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Illustration for: How can teams integrate generative AI into creative problem-solving without losing human agency and control?

Key question New

How can teams integrate generative AI into creative problem-solving without losing human agency and control?

From Design Thinking to AID Thinking: A Work-Design Intervention Format for Generative AI-Augmented Creative Teams
Leible, Simic, Dursun, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Establish governance structures that help teams decide where GenAI can add value in creative work while keeping human responsibility for framing, evaluation, and consequential decisions explicit.
  • IT Manager Provide prompt guidance, structured documentation, and explicit human checkpoints to help teams critically evaluate AI contributions and retain ownership of final concept decisions.
  • Business Strategist Design creative workflows with explicit human agency checkpoints at which teams critically evaluate, adapt, or reject AI-generated contributions before proceeding.
  • Researcher Investigate how structured work-design interventions like AID Thinking impact the trade-off between AI-driven content acceleration and human critical deliberation in collaborative creative teams.
  • Policymaker Develop guidance that keeps human accountability explicit when generative AI contributes to collaborative creative work, particularly for consequential evaluation and design decisions.
Illustration for: How does national culture influence volunteer participation during emergency app dispatches across different response stages?

Key question New

How does national culture influence volunteer participation during emergency app dispatches across different response stages?

From Alert to Rescue: How National Culture Shapes Community First Responder Engagement
Balachandran, Schwartz · ICIS · 2026

Cloud & Infrastructure

What it means for you
  • CIO / IT Executive Review the responder app's codebase to audit current alert framing and dispatch text, ensuring technical infrastructure can support localized, culturally-tailored messaging configurations by the next sprint.
  • IT Manager Draft a specification to update the responder app interface with unambiguous, highly specific dispatch details to reduce hesitation among high uncertainty avoidance volunteers.
  • Business Strategist Commission an immediate audit of regional volunteer demographics against Hofstede's cultural dimensions to segment onboarding and engagement campaigns for collectivist versus individualist communities.
  • Researcher Design a comparative empirical study to test how varying levels of uncertainty avoidance impact volunteer drop-off rates across different smartphone-dispatched emergency alert interfaces.
  • Policymaker Draft updated dispatch standard operating procedures that explicitly instruct volunteers in high power distance cultures to remain on-scene and assist even after professional responders arrive.
Illustration for: What underlying patterns drive employees and users to commit different types of digital and workplace misconduct?

Key question New

What underlying patterns drive employees and users to commit different types of digital and workplace misconduct?

Technology-Related Misconduct: A Review and Explanatory Pathway Model
Wintmölle · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review current security policies to address the dominant instrumental-opportunistic (31.5%) and control-deterrence (27.7%) pathways by auditing admin access privileges and updating technical guardrails to eliminate easy opportunities for policy breaches.
  • IT Manager Schedule a team briefing to discuss how everyday tools facilitate digital misconduct, and implement clearer logging to track behavioral enactment rather than relying solely on self-reported compliance.
  • Business Strategist Analyze organizational stress points and grievance channels to mitigate the strain-coping (6.9%) and grievance-retaliation (10.8%) pathways, ensuring structural pressures do not inadvertently drive employees toward technology-related misconduct.
  • Researcher Pivot away from cross-sectional surveys and stated intentions—which make up 83.3% and 76.2% of current literature—and design a longitudinal study capturing real-time behavioral enactment of digital misconduct.
  • Policymaker Draft regulatory frameworks that address the root psychological drivers identified in the research, specifically targeting moral disengagement and justification processes common across disparate forms of digital misconduct.
Illustration for: Why do new organization-sponsored online communities struggle to engage members, and how can organizers build shared purpose?

Key question New

Why do new organization-sponsored online communities struggle to engage members, and how can organizers build shared purpose?

Aligning Stakeholder Purpose to Foster Engagement in Online Communities
Skousen, Ward · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Audit current online community platform features to ensure they support customizable governance and flexible interaction styles rather than enforcing rigid, top-down workflows.
  • IT Manager Review initial onboarding feedback data to identify hidden gaps between what the platform currently enables and what voluntary members are actually trying to achieve.
  • Business Strategist Draft a stakeholder alignment workshop agenda to map out who participates, their conflicting motivational goals, and how to negotiate a shared community purpose.
  • Researcher Design a multi-method qualitative study to empirically test the three-dimensional framework by tracking how stakeholder configuration and motivational goals shift during community launch phases.
  • Policymaker Draft digital governance guidelines that mandate transparent negotiation of purpose and user-centric data rights for organization-sponsored online platforms to prevent early member disengagement.
Illustration for: Do wealthier and better-served communities actually use digital payment systems more than poorer ones?

Key question New

Do wealthier and better-served communities actually use digital payment systems more than poorer ones?

Do Better Conditions Always Lead to More Use? Evidence from Digital Payments in Brazil
Trevisan · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Allocate infrastructure budget to optimize lightweight, low-bandwidth mobile app interfaces, ensuring reliable performance in areas with limited digital connectivity and lower-income demographics.
  • IT Manager Review server error logs and latency metrics specifically for users accessing the platform on older mobile devices and basic smartphones typical of low-income regions.
  • Business Strategist Revise the product expansion roadmap to target low-income municipalities as primary growth markets, shifting focus away from affluent areas where physical bank alternatives reduce digital payment reliance.
  • Researcher Draft a qualitative interview protocol to investigate whether high transaction volumes in low-income municipalities stem from financial distress or genuine economic empowerment.
  • Policymaker Schedule a policy review meeting to decouple financial inclusion targets from raw digital transaction volume metrics, incorporating qualitative well-being indicators to prevent misinterpreting constraint-driven usage as success.
Illustration for: When using artificial intelligence to synthesize research, which tasks should humans retain, and why?

