI accessibility standard (such as optimizing image compression to reduce data transfer energy) to the active backlog, demonstrating to your team how to integrate sustainability into fast-paced IT iterations.
Business Strategist Review your active digital transformation roadmaps and replace any assumptions of automatic 'twin transition' synergies with a formal risk register that explicitly maps out where digital speed and carbon-reduction goals conflict, scheduling a sequenced timeline for which priority takes precedence at each milestone.
Researcher Draft a research proposal for a longitudinal, multi-sector quantitative survey targeting CIOs across Europe to statistically test the generalizability of the four identified twin-transition tensions beyond the single-case IT service provider context.
Policymaker Initiate the draft of a voluntary 'Green IT Integration' compliance guide that provides businesses with standardized templates to formalize digital-sustainability KPIs, helping them move from fragmented employee-led initiatives to structured, audit-ready corporate reporting.

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Key question New

Which approach best helps AI assistants translate imperfect user prompts into accurate database queries?

Designing for Imperfect Prompts: A Simulation-Based Evaluation of an LLM-Based Enterprise Data Assistant Using Knowledge Graphs

Wagner, Mdche · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Issue a directive to transition the enterprise's LLM-based data assistant architecture away from simple schema-based semantic similarity matching and onto a Knowledge Graph-based mediation layer constructed from database schemas to capture the demonstrated 12% to 21% precision improvements.
IT Manager Instruct your database and engineering teams to begin constructing a Knowledge Graph from your current database schemas to serve as a semantic mediation layer for your LLM assistant, replacing manual prompt engineering.
Business Strategist Launch a pilot program within the CFO business unit to deploy the Knowledge Graph-based data assistant, leveraging its verified ability to resolve incomplete, domain-specific prompts into accurate database queries for business users.
Researcher Draft a research proposal to test the Knowledge Graph-based mediation layer in a live, real-world field deployment to gather empirical performance data beyond the current study's simulation of 158 interactions across 29 users.
Policymaker Draft an internal data governance policy requiring that all natural-language LLM interfaces querying corporate databases must use a schema-derived Knowledge Graph mediation layer to ensure structural query alignment and prevent inaccurate data retrieval.

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Key question New

How effectively can artificial intelligence tools screen and extract information from complex procurement documents?

Rethinking Knowledge Work: Designing LLM-Based Systems for Complexity Management

Diener, Kaps, Spitzer, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Issue an IT directive mandating that any generative AI tools deployed for document screening must include a 'human-in-the-loop' verification interface, explicitly prohibiting automated final submissions due to the system's average 11.18% error rate in text extraction.
IT Manager Configure your document-processing pipeline's UI to visually highlight and force manual validation of 'type of service' and 'required references' fields, as the research shows these have lower extraction accuracies (79.4% and 76.5%) compared to highly reliable fields like 'procuring entity' (94.1%).
Business Strategist Calculate the potential ROI of deploying an LLM-based screening tool for your proposal-writing team, using the study's proven 59% reduction in initial document screening time (down to 1 minute 30 seconds per document) to project resource hours saved.
Researcher Write a research proposal to extend this design science framework by testing it on a dataset larger than 34 documents across multi-industry and non-German settings, focusing specifically on optimizing prompts to improve the low 76.5% accuracy baseline for identifying required references.
Policymaker Initiate a draft proposal for public procurement formatting standards that mandates standardized, machine-readable sections for 'required certifications' and 'references' to minimize AI extraction errors (currently at 8.8% and 23.5% respectively) and ensure fair bidding processes for SMEs.

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Key question New

How does using generative AI in everyday work change how management consulting firms operate and deliver value?

How Generative AI Drives Field-Level Change in Management Consulting

Killewald, Haskamp · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Integrate an automated 'Validation Gateway' into the firm’s proprietary GenAI workspace that blocks users from exporting drafts into client-ready formats (like PPTX or PDF) until they complete a digital checklist verifying the accuracy and sources of the underlying data.
IT Manager Set up a weekly automated audit report in your GenAI usage analytics platform to identify teams with high-volume AI prompt generations but low average document-editing times, and flag these teams for manual quality-assurance reviews.
Business Strategist Redesign the firm's standard client engagement proposal template to phase out hourly billing for commoditized deliverables (like market research summaries) and replace it with value-based pricing focused on human-led strategic judgment workshops.
Researcher Draft a quantitative survey instrument targeting 500 management consultants across North America and Asia to test if the qualitative mechanisms of 'skill polarity' and 'provisionality of reliance' negatively correlate with long-term client retention metrics.
Policymaker Introduce an industry-standard certification framework for professional service firms that mandates documented 'human-in-the-loop' validation protocols and minimum structured mentoring hours to protect junior workforce development against generative AI skill erosion.

