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Sandberg, Johan, ProfessorORCID iD iconorcid.org/0000-0003-0602-5404
Biography [eng]

Johan Sandberg is a professor at the Swedish Center for Digital Innovation at the Department of Informatics, Umeå University. His overall research interest lies within the area of digitalization and organizational transformation. In particular, he explores how rapidly changing governance and technology configurations in digital ecosystems affect organizing logics. He explores these issues in studies of 1) orchestration of innovation networks, 2) organizational strategy in uncertain and adaptive business environments and 3) digitization of product platforms and physical operational technology. Sandberg has received the Börje Langefors award for the best doctoral dissertation in Sweden within Information Systems, and, the Swedish Association for Information Systems’ award for outstanding pedagogical achievements. He has been a visiting scholar at the Center for Process Innovation, Georgia State University. Sandberg has published his work in the Journal of the Association for Information Systems, European Journal of Innovation Management, Information Polity, and, Business & Information Systems Engineering.

Publications (10 of 42) Show all publications
Karlsson, M., Watson, R. T. & Sandberg, J. (2026). Analysing state changes: a diagnostic framework for phenomenon-driven research. In: ECIS 2026 Proceedings. 15.: . Paper presented at ECIS 2026, 34th European Conference on Information Systems, Milan, Italy, 15-17 June, 2026.. AIS Electronic Library, Article ID ECIS2026-2099.
Open this publication in new window or tab >>Analysing state changes: a diagnostic framework for phenomenon-driven research
2026 (English)In: ECIS 2026 Proceedings. 15., AIS Electronic Library , 2026, article id ECIS2026-2099Conference paper, Published paper (Refereed)
Abstract [en]

Phenomenon-driven research (PDR) establishes when a phenomenon warrants investigation but offers little structured guidance on diagnosing why a state change occurred or which aspect of the phenomenon drove it. We address this by introducing a framework based on the Belief-Action-Outcome (BAO) framework and meme theory, positioned after a state change is detected but before full-scale theorising begins. By separating institutional beliefs, concrete interventions, and realised and unrealised outcomes into distinct analytical layers, the framework allows researchers to identify which aspect of a phenomenon produced the change and why. We demonstrate its usefulness through the Maritime Single Window (MSW), a digital platform mandated across EU Member States, where the replacement of Directive 2010/65/EU by Regulation (EU) 2019/1239 represents such a state change. Our contribution equips IS researchers with an analytical structure that helps bridge the gap between rigour and relevance.

Place, publisher, year, edition, pages
AIS Electronic Library, 2026
Keywords
Phenomenon, Belief-Action-Outcome, Meme Theory, State Change, Maritime Single Window
National Category
Other Social Sciences Social Sciences Other Social Sciences not elsewhere specified
Identifiers
urn:nbn:se:umu:diva-255052 (URN)
Conference
ECIS 2026, 34th European Conference on Information Systems, Milan, Italy, 15-17 June, 2026.
Available from: 2026-06-16 Created: 2026-06-16 Last updated: 2026-06-17Bibliographically approved
Carlson, F., Berbyuk Lindström, N. & Sandberg, J. (2026). Digital transformation through collective social action: how resource disparities can be leveraged in inter-municipal collaboration. In: Ida Lindgren; Manuel Pedro Rodríguez Bolívar; Marijn Janssen; Euripidis Loukis; Francesco Mureddu; Panos Panagiotopoulos; Gabriela Viale Pereira; Efthimios Tambouris (Ed.), Electronic Government: 24th IFIP WG 8.5 International Conference, EGOV 2025, Krems, Austria, August 31 – September 4, 2025, Proceedings. Paper presented at 24th IFIP WG 8.5 International Conference, EGOV 2025, Krems, Austria, August 31 – September 4, 2025 (pp. 34-53). Cham: Springer, 15944
Open this publication in new window or tab >>Digital transformation through collective social action: how resource disparities can be leveraged in inter-municipal collaboration
2026 (English)In: Electronic Government: 24th IFIP WG 8.5 International Conference, EGOV 2025, Krems, Austria, August 31 – September 4, 2025, Proceedings / [ed] Ida Lindgren; Manuel Pedro Rodríguez Bolívar; Marijn Janssen; Euripidis Loukis; Francesco Mureddu; Panos Panagiotopoulos; Gabriela Viale Pereira; Efthimios Tambouris, Cham: Springer, 2026, Vol. 15944, p. 34-53Conference paper, Published paper (Refereed)
Abstract [en]