Key question New

When using artificial intelligence to synthesize research, which tasks should humans retain, and why?

What Management Scholarship Brings to the IS Debate on AI-Augmented Literature Reviews: An Epistemic Contribution
Laval, Ossard, Fournier · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Establish an enterprise governance policy that mandates instrumental triangulation by provisioning and licensing at least two competing generative AI platforms for analytical workflows to mitigate algorithmic opacity.
  • IT Manager Audit all current AI deployment pipelines to ensure they incorporate human-in-the-loop checkpoints, enforcing criteria-centric evaluation standards that lock in strict supervision levels before tool integration begins.
  • Business Strategist Review project timelines and resource allocations to intentionally protect slower, manual review phases, treating strategic inefficiency as a core mechanism to preserve creative insight and quality.
  • Researcher Draft your literature review methodology protocol to explicitly document how you will engineer, configure, and validate prompts and outputs to maintain reflective agency over automated tools.
  • Policymaker Draft regulatory compliance guidelines that prohibit the passive adoption of automated outputs in high-stakes knowledge work, legally requiring documented human accountability and validation steps.
Illustration for: How can organizations systematically integrate environmental, social, and economic sustainability into IT service management?

Key question New

How can organizations systematically integrate environmental, social, and economic sustainability into IT service management?

Defining Green ITSM: A Taxonomy for Sustainable IT Service Management
de Souza, Engstler · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Establish an executive governance framework that combines carbon budget caps with proactive sustainability scorecards, aligning overall IT service strategy with ecological, economic, and social outcomes across the management context.
  • IT Manager Implement eco-by-default configurations and post-change sustainability reviews across ITIL-aligned value streams, evaluating technology, suppliers, products, and people to drive incremental and anticipatory green ITSM practices.
  • Business Strategist Integrate the five meta-dimensions of the Green ITSM taxonomy—Context, Belief, Action, Outcome, and Learning—into corporate strategic planning to systematically align digital transformation with broader sustainability drivers.
  • Researcher Conduct empirical validation and testing of the 16 taxonomy dimensions, while exploring broader analyses of governance mechanisms, rebound effects, and organizational learning within Green ITSM.
  • Policymaker Draft baseline compliance standards and regulatory reporting requirements for IT services that incentivize organizations to adopt anticipatory green ITSM practices and manage rebound effects.
Illustration for: How reliably do AI agents protect profit margins and follow budget limits during commercial negotiations?

Key question New

How reliably do AI agents protect profit margins and follow budget limits during commercial negotiations?

Anchored at Fifty-Fifty: How LLM Agents Bargain Across Providers
Grebeshok · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Mandate the integration of an automated supervisory check into all agentic procurement pipelines to intercept and block out-of-bounds contract breaches before transaction rails execute.
  • IT Manager Configure API middleware to hard-code budget caps as absolute hard stops rather than soft prompt constraints, ensuring agents cannot finalize transactions over limit.
  • Business Strategist Update vendor negotiation prompt templates to explicitly instruct agents on payoff-maximization and surplus capture, specifically deploying higher-capability reasoning models for high-stakes bargaining.
  • Researcher Design evaluation benchmarks to test whether prompt-scaffolded payoff-maximization instructions successfully override default 50/50 compromise heuristics across emerging frontier LLMs.
  • Policymaker Draft regulatory frameworks requiring mandatory human-in-the-loop validation or deterministic boundary-enforcement mechanisms for any autonomous financial transactions executed by AI agents.
Illustration for: How do internal open source program offices help organizations capture and share knowledge across software teams?

Key question New

How do internal open source program offices help organizations capture and share knowledge across software teams?

Beyond Shared Code: The Role of InnerSource Program Offices in Organizational Knowledge Production
Dillon, Morgan, Izquierdo-Cortázar · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Update next quarter's IT performance scorecards to explicitly measure and reward cross-team technical documentation and code contributions, ensuring the InnerSource Program Office (ISPO) is funded for its educational and generative value rather than short-term code delivery speed.
  • IT Manager Audit your team's current project backlog and allocate 10% of sprint capacity specifically for engineers to participate in cross-team code reviews and external InnerSource contributions, treating it as mandatory knowledge transfer rather than optional overhead.
  • Business Strategist Draft a revised ROI proposal for enterprise software investments that quantifies the long-term risk reduction of captured architectural rationale and tacit knowledge, rather than justifying InnerSource initiatives solely on immediate code reuse efficiency.
  • Researcher Design a qualitative tracking framework to study transient cross-boundary collaboration episodes in software development, specifically measuring how asynchronous code reviews and discussions translate into persistent organizational memory.
  • Policymaker Establish a standardized compliance and IP guideline that clarifies internal open-source sharing rules across business units, removing legal and administrative bottlenecks for developers engaging in cross-boundary InnerSource projects.
Illustration for: How do concrete business unit practices drive digital transformation and improve day-to-day operational performance?