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Key question New

How does artificial intelligence compare to experienced human planners when forecasting cafeteria meal demand?

Schnitzel-Prediction: Designing Human–AI Collaboration for Cafeteria Demand Forecasting

Cappel, Strohmann, Burger, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Issue a directive to your enterprise architecture team to halt all pure-automation forecasting initiatives and mandate that any future demand-planning software deployments integrate a 'human-in-the-loop' interface, specifically reserving override capabilities for experienced frontline staff in high-uncertainty scenarios.
IT Manager Create a task in your team's active development sprint to build an LLM-powered semantic tagging feature for your menu database, and pair it with a simple UI override slider on the kitchen manager's dashboard to let them manually adjust AI-generated forecasts for newly introduced dishes.
Business Strategist Review your cafeteria's historical food waste logs and restructure the kitchen managers' weekly KPIs to incentivize them to manually audit and adjust automated algorithmic forecasts, focusing their human intervention specifically on novel menu items where historical data is sparse.
Researcher Draft a grant proposal for a multi-site, longitudinal study that replicates the 'SCHNITZEL-PREDICTION' methodology across five different corporate catering firms over a six-month period to overcome the single-case and 24-day evaluation limitations of this study.
Policymaker Draft an update to the public sector sustainable procurement guidelines requiring that any government-funded cafeteria software tenders mandate human-AI collaborative interfaces rather than fully automated solutions to actively prevent food waste caused by algorithmic 'cold-start' forecasting failures.

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Key question New

How can teams evaluate whether an artificial intelligence project is ready to launch?

Structuring Readiness for AI Innovation: The Role of the Design Challenge Brief as a Coordination and Gatekeeping Artefact

Hehn, Röckel, van Giffen · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Draft and mandate a standard 'Design Challenge Brief' template that all AI project champions must complete and get approved before receiving formal project launch funding.
IT Manager Gather your AI project team for a 1-hour workshop to map your current pre-project planning stage to the three phases of divergent exploration, negotiation/translation, and convergent alignment, explicitly documenting how you will handle fluid data availability.
Business Strategist Audit your pipeline of proposed AI initiatives and flag any project that has not yet completed a collaborative 'Design Challenge Brief' to prevent launching projects with high uncertainty around non-deterministic outcomes.
Researcher Draft a research proposal and survey instrument to test the generalizability of the three-phase AI readiness model across a quantitative sample of 100+ corporate AI projects outside of academic lab settings.
Policymaker Integrate a 'Design Challenge Brief' gatekeeping requirement into your public sector AI procurement and funding frameworks to ensure public agencies evaluate data readiness and outcome uncertainties before awarding AI contracts.

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Key question New

How do IT and sustainability departments interact to shape corporate digital sustainability initiatives?

Actor-Networks in Corporate Digital Sustainability Initiatives

Stanlein, Püchel, Juntunen, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Schedule a 30-minute meeting with the Head of Sustainability to co-design and integrate a 'sustainability impact score' directly into the IT department's project prioritization framework, ensuring green metrics are evaluated alongside traditional cost and efficiency KPIs.
IT Manager Review your team's current project backlog and formally assign a senior systems engineer as the dedicated 'Green IT Liaison' to attend the sustainability working group's bi-weekly meetings, ensuring technical resource constraints are communicated early.
Business Strategist Draft a charter for a joint IT-Sustainability Steering Committee that outlines a shared governance model, specifically defining a conflict-resolution protocol for when short-term IT cost-cutting clashes with long-term carbon reduction targets.
Researcher Draft a research proposal for a multi-case study targeting non-financial sectors (such as manufacturing or retail) that intentionally oversamples sustainability managers to address the IT-biased, single-case limitation of the existing literature.
Policymaker Initiate a draft for a voluntary corporate digital sustainability reporting template that requires firms to disclose how their IT infrastructure procurement policies align with national green transition targets.

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Key question New

How can businesses manage generative AI autonomy after deployment to reduce risks without losing value?

Harnessing and Reducing the Generative and Workflow Autonomy of Generative AI Systems: A Multiple-Case Study

Heimburg, Wiesche · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Audit your organization's active GenAI integrations and mandate the immediate implementation of 'resource circuit breakers'—hard programmatic limits on API calls and database writes—to restrict workflow autonomy and prevent runaway system actions.
IT Manager Set up a 'real-time auditing' log pipeline for your team's customer-facing GenAI application to flag and review outputs where the system's confidence score drops below 80%, immediately routing those queries to human-in-the-loop agents.
Business Strategist Map your company's GenAI product features onto a 2x2 grid of Generative Autonomy vs. Workflow Autonomy to identify features where you can reduce risky workflow autonomy (e.g., auto-sending emails) without degrading the value of the generated content.
Researcher Draft a research proposal for a quantitative empirical study that measures the operational latency, safety rates, and economic impacts of 'architectural weaving' vs. 'semantic resource enrichment' across B2B GenAI deployments.
Policymaker Draft an update to your agency's AI procurement guidelines requiring vendors to prove they have 'averting effects' controls in place, specifically demonstrating how their systems constrain generative output risks when workflow autonomy is elevated.