Municipalities face increasing pressure to deliver efficient and secure digital solutions. While this challenges all municipalities to engage in digital transformation (DT), resource disparities contribute to digital inequality as smaller actors struggle to allocate financial means and secure competency. Inter-municipal collaboration is crucial for addressing these challenges, yet research on its role in DT remains limited. This paper examines how DT unfolds in inter-municipal collaboration through a case study of two Swedish municipalities striving for equal welfare as a human right. Using longitudinal data and a collective social action perspective, we identify the trajectories of different types of DT, enabling mechanisms and sub-mechanisms that facilitate progress, and their role at various stages of collaboration. By extending existing frameworks, this research deepens the understanding of inter-municipal DT and provides valuable insights for practitioners working to enhance digital public services through collaboration.

Place, publisher, year, edition, pages
Cham: Springer, 2026
Series
Lecture Notes in Computer Science, ISSN 0302-9743, E-ISSN 1611-3349 ; 15944
Keywords
public sector, inter-municipal collaboration, digital transformation
National Category
Information Systems, Social aspects
Research subject
computer and systems sciences
Identifiers
urn:nbn:se:umu:diva-243483 (URN)10.1007/978-3-032-01589-1_3 (DOI)2-s2.0-105017368329 (Scopus ID)978-3-032-01588-4 (ISBN)978-3-032-01589-1 (ISBN)
Conference
24th IFIP WG 8.5 International Conference, EGOV 2025, Krems, Austria, August 31 – September 4, 2025
Projects
Digital Innovation
Available from: 2025-08-25 Created: 2025-08-25 Last updated: 2025-10-21Bibliographically approved
Alaie, P., Vallgren, E. & Sandberg, J. (2026). Ground truth heterogeneity: exploring development and non-clinical use of retrieval-augmented generation chatbot in healthcare. In: ECIS 2026 Proceedings: . Paper presented at Thirty-Fourth European Conference on Information Systems (ECIS 2026), June 15-17, 2026, Milan, Italy. Association for Information Systems
Open this publication in new window or tab >>Ground truth heterogeneity: exploring development and non-clinical use of retrieval-augmented generation chatbot in healthcare
2026 (English)In: ECIS 2026 Proceedings, Association for Information Systems, 2026Conference paper, Published paper (Refereed)
Abstract [en]

Retrieval-augmented generation (RAG) architecture enhances large language models (LLMs) by incorporating external, domain-specific data sources, thereby reducing hallucinations and improving response accuracy. This approach departs from purely generative systems and offers a scalable, cost-efficient alternative for enhancing LLMs. However, the construction of ground truth to enable evolvability (ability to integrate new data continuously) and adaptability (ability to adjust responses to user context and intents dynamically) remains challenging. This study investigates how the challenges of establishing ground truth manifest at the organizational, unit, team, and individual levels within a countywide Swedish healthcare organization. Our analysis reveals that the main challenges stem from the heterogeneity of knowledge practices, which complicate the creation of reliable retrieval from the knowledge base. Furthermore, we identify a trade-off between attempts to enhance accuracy and maintain contextual relevance. These findings contribute practical insights into the micro-foundations of evolvability and adaptability in RAG-based chatbot development.

Place, publisher, year, edition, pages
Association for Information Systems, 2026
Series
ECIS 2026 Proceedings, E-ISSN 2184-1934 ; 16
Keywords
Retrieval-Augmented Generation, Ground Truth, Generative Artificial Intelligence, Knowledge Heterogeneity, Chatbot.
National Category
Information Systems
Identifiers
urn:nbn:se:umu:diva-255398 (URN)
Conference
Thirty-Fourth European Conference on Information Systems (ECIS 2026), June 15-17, 2026, Milan, Italy
Available from: 2026-06-22 Created: 2026-06-22 Last updated: 2026-06-23Bibliographically approved
Torto, M., Nylén, D. & Sandberg, J. (2025). Digital innovation and the representation of natural objects: the role of physicality. In: AMCIS 2025 proceedings: . Paper presented at AMCIS 2025, Americas Conference on Information Systems, Montreal, Canada, August 14-16, 2025. , Article ID 1656.
Open this publication in new window or tab >>Digital innovation and the representation of natural objects: the role of physicality
2025 (English)In: AMCIS 2025 proceedings, 2025, article id 1656Conference paper, Published paper (Refereed)
Abstract [en]