Key question New

How do concrete business unit practices drive digital transformation and improve day-to-day operational performance?

Beyond Strategy: A Practice-Based View 
on Digital Transformation at the 
Business Unit Level
Scheerschmidt, Metzler · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review the current legacy IT infrastructure to identify bottlenecks causing high error rates or long cycle times, and map them directly into a remediation plan that supports the business unit's automation goals.
  • IT Manager Call an alignment meeting with your team to audit routine operational tasks and immediately scope out two manual workflows ready for automation-driven substitution.
  • Business Strategist Draft a concrete digital follow-up metric framework that links cost-pressure drivers directly to intermediate operational outcomes like process standardization and cycle time reductions.
  • Researcher Design an empirical qualitative study protocol to investigate how specific business units navigate the iterative cycle between digital strategizing, implementation, and follow-up.
  • Policymaker Draft an inquiry to industry associations regarding how changing regulatory demands impact the speed and execution of business-unit-level digital transformations and automation adoption.
Illustration for: How can traditional companies successfully integrate generative AI into repeatable, everyday business workflows?

Key question New

How can traditional companies successfully integrate generative AI into repeatable, everyday business workflows?

Imbricating Human Capabilities and AI: A Case Study of GenAI-enabled Workflow Stabilization
Pu, Tan, Lim, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Audit current operations to map existing human-software workflows and allocate dedicated resources to restructure tasks around both technological capabilities and human roles, rather than simply deploying individual AI tools.
  • IT Manager Document the ad-hoc prompt patterns and workaround solutions currently used by employees during exploratory AI testing to identify isolated task-level bottlenecks ready for patching.
  • Business Strategist Analyze core operational pipelines to identify where manual design turnaround times are slowest, and design pilot structures that tightly integrate human review steps with software configurations.
  • Researcher Conduct a longitudinal qualitative study tracking how informal generative AI usage transitions through the specific four stages of probing, patching, reweaving, and externalizing within a traditional firm.
  • Policymaker Establish digital transformation grant criteria that explicitly fund organizational workflow restructuring and human-AI capability integration programs rather than just software procurement in traditional industries.
Illustration for: How does the level of AI writing assistance affect whether people engage with or ignore suggestions?

Key question New

How does the level of AI writing assistance affect whether people engage with or ignore suggestions?

When Less is Worse Than More: AI Assistance Intensity and the Disengagement Zone in Writing
Siemon, de Vreede, de Vreede · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review enterprise software contracts to ensure AI writing tools can be configured for targeted, light-touch assistance rather than heavy automation, avoiding the high disengagement rates associated with balanced modes.
  • IT Manager Audit current deployment settings for writing assistants and reconfigure default configurations away from moderate or balanced editing intensities to mitigate user disengagement.
  • Business Strategist Incorporate user confidence tracking into productivity software analytics to measure long-term platform retention rather than solely relying on short-term AI suggestion acceptance rates.
  • Researcher Design follow-up experimental studies with larger sample sizes to definitively test how different AI assistance intensities impact cognitive engagement and skill retention during writing tasks.
  • Policymaker Draft guidelines for educational and workplace AI deployment that mandate transparency regarding how varying levels of algorithmic automation impact human cognitive effort and skill development.
Illustration for: How can organizations determine whether simulated social media discussions realistically mimic human conversations?

Key question New

How can organizations determine whether simulated social media discussions realistically mimic human conversations?

Examining Naturalness of Synthetic Conversations: A Framework and Evaluation
Shrestha, Sukhwal, Kankanhalli · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Allocate compute budget to pilot fine-tuning open-weight language models on domain-specific conversational datasets rather than relying on out-of-the-box baseline models for synthetic data generation.
  • IT Manager Task the machine learning engineering team with curating platform-specific training corpora and setting up a pipeline to fine-tune open-weight models for upcoming simulation projects.
  • Business Strategist Design market research and social dynamics simulation workflows that leverage fine-tuned synthetic conversational threads, knowing the models generalize effectively to held-out topics.
  • Researcher Incorporate multi-level evaluation frameworks—spanning lexical, dialog, and semantic dimensions—alongside human perceptual validation to assess synthetic conversation naturalness rather than relying solely on automated metrics.
  • Policymaker Establish governance guidelines requiring transparency and clear labeling for synthetic social media data, acknowledging that fine-tuned AI models generate discussions indistinguishable from human behavior.
Illustration for: Do subtle cultural cues in user prompts cause generative AI to give unequal salary negotiation advice?

Key question New

Do subtle cultural cues in user prompts cause generative AI to give unequal salary negotiation advice?