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Key question New

How does delisting a privacy coin from a major exchange impact its price over time?

Are the Regulators Winning the Fight with Anonymity-Enhancing Coins? Studying Binance’s European Delisting of Monero as a Natural Experiment

Renwick, Gleasure · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Audit our organization's digital asset holdings and treasury to identify any exposure to privacy coins like Monero, and immediately initiate a migration plan to convert these assets to compliant, liquid cryptocurrencies to avoid permanent valuation loss from regulatory delistings.
IT Manager Update network monitoring tools and firewall rules to detect and block any Monero nodes, mining scripts, or wallet connections on company-owned infrastructure to prevent compliance violations arising from tightening centralized exchange regulations.
Business Strategist Review our payment gateway integrations and product roadmap to remove Monero or other privacy coins as accepted payment methods, and pivot our privacy-focused initiatives toward compliant layer-2 scaling solutions (like Zero-Knowledge rollups) that satisfy regulators.
Researcher Draft a new research proposal to apply the synthetic control method to other privacy-centric assets (like Zcash or Dash) across different geographic regions, incorporating decentralized exchange (DEX) trading volumes to test if the value shifted off centralized order books.
Policymaker Draft an amendment to the national crypto-asset regulatory framework to mandate that all registered centralized exchanges delist anonymity-enhancing coins, citing this empirical evidence that exchange-level bans are highly effective at permanently reducing these assets' market value and liquidity.

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Key question New

What are the key factors needed to successfully scale automation across an organization?

Time to Turn Off the Lights: A Success Factor Framework for Advancing Hyperautomation in Organizations

Straub, Zeiß, Ibrahimli, et al. · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Schedule a 30-minute alignment meeting with business unit heads to establish a joint 'Hyperautomation Governance Board' to audit all active shadow-IT automation tools (like RPA and low-code apps) and map them against your long-term IT integration roadmap to prevent fragmented technical debt.
IT Manager Block out two hours to audit your current automation deployment backlog and draft a standardized 'API-First Integration Checklist' that your development team must use to ensure new automations do not bypass APIs and create system incompatibilities.
Business Strategist Select one high-volume customer-facing workflow and schedule a scoping call with a key strategic partner to co-design an integrated, automated data-sharing process, directly applying the 'Customer Integration' (SF13) and 'Strategic Partner Collaboration' (SF15) success factors.
Researcher Draft a research proposal and outreach email to target three non-German, US-based enterprises to secure pilot sites for a comparative case study that measures objective operational KPIs (such as transaction error rates and processing speed) to validate the subjective findings of the 15-factor framework.
Policymaker Draft an amendment to your organization's IT Procurement Policy mandating that any new business unit purchasing low-code or RPA tools must submit a 'Systemic Compatibility and Trust Impact Assessment' addressing how the tool aligns with the enterprise IT architecture and employee trust-building guidelines.

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Key question New

How can public sector organizations effectively adopt and manage artificial intelligence?

Managing Artificial Intelligence in Public Sector Organizations: A Dynamic Capabilities Perspective

Urban, Baer, Plattfaut · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Send an email calendar invite to the chair of your organization's Employee Representation Body (Staff Council) to establish a joint, bi-weekly 'AI Governance and Alignment Committee' to co-create deployment guidelines and prevent approval bottlenecks.
IT Manager Draft a 1-page project charter for a highly constrained, 4-week pilot project using a low-risk internal AI tool (e.g., automated document summarizing) to test technical capability and establish baseline performance metrics.
Business Strategist Design and launch a 5-question MS Forms survey to all department heads to map their teams' current AI literacy levels and identify specific anxieties, using the results to structure next month's targeted change management plan.
Researcher Draft a research proposal and reach out to two international public sector research partners to replicate this qualitative dynamic capabilities study in a non-German jurisdiction (e.g., the US or UK) to address the geographical limitations of the original study.
Policymaker Create and distribute a standardized 'Public Sector AI Regulatory Compliance Checklist' to provide local agency leaders with clear, step-by-step guidance on data privacy and municipal regulations, directly reducing their regulatory uncertainty.

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Key question New

What are the benefits and risks of using generative artificial intelligence for romantic relationship advice?