Digital innovation is increasingly shaped by the blurred boundaries between physical and digital realities. However, digital innovation scholarship has primarily focused on artificial objects, largely overlooking the role of natural objects in digital innovation processes. To address this knowledge gap, we report a qualitative case study of a Swedish forestry firm’s efforts to digitally represent natural objects and offer news forms of value to their customers. Our findings indicate that three key characteristics of natural objects – locus of control, pace, and multi-functionality – shape digital innovation processes.

Series
Proceedings of the Americas Conference on Information Systems, ISSN 3066-8743, E-ISSN 3066-876X
Keywords
Digital innovation, Physicality, Natural objects, Digital representations
National Category
Information Systems
Identifiers
urn:nbn:se:umu:diva-244039 (URN)2-s2.0-105025189203 (Scopus ID)
Conference
AMCIS 2025, Americas Conference on Information Systems, Montreal, Canada, August 14-16, 2025
Available from: 2025-09-10 Created: 2025-09-10 Last updated: 2026-05-04Bibliographically approved
Rudmark, D., Mankevich, V. & Sandberg, J. (2025). Striking the right chord:  tensions in calibrating digital policy instruments. In: Tung X. Bui (Ed.), Proceedings of the 58th Hawaii international conference on system sciences: . Paper presented at the 58th Hawaii International Conference on System Sciences, Hilton Waikoloa Village, Big Island, Hawaii January 7-10, 2025 (pp. 1916-1925).
Open this publication in new window or tab >>Striking the right chord:  tensions in calibrating digital policy instruments
2025 (English)In: Proceedings of the 58th Hawaii international conference on system sciences / [ed] Tung X. Bui, 2025, p. 1916-1925Conference paper, Published paper (Refereed)
Abstract [en]

Increasingly connected vehicles offer drivers benefits related to safety, navigation, and maintenance. They also provide policymakers new opportunities to trace and modify behavior using data insights. For such efforts to be effective, policymakers need access to policy instruments. These instruments must also be adopted by regulated entities such as technology providers, vehicle manufacturers, and drivers. Reuse and scaling across jurisdictional boundaries are crucial for the efficient development, adoption, and use of these digital tools. However, establishing digital tools that scale across diverse contexts requires navigating trade-offs between generalization to meet global demands and specialization to provide desired functionality. Using digital trace data and interviews, we conducted a longitudinal study of the development of the Mobility Data Specification standard for, freefloating e-scooters, over three years. We identified four key instrument tensions related to privacy, scope, richness, and the pace of evolution. We detail the nature of these tensions, analyze how they were mitigated, and suggest implications for the development of digital regulatory tools that span jurisdictional boundaries.

Series
Proceedings of the Annual Hawaii International Conference on System Sciences, E-ISSN 2572-6862
Keywords
Digital Policy Instruments, Connected Vehicles, Policy Instrument Constituencies, Policy Instrument Affordances, Mobility Data Specification, Digital trace data
National Category
Social Sciences Information Systems, Social aspects
Research subject
computer and systems sciences
Identifiers
urn:nbn:se:umu:diva-233355 (URN)10.24251/hicss.2025.237 (DOI)2-s2.0-105005140984 (Scopus ID)978-0-9981331-8-8 (ISBN)
Conference
the 58th Hawaii International Conference on System Sciences, Hilton Waikoloa Village, Big Island, Hawaii January 7-10, 2025
Available from: 2025-01-02 Created: 2025-01-02 Last updated: 2026-04-01Bibliographically approved
Richter, J., Werder, K. & Sandberg, J. (2025). The effect of digital options on market performance: the role of organizational dynamism. Paper presented at The 85th Annual Meeting of the Academy of Management (AOM 2025), Copenhagen, Denmark, July 25-29, 2025. Academy of Management Annual Meeting Proceedings, 2025(1)
Open this publication in new window or tab >>The effect of digital options on market performance: the role of organizational dynamism
2025 (English)In: Academy of Management Annual Meeting Proceedings, ISSN 0065-0668, E-ISSN 2151-6561, Vol. 2025, no 1Article in journal, Meeting abstract (Refereed) Published
Abstract [en]