Cultural Bias in Generative AI Negotiation Advice: Evidence from a Large-Scale Audit
Tsekouras, Kucukyilmaz, Gladys · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Establish an enterprise AI governance policy that explicitly bans the use of consumer-grade generative AI models for high-stakes financial negotiation or compensation planning, and mandate enterprise-tier APIs with strict fairness auditing protocols.
  • IT Manager Deploy a prompt-stripping middleware filter for internal AI tools that automatically flags and removes identity-linked cues (such as culturally specific first names) from compensation and negotiation prompts before they hit LLM APIs.
  • Business Strategist Update employee training programs to instruct staff—especially job seekers and HR teams—to scrub personal cultural framing, identity markers, and collectivistic phrasing from prompts when using AI for salary negotiations.
  • Researcher Design a controlled audit experiment to test whether explicit debiasing system prompts or structured-output constraints can mitigate the $10,825 identity-linked salary gap identified in high-stakes LLM negotiations.
  • Policymaker Draft regulatory compliance standards requiring AI developers to conduct and publish algorithmic equity audits specifically measuring economic disparities driven by implicit cultural signaling in high-stakes financial tools.
Illustration for: How can business education adapt to prepare entry-level talent for rapidly evolving workplace artificial intelligence?

Key question New

How can business education adapt to prepare entry-level talent for rapidly evolving workplace artificial intelligence?

Pathways to AI-Ready Entry-Level Talent for Industry Domains: Modular, Adaptive Design Principles for Business-School Curriculum
Rai, Ramesh, Breazeal, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review internal technology workflows to identify where entry-level routine drafting, summarization, and coding tasks are being automated by generative AI, and map which supervisory oversight tasks will replace them.
  • IT Manager Evaluate current team training needs around multi-agent system debugging and reliability evaluation to prepare staff for human-in-the-loop supervisory roles.
  • Business Strategist Examine how internal operational roles are shifting from routine execution to problem framing and validation as generative AI automates baseline tasks.
  • Researcher Design a study to test the three curriculum design principles (apprenticeship-sequenced technical progression, bidirectional demand-signal alignment, and hub-and-spoke deployment) at another institution while measuring learning gains and subgroup outcomes.
  • Policymaker Draft criteria to evaluate upcoming multi-site deployments of the hub-and-spoke curriculum model, focusing on how learning outcomes and equity are measured once implementation expands.
Illustration for: Does giving users control over content recommendations truly decentralize influence on social platforms?

Key question New

Does giving users control over content recommendations truly decentralize influence on social platforms?

Is Decentralizing Democratizing? Self-Organization and Unintended Centralization in Decentralized Social Media
Wang, BAI, Kumar · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Direct your engineering team to audit decentralized platform APIs and mandate the development of algorithmic diversification flags in curation tools to prevent the systematic crowding out of non-followed, outside-network users.
  • IT Manager Pull usage metrics on internal or community 'starter packs' to identify if teams are exclusively bundling high-visibility accounts, and update UI guidelines to prompt users to include at least 50% non-prominent, outside-community voices.
  • Business Strategist Revise your brand's community-building playbook to avoid relying solely on elite-curated lists or starter packs, as the research proves they trigger a 31% decrease in outside-network reach over ten weeks.
  • Researcher Design a longitudinal follow-up study using generalized synthetic control methods to test whether cross-network bridging interventions can successfully counteract the 45.2% reduction in engagement with outside users.
  • Policymaker Draft regulatory compliance guidelines for decentralized platforms requiring them to transparently report curation-driven echo-chamber metrics, specifically addressing the documented trade-off between local cohesion and platform-wide visibility.
Illustration for: How can managers measure whether employees are critically and effectively working with generative AI tools?

Key question New

How can managers measure whether employees are critically and effectively working with generative AI tools?

Critical Engagement with Generative AI: Development and Validation of a Scale
Tripathi, Chakraborty, Pal, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Allocate Q3 budget to transition enterprise AI training away from basic prompt-writing tutorials and fund programs focused on cognitive oversight, specifically teaching staff how to conduct systematic skeptical reviews of AI-generated code and text.
  • IT Manager Update your team's code-review and document-drafting checklists to explicitly require a documented 'skeptical review' step, ensuring engineers do not blindly copy-paste probabilistic AI outputs without testing edge cases.
  • Business Strategist Audit your department's current AI-driven workflows to identify where deterministic assumptions are being made, and mandate a step-by-step 'thoughtful structuring of input' protocol for any high-stakes market analysis or forecasting tasks.
  • Researcher Use the validated 15-item measurement scale from this study to design a survey measuring baseline critical engagement levels across a cohort of enterprise knowledge workers before rolling out a new generative AI tool.
  • Policymaker Draft internal corporate governance guidelines specifying that high-impact AI use cases (such as compliance or HR) require human-in-the-loop verification steps to counter non-deterministic hallucinations and probabilistic errors.
Illustration for: Why does enterprise AI adoption often stall, and how do companies successfully navigate continuous integration over time?

Key question New

Why does enterprise AI adoption often stall, and how do companies successfully navigate continuous integration over time?

Beyond TOE Dimensions: An Intersection-Based Spiral Model of AI Adoption
Smirnova, Henkel · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Establish a governance framework that mandates human-in-the-loop validation protocols for all autonomous AI outputs, explicitly avoiding both uncritical over-trust and rigid user distrust.
  • IT Manager Set up a cross-functional working group combining bottom-up grassroots AI experimentation with top-down technical alignment to review current deployment bottlenecks.
  • Business Strategist Audit the company's current AI initiatives against the four spiral phases (external activation, internal alignment, operational integration, and strategic embedding) to identify dynamic misalignments with evolving B2B customer expectations.
  • Researcher Investigate the specific behavioral conditions that cause trust to flip from an adoption enabler to a double-edged constraint during the operational integration phase.
  • Policymaker Draft regulatory compliance guidelines that account for the provisional, iterative nature of AI adoption rather than treating corporate deployment as a static, one-time event.
Illustration for: Why do digital health systems often fail trauma-affected refugees despite their legal entitlement to care?