GenAI as a Romantic Relationship Advisor: Exploring Human–AI Collaboration in Emotional Support Contexts

Schätzle, Buxmann · ECIS · 2026

Operations & Supply Chain

What it means for you

CIO / IT Executive Configure the enterprise GenAI gateway to detect personal counseling or emotional-support-seeking queries and automatically inject a system-level disclaimer redirecting employees to the company's official Employee Assistance Program (EAP) to prevent reliance on GenAI as an authoritative clinical resource.
IT Manager Create and distribute a 'Balanced Prompting' template to the team, instructing them to explicitly prompt GenAI to 'act as a devil's advocate and challenge my assumptions' when using it to prepare for difficult workplace or interpersonal conversations, directly mitigating the tool's confirmation bias.
Business Strategist Review the product roadmap for our wellness and conversational AI features to pivot the UX away from direct 'advice-giving' toward 'communication preparation and self-reflection' tools, integrating mandatory disclaimers that clarify the AI has no clinical diagnostic capabilities.
Researcher Draft a research proposal for a pre-registered quantitative study ($N > 300$) comparing how different LLM models (e.g., ChatGPT, Claude, Gemini) handle relationship conflict prompts, specifically measuring the rate of user agreement (automation bias) versus the model's level of validation.
Policymaker Draft a regulatory policy mandate requiring developers of consumer-facing GenAI tools to implement prominent 'non-clinical tool' labels and active-consent pop-ups warning users of the risks of automation bias and the lack of professional diagnostic authority in emotionally sensitive domains.

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Key question

How can organizations automatically discover practical process improvement ideas directly from their operational workflow data?

The FLAC Method: Data-Facilitated Discovery of Business Process Improvement Options

Fehrer, Marcus, Röglinger, et al. · ECIS · 2024

Operations & Supply Chain

What it means for you

CIO / IT Executive Allocate budget to integrate the FLAC method software prototype into your organization's existing process mining platform to automate the generation of redesign recommendations.
IT Manager Pull the event logs for your highest-volume operational process and task an analyst with translating one abstract improvement heuristic into a programmable rule using FLAC criteria.
Business Strategist Review the automatically generated and ranked improvement options from your process mining platform to identify top-performing redesign patterns for the purchase-to-pay workflow.
Researcher Investigate how to expand the FLAC method's current set of four redesign patterns (Fitness, Location, Attribute, Constraint) to handle more complex, multi-system enterprise event logs.
Policymaker Draft guidelines encouraging government or heavily regulated agencies to adopt automated, data-driven process mining methods like FLAC to audit public service workflows objectively and transparently.

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Key question

How can organizations improve business processes while actively supporting employee well-being and involvement?

With People, for People: A Method for Employee-Aware Business Process Improvement

Fehrer, González, Röglinger, et al. · ECIS · 2024

Operations & Supply Chain

What it means for you

CIO / IT Executive Initiate a review of upcoming IT process automation projects to mandate that employee well-being metrics and human-centric feedback loops are included alongside standard efficiency KPIs before final budget approval.
IT Manager Schedule a 45-minute alignment workshop with your team to map out current workflow friction points and surface latent employee concerns using a structured divergent-thinking exercise.
Business Strategist Draft a cross-functional alignment framework that explicitly connects talent retention goals with upcoming process redesign initiatives to ensure mutual benefit.
Researcher Design a study protocol to evaluate the long-term impact of integrating HR well-being metrics into traditional process improvement frameworks across diverse private-sector industries.
Policymaker Update digital transformation funding guidelines to require organizations applying for grants to demonstrate how their process improvement plans incorporate worker-centric safeguards and employee feedback mechanisms.

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Key question

How can organizations use blockchain to verify hiring credentials while complying with data privacy laws?

Designing GDPR-Compliant Credential Verification Using Blockchain: A Design Science Research Approach

Parkkila, Haque, Vuolasto, et al. · ECIS · 2024

Operations & Supply Chain

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Key question

How can digital experimentation platforms help city leaders make better, more adaptive urban sustainability policies?

How to Cope with the Dynamics of Urban Sustainability: Urban Experimentation Platforms as Tools for Adaptive Policy-Making

Rehm, McLoughlin, Donnellan · ECIS · 2022

Operations & Supply Chain

What it means for you

CIO / IT Executive Audit current urban data platforms to ensure they include incoming feedback channels from local experimentation trials, rather than functioning solely as one-way broadcast tools.
IT Manager Configure dashboard alerts to aggregate and flag real-time stakeholder feedback and usage metrics from ongoing urban sustainability pilots.
Business Strategist Initiate a meeting with municipal authorities and local business ecosystem partners to design a recurring framework for collaborative problem-solving using platform data.
Researcher Apply system dynamics modeling to map the existing stakeholder feedback loops within your city's active urban experimentation platforms.
Policymaker Review the latest data reports from active local sustainability trials and draft a plan to update an existing municipal policy based on the trial results.

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