Digital options theory explains how investments in digital technology enable competitive responses. While prior research on digital options focuses on exogenous changes, such as environmental dynamism, it largely neglects endogenous changes within organizations. This study introduces organizational dynamism as a concept to capture endogenous change, distinguishing it from environmental dynamism and examining its impact on the relationship between digital options and market performance. Using a 15-year panel dataset from 103 geographically dispersed organizations, we find that organizational and environmental dynamism act as critical boundary conditions for digital options' performance implications. Specifically, organizational dynamism generally diminishes the performance benefits of digital options, though this negative impact is reduced for digital reach options under high environmental dynamism. These findings highlight the complex interplay between endogenous and exogenous change in shaping digital options' outcomes. We make three contributions. First, we expand digital options theory by introducing organizational dynamism as a lens to differentiate endogenous and exogenous change. Second, we explain how organizational dynamism influences digital options through mechanisms of digital debt and attrition. Third, we reconcile conflicting findings by demonstrating the combined effects of organizational and environmental dynamism on digital options' performance implications. These insights offer valuable guidance for managing digital investments in dynamic environments.

Place, publisher, year, edition, pages
Academy of Management, 2025
National Category
Information Systems, Social aspects
Research subject
computer and systems sciences
Identifiers
urn:nbn:se:umu:diva-242421 (URN)
Conference
The 85th Annual Meeting of the Academy of Management (AOM 2025), Copenhagen, Denmark, July 25-29, 2025
Available from: 2025-07-29 Created: 2025-07-29 Last updated: 2025-07-30Bibliographically approved
Karlsson, M., Liu, M., Liz, H., Haraldson, S., Lind, M., Mishra, M., . . . Lind, K. (2024). Digital twins for resource optimization in multi-purpose ports: a design approach for data-driven decision making. In: Journal of Physics: Conference Series: . Paper presented at Joint Conference of the 2024 International Maritime and Port Technology and Development Conference, MTEC 2024 and the 6th International Conference on Maritime Autonomous Surface Ships, ICMASS 2024, Trondheim, Norway, October 29-30, 2024. Institute of Physics, Article ID 012055.
Open this publication in new window or tab >>Digital twins for resource optimization in multi-purpose ports: a design approach for data-driven decision making
Show others...
2024 (English)In: Journal of Physics: Conference Series, Institute of Physics , 2024, article id 012055Conference paper, Published paper (Refereed)
Abstract [en]

Multi-purpose ports' efficient and sustainable operation relies on seamless coordination and decision-making among multiple organizations. This paper underscores the critical importance of forecasting resource and infrastructure utilization for informed operational, tactical, and strategic decision-making. The proposed approach draws on digital twin technology to enable collaborative decision-making by modeling complex port environments to enable shared situational awareness among stakeholders. Illustrated through a collaborative project involving the RISE Research Institutes of Sweden, National University of Singapore, Grieg Connect, Umeå University, Kvarken Ports Umeå, and INAB, we propose a digital twin design to empower the port as a decision- maker in multi-organizational settings to proactively plan and optimize its utilization of present and future resources.

Place, publisher, year, edition, pages
Institute of Physics, 2024
Series
Journal of Physics: Conference Series, ISSN 1742-6588, E-ISSN 1742-6596 ; 2867
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:umu:diva-231649 (URN)10.1088/1742-6596/2867/1/012055 (DOI)001360217200055 ()2-s2.0-85208099983 (Scopus ID)
Conference
Joint Conference of the 2024 International Maritime and Port Technology and Development Conference, MTEC 2024 and the 6th International Conference on Maritime Autonomous Surface Ships, ICMASS 2024, Trondheim, Norway, October 29-30, 2024
Funder
Vinnova, 2023-00251
Available from: 2024-11-19 Created: 2024-11-19 Last updated: 2025-04-24Bibliographically approved
Karlsson, M., Sandberg, J. & Lind, M. (2023). Digitalization drivers, barriers, and effects in maritime ports. In: AMCIS 2023 Proceedings: SIG Green - green IS and sustainability. Paper presented at AMCIS 2023, Twenty-ninth Americas Conference on Information Systems, Panama, Panama City, Panama, August 10-12, 2023. Americas Conference on Information Systems (AMCIS), Article ID 16.
Open this publication in new window or tab >>Digitalization drivers, barriers, and effects in maritime ports
2023 (English)In: AMCIS 2023 Proceedings: SIG Green - green IS and sustainability, Americas Conference on Information Systems (AMCIS) , 2023, article id 16Conference paper, Published paper (Refereed)
Abstract [en]