Key question New

Why do digital health systems often fail trauma-affected refugees despite their legal entitlement to care?

Fragmented and Trauma-Unaware: Health Information Systems for Refugees in Finland
Ocheredko, Siemon · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Initiate a strategic review to approve an alternative identity authentication pathway that bypasses local bank credentials, allowing newly arrived refugees to access the health portal during their first year of residence.
  • IT Manager Audit the health portal's login and navigation flows to identify and log every cognitive friction point, then assign a developer to simplify the UI to accommodate trauma-induced cognitive burden.
  • Business Strategist Draft a stakeholder alignment workshop agenda to bridge the perceptual gap between organizational leadership (who see barriers as logistics) and refugees (who experience them as emotional harm).
  • Researcher Draft a proposal to conduct participatory usability testing directly with recently arrived Ukrainian refugees to evaluate how trauma impacts their interaction with current digital health interfaces.
  • Policymaker Draft a mandatory compliance memo requiring all public healthcare digital channels to incorporate native-language interfaces and proactive, multi-channel dissemination for mental health resources.
Illustration for: How does the way health risk data is collected affect whether patients trust and act on the results?

Key question New

How does the way health risk data is collected affect whether patients trust and act on the results?

Designing Frailty Feedback for Action: How Assessment Modality Shapes Older Adults’ Trust and Engagement with Health-Promoting Care
Claggett, Callahan · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive When evaluating passive EHR risk-scoring tools, consider pairing them with patient-facing communication that explains how scores are generated. This study proposes, and will test, whether opaque score provenance reduces patient engagement.
  • IT Manager Review how automated, patient-facing risk scores are labeled. Plain-language statements explaining how a score was calculated are a low-cost change, and this study is designed to test whether provenance shapes patient trust and follow-through.
  • Business Strategist Treat how risk data are generated as part of a digital health product, not only its accuracy. The authors hypothesize that clinician involvement and patient participation in data generation, such as wearables, may each support engagement through different routes.
  • Researcher In studies of algorithmic or sensor-based risk assessment, consider separating the entity that produces evidence from the entity that communicates it. Holding communication constant while varying the evidence source offers a way to isolate the recipient’s own role in generating evidence about themselves.
  • Policymaker As passive algorithmic risk scores spread in clinical care, consider whether patients receive understandable explanations of how scores are generated. Results from this study will help show whether provenance disclosure affects patient trust and engagement.
Illustration for: How does trusting AI feedback compare to human feedback, and how does it impact team performance?

Key question New

How does trusting AI feedback compare to human feedback, and how does it impact team performance?

When AI Credibility Fractures: Human vs. AI Feedback Sources in Global Virtual Student Team Projects
SINGH, Taras · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review enterprise AI deployment dashboards to ensure tools emphasize demonstrable task competence rather than conversational 'trustworthiness' features, as the research shows AI trustworthiness perceptions negatively predict collaborative performance.
  • IT Manager Audit internal team AI integration guides to ensure employees are actively engaging with AI as a task-specific competence tool rather than passively trusting its outputs, since credibility effects only activate through active engagement.
  • Business Strategist Reallocate training budgets away from general AI trust-building initiatives and toward skills-based prompt engineering that highlights AI competence and factual verification.
  • Researcher Revise survey instruments to measure AI credibility across multidimensional criteria (competence, trustworthiness, goodwill) rather than a single composite score, preventing the masking of opposing performance effects.
  • Policymaker Draft guidelines requiring educational and workplace AI tools to clearly display functional competence and source limitations rather than simulating interpersonal trustworthiness, mitigating risks of detrimental over-reliance.
Illustration for: Do artificial intelligence models exhibit the same first-impression biases as human decision-makers?

Key question New

Do artificial intelligence models exhibit the same first-impression biases as human decision-makers?

May AI Be With You: A Star Wars Study of Human and AI Biases
Bogodistov, Petrik, Despotovic · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Pause any pilots deploying out-of-the-box LLMs for automated HR candidate screening or personnel ranking, given that AI models demonstrated an 86.4% baseline bias toward punitive categorizations.
  • IT Manager Audit all existing internal prompt templates used for candidate or persona evaluation to explicitly instruct the LLM to generate balanced, multi-faceted profiles rather than narrowing in on aggressive traits like iron will.
  • Business Strategist Mandate that AI-generated summaries in talent or project evaluations be used strictly as a draft-assist tool, requiring human review to reintroduce emotional nuance and inner complexity that LLMs miss.
  • Researcher Design follow-up experiments to test whether structured prompting techniques or explicit chain-of-thought methods can mitigate the severe baseline villainy and high-rank bias exhibited by LLMs in impression formation.
  • Policymaker Draft regulatory compliance guidelines requiring organizations deploying generative AI in high-stakes human resource decisions to conduct routine divergence audits comparing AI classification rates against human baselines.
Illustration for: How do discounts and existing backlogs affect when and how much customers use newly purchased digital goods?

Key question New

How do discounts and existing backlogs affect when and how much customers use newly purchased digital goods?

Attention Volatility in the Digital Economy: The Dual Role of Digital Assets
Hwang, Oh · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review enterprise software licensing and SaaS asset dashboards to audit employee utilization rates and identify neglected, unplayed licenses before approving bulk discount renewals.
  • IT Manager Pull a report on recently provisioned software tools and user login logs to flag team members with high unplayed inventories and schedule onboarding nudges before the next routine vendor discount cycle.
  • Business Strategist Audit the company's promotional calendar to eliminate constant routine discounting that exacerbates customer backlog paralysis, and pivot toward rare-deal scarcity campaigns that accelerate actual product consumption.
  • Researcher Draft a data extraction plan to isolate user retention and panel continuity metrics, ensuring future digital consumption models accurately control for the sensitivity of allocative displacement estimates.
  • Policymaker Draft a brief evaluating whether constant digital discounting practices constitute manipulative dark patterns that trap consumers in unconsumed backlogs, using the study's hazard model insights as empirical justification.
Illustration for: How can digital systems be designed during major events to ensure long-term environmental sustainability?

Key question New

How can digital systems be designed during major events to ensure long-term environmental sustainability?

Green IS Affordances for Sustainable Mega-Events: A Conceptual Model for the Brisbane 2032 Olympics
Herold, Hohenstein, Kaya, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review current digital infrastructure contracts to mandate open data standards and cross-venue data integration, ensuring systems built for the Olympics remain usable by the city post-2032.
  • IT Manager Audit all active project backlogs to identify and tag features that support long-term community usability alongside short-term event-time operational delivery.
  • Business Strategist Draft a stakeholder alignment framework that explicitly defines decision rights for green IS governance across both the pre-event build phase and the post-Games urban legacy phase.
  • Researcher Design a longitudinal evaluation framework to study how temporally deferred sustainability affordances are actually adopted by future urban actors after mega-events conclude.
  • Policymaker Establish a municipal mandate requiring all Brisbane 2032 digital infrastructure investments to include a documented institutional transferability plan for post-event civic use.
Illustration for: Why do farmers adopt digital tools for productivity rather than long-term environmental sustainability?

Key question New

Why do farmers adopt digital tools for productivity rather than long-term environmental sustainability?

How Do Arable Farmers Envision the Digital Future of Their Farms? An Affordance Perspective
Behn, Estorf, Hüttel · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Launch an open-standards API initiative to guarantee data portability, explicitly addressing farmers' fears of vendor lock-in that currently cause anticipatory deferral of ecological tech.
  • IT Manager Configure user dashboard default views to prioritize soil biodiversity and weed mapping metrics alongside standard fertilizer targeting outputs, helping balance productivity and ecology.
  • Business Strategist Restructure pricing to offer deferred payment models or crop-risk sharing for zone-specific land redesign tools to mitigate market volatility concerns for farmers.
  • Researcher Design a longitudinal interview protocol to track how farmers transition from short-term compliance documentation tools to long-term ecological land redesign.
  • Policymaker Draft a regulatory compliance subsidy framework that directly de-risks upfront investments in mechanical weed control and land diversification to counter intensification lock-in.
Illustration for: How can teams make credible new claims when analyzing data collected by others for different purposes?

Key question New

How can teams make credible new claims when analyzing data collected by others for different purposes?

Authorization Work: The Case of Clinical Trial Data Repurposing
Kilgus · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Allocate budget to build metadata infrastructure that links shared datasets directly to their original trial protocols, baseline results, and regulatory artifacts, rather than just providing raw data tables.
  • IT Manager Update the data-sharing portal workflow to require researchers requesting secondary data to upload a validation plan showing how they will anchor their analysis to original baseline results.
  • Business Strategist Shift the organization's data-commercialization value proposition away from mere data volume access toward providing pre-packaged provenance trails and domain-specific validation toolkits.
  • Researcher Draft a section in your upcoming secondary data proposal that explicitly anchors your analytical variables to the original trial's published baseline results and labels your anticipated outcomes as hypothesis-generating.
  • Policymaker Revise data-sharing governance mandates to require that platform compliance audits evaluate not just data security and privacy, but also the inclusion of provenance documentation necessary for external credibility.
Illustration for: How can cities design shared mobility tenders that balance operator costs, rider access, and environmental emissions?

Key question New

How can cities design shared mobility tenders that balance operator costs, rider access, and environmental emissions?

Right-Sizing Shared Mobility: A Simulation-Optimization Approach to Balancing Environmental, Social, and Economic Objectives in Tenders
Muires, Ketter · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Direct the enterprise architecture team to mandate that all internal and vendor-supplied decision support systems are redesigned to explicitly display multi-objective trade-off curves (Pareto fronts) rather than prescribing a single optimized recommendation.
  • IT Manager Audit current dashboard and analytics pipelines this morning to ensure reporting tools present alternative operational scenarios side-by-side, removing any default single-score outputs that obscure competing business constraints.
  • Business Strategist Review upcoming product or portfolio proposals to ensure they evaluate strategic trade-offs across financial, social, and environmental metrics simultaneously, rather than optimizing for a single metric in isolation.
  • Researcher Revise your simulation and modeling frameworks to output Pareto-optimal compromise sets that highlight high-leverage policy inflection points, avoiding the presentation of any single model output as the definitive correct answer.
  • Policymaker Reject single-number fleet caps in upcoming mobility tenders and instead require your planning team to use simulation tools that visualize the trade-offs between citizen access, operator costs, and carbon emissions.
Illustration for: How do shopper approval and cognitive load influence the success of digital product swap recommendations?

Key question New

How do shopper approval and cognitive load influence the success of digital product swap recommendations?

How User Approval and Cognitive Load Shape the Effectiveness of a Digital Swap Nudge
Manzke, O'Sullivan, Grummon, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Approve the integration of digital swap recommendation features into the e-commerce platform architecture, confirming that they deploy successfully without inflating the system-measured cognitive load or friction for users.
  • IT Manager Configure the e-commerce recommendation engine to display health and climate-impact swap alternatives within product categories, ensuring the interface surfaces these suggestions seamlessly during active shopping sessions.
  • Business Strategist Incorporate automated product swap recommendations into the online grocery interface to successfully drive higher basket healthiness scores and lower average carbon footprints across repeated customer visits.
  • Researcher Design future experimental studies to evaluate how varying degrees of user approval and cognitive load impact consumer behavior in e-commerce environments with product swap recommendations.
  • Policymaker Encourage online retailers to adopt transparent digital nudge practices that maintain high user approval of health and environmental attributes, as perceived manipulative intent might tank user approval, which in turn may cause swap nudges to fail.
Illustration for: What does it take in practice to implement and sustain human-centered automation in operational settings?

Key question New

What does it take in practice to implement and sustain human-centered automation in operational settings?

Behind the Scenes of Human-Centered Automation: The Work and Struggles of Automation Advisors
Kyratzi, Sergeeva, Jacobs · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review your technology budget to explicitly allocate 20% of resources for 'reconciliation work'—the ongoing frontline support needed to bridge abstract software analytics with physical, on-the-ground operational realities.
  • IT Manager Call a meeting with your technical support team to map out role boundaries and provide specialized cross-training, directly addressing the role indeterminacy advisors face between being domain specialists and software troubleshooters.
  • Business Strategist Audit your automation-as-a-service contracts to restructure SLAs around continuous, negotiated adaptation rather than assuming a stable, pre-designed technological outcome.
  • Researcher Shift your study design away from static 'human-in-the-loop' models to instead ethnographically trace how intermediaries continuously improvise to balance human actors, software dependencies, and non-human ecological constraints.
  • Policymaker Draft guidelines that mandate technology deployment frameworks to account for frontline 'reconciliation work,' ensuring regulatory standards recognize automation as an ongoing, negotiated accomplishment rather than a fixed safety feature.
Illustration for: What practical hurdles arise when public agencies collaborate to build their own sovereign generative AI infrastructure?

Key question New

What practical hurdles arise when public agencies collaborate to build their own sovereign generative AI infrastructure?

SVEA-in-the-Making: A Sociomaterial Genealogy of Public-Sector LLM Development in Sweden
Han, Jonathan, Li · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Review all active consortium agreements to confirm that a formal legal entity with designated data controller status exists before committing infrastructure budgets to sensitive-data AI deployments.
  • IT Manager Audit current staff workloads and pause any ongoing manual data annotation tasks assigned to municipal employees until dedicated annotation capacity or external support is provisioned.
  • Business Strategist Map out the four coexisting versions of the AI initiative (technical model, governance object, political project, practical workplace tool) and align current stakeholder communications to address their conflicting priorities.
  • Researcher Investigate how non-standard legal interpretations and lack of central institutional stabilizers substitute for managerial directives in multi-agency public sector tech projects.
  • Policymaker Draft clear legislative frameworks that grant multi-agency public innovation consortia immediate legal personhood and standardized data controller authorities to prevent localization and deployment gridlocks.
Illustration for: How does using generative AI change the way professionals are held accountable for errors and evaluated by others?

Key question New

How does using generative AI change the way professionals are held accountable for errors and evaluated by others?

AI and the Shifting Boundaries of Professional Accountability
Soleimanof, Neufeld, Rahrovani · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Establish an enterprise-wide policy mandating the logging of all AI-assisted prompt histories and verification steps to protect staff from accusations of negligence when errors occur.
  • IT Manager Implement a mandatory 'double-check' workflow requiring staff to document the specific validation checks they performed on any AI-generated deliverable before client submission.
  • Business Strategist Update client engagement terms and communication templates to explicitly transparentize AI usage protocols, countering the professional fear of strategic concealment.
  • Researcher Design a comparative study tracking how different professional sectors transition from reasoning-based to verification-based evaluation metrics under varying levels of AI adoption.
  • Policymaker Draft regulatory standards that formally redefine professional due diligence requirements to account for verification-based accountability in AI-augmented workflows.
Illustration for: Does generative AI reduce the mental effort required to gather and define software requirements?

Key question New

Does generative AI reduce the mental effort required to gather and define software requirements?

Requirements Engineering with Generative AI: Transformation of Requirements Elicitation and Cognitive Load
Pawińska, Kintzel, Schirrmeister, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Allocate budget this morning to establish mandatory AI output verification training, ensuring teams do not rely uncritically on generated requirements.
  • IT Manager Pair junior requirements engineers with senior domain experts this morning to review all GenAI-generated initial drafts and catch hallucinated edge cases.
  • Business Strategist Revise project planning metrics this morning to account for shifted cognitive effort—recognizing that time saved on drafting will be reinvested into prompt engineering and critical evaluation.
  • Researcher Design an empirical study this morning to measure the specific threshold where senior staff oversight burden outweighs the productivity gains of junior staff using GenAI.
  • Policymaker Draft guidelines this morning requiring mandatory human-in-the-loop oversight and validation for any automated requirements engineering processes used in critical infrastructure IT projects.
Illustration for: How does content creation and engagement on an AI-agent-only platform compare to human social networks?

Key question New

How does content creation and engagement on an AI-agent-only platform compare to human social networks?

Uncovering the Truth of the Agent Economy: Exploring Moltbook and Future Research Directions on Interacting with Machines
Banh, Holldack, Strauß, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Audit all enterprise AI agent deployments to implement explicit prompt-tuning penalties or filters against echo-chamber reinforcement, ensuring agents are configured to actively seek out external, human-generated datasets rather than recycling internal LLM outputs.
  • IT Manager Review current automated agent workflows and configure orchestration tools to require human-in-the-loop review points for any high-uniqueness or high-semantic-novelty tasks, counteracting the platform-level penalty agents face for novel ideas.
  • Business Strategist Pivot generative AI ideation pipelines away from fully autonomous agent brainstorming groups and instead establish hybrid human-agent brainstorming frameworks to inject the semantic novelty that pure agent ecosystems lack.
  • Researcher Draft an experimental protocol to test whether introducing artificial negative feedback loops (synthetic downvoting mechanisms) into agent-only platforms can disrupt their convergence toward uniform, low-novelty discourse.
  • Policymaker Initiate a regulatory review regarding automated content generation standards, specifically mandating transparency frameworks that flag synthetic, low-novelty agent broadcasts to prevent automated echo chambers from dominating public digital discourse.
Illustration for: When do differing development speeds across technology, organizations, and industry standards disrupt digital innovation?

Key question New

When do differing development speeds across technology, organizations, and industry standards disrupt digital innovation?

Layered Temporality in Digital Service Innovation
Elo, Jalo, Torro, et al. · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive On Monday morning, review your active digital initiatives and audit them against shared infrastructure and regulatory dependencies to flag high-risk temporal misalignments where fast-moving digital resources outpace slower institutional or infrastructural layers.
  • IT Manager On Monday morning, schedule a alignment check with your project teams to identify where team routines or data standards are lagging behind new software rollouts, and draft a provisional workaround or manual bridge for those timing gaps.
  • Business Strategist On Monday morning, adjust your digital roadmap timelines to explicitly sequence business process redesigns and organizational practice changes *before* launching advanced AI or digital service capabilities.
  • Researcher On Monday morning, map out a qualitative interview protocol targeting multi-firm collaboration bottlenecks, specifically focusing on how industry actors perform 'temporal work' to negotiate out-of-step standards.
  • Policymaker On Monday morning, convene a working group with industry stakeholders to inventory current regulatory bottlenecks that are delaying the deployment of emerging digital service innovations in the construction and MEP sectors.
Illustration for: How can artificial intelligence better detect and evaluate mental health conditions from informal social media posts?

Key question New

How can artificial intelligence better detect and evaluate mental health conditions from informal social media posts?

InfoPsych-MoE: An Information-Theoretic Case-Based Reasoning Mixture-of-Experts Framework for Mental Health Detection
yao, Yan, Cui · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Allocate infrastructure budget to pilot a Mixture-of-Experts (MoE) architecture with dynamic utility-based routing, prioritizing it over static LLM deployments for text classification pipelines.
  • IT Manager Audit current AI model evaluation scripts to ensure they test for modular reasoning reuse and dynamic expert activation, rather than relying solely on monolithic baseline accuracy.
  • Business Strategist Draft a product roadmap to integrate adaptive case-based reasoning modules into high-stakes triage or screening products, leveraging the proven accuracy gains in informal text analysis.
  • Researcher Design an ablation experiment to test the impact of removing iterative reasoning revision versus case retrieval on your model's F1 score using your benchmark dataset.
  • Policymaker Draft procurement guidelines requiring AI vendors serving public health or mental health screening initiatives to disclose their dynamic routing mechanisms and case-reuse validation metrics.
Illustration for: How can artificial intelligence connect knowledge and decisions across recurring remote meetings to prevent information loss?

Key question New

How can artificial intelligence connect knowledge and decisions across recurring remote meetings to prevent information loss?

Too Much, Too Scattered: Supporting Organizational Memory Across Meetings
Krisam, Yang · ICIS · 2026

Operations & Supply Chain

What it means for you
  • CIO / IT Executive Initiate an architecture review to evaluate integrating our meeting transcription tools into a unified, cross-meeting knowledge base rather than keeping them isolated by session.
  • IT Manager Audit your team's current meeting notes and task-tracking platforms to consolidate scattered project decisions into a single shared document.
  • Business Strategist Draft a standard template for recurring project meetings that explicitly links current agenda items to past decisions and ongoing rationales.
  • Researcher Design a longitudinal evaluation study to measure the impact of automated cross-meeting synthesis on reducing employee cognitive overload.
  • Policymaker Draft enterprise guidelines addressing user control, personalized knowledge access, and privacy safeguards for AI meeting transcription tools.