Maritime transports play a vital role for several industries in enabling efficient and sustainable transportation of goods. Ports are central hubs in the transport chain since they connect the maritime and land-based transport systems. The central position of ports makes them critical enablers of efficiency through digital connectivity but also implies that they need to consider many types of participating agents with whom they form episodic tight couplings. However, the industry's digitalization level remains relatively low, and we know little of the challenges facing ports in increasing it. Through a case study of digitalization in Swedish small- and medium-sized ports handling different types of cargo and serving different types of transport modes, we identify key objectives and critical challenges underlying digitalization processes in ports.

Place, publisher, year, edition, pages
Americas Conference on Information Systems (AMCIS), 2023
Keywords
Ports, Digitalization, Maritime transport, Digital connectivity, Multimodal transportation
National Category
Information Systems
Identifiers
urn:nbn:se:umu:diva-215193 (URN)2-s2.0-85193281532 (Scopus ID)978-1-958200-05-6 (ISBN)9781713893592 (ISBN)
Conference
AMCIS 2023, Twenty-ninth Americas Conference on Information Systems, Panama, Panama City, Panama, August 10-12, 2023
Available from: 2023-10-11 Created: 2023-10-11 Last updated: 2024-07-02Bibliographically approved
Ofe, H., Sandberg, J., Rudmark, D. & de Reuver, M. (2023). Introduction to the minitrack on privacy, trust, and governance in the data-driven economy. In: Tung X. Bui (Ed.), Proceedings of the 56th Hawaii international conference on system sciences: . Paper presented at 56th Annual Hawaii International Conference on System Sciences, HICSS 2023, Virtual, Online, January 3-6, 2023 (pp. 4326-4327). IEEE
Open this publication in new window or tab >>Introduction to the minitrack on privacy, trust, and governance in the data-driven economy
2023 (English)In: Proceedings of the 56th Hawaii international conference on system sciences / [ed] Tung X. Bui, IEEE, 2023, p. 4326-4327Conference paper, Published paper (Refereed)
Place, publisher, year, edition, pages
IEEE, 2023
Series
Hawaii International Conference on System Sciences, ISSN 1530-1605, E-ISSN 2572-6862
National Category
Information Systems, Social aspects
Identifiers
urn:nbn:se:umu:diva-206801 (URN)2-s2.0-85152126333 (Scopus ID)9780998133164 (ISBN)
Conference
56th Annual Hawaii International Conference on System Sciences, HICSS 2023, Virtual, Online, January 3-6, 2023
Available from: 2023-04-27 Created: 2023-04-27 Last updated: 2024-07-02Bibliographically approved
Rudmark, D., Sandberg, J. & Watson, R. T. (2023). Lessons from the regulation of E-scooters through the MDS standard: policy lessons for connected vehicles. In: Tung X. Bui (Ed.), Proceedings of the 56th Hawaii international conference on system sciences: . Paper presented at 56th Hawaii International Conference on System Sciences, HICSS 2023, Virtual, Online, January 3–6, 2023 (pp. 1479-1488). IEEE
Open this publication in new window or tab >>Lessons from the regulation of E-scooters through the MDS standard: policy lessons for connected vehicles
2023 (English)In: Proceedings of the 56th Hawaii international conference on system sciences / [ed] Tung X. Bui, IEEE, 2023, p. 1479-1488Conference paper, Published paper (Refereed)
Abstract [en]

Connected vehicles generate new data streams that present promising opportunities for policymakers to monitor and learn from events and behavior. To explore what we can learn from how public entities leverage ubiquitous data streams for policy development and enforcement, we draw on a case study of the standard Mobility Data Specification (MDS) and its use by cities to regulate E-scooter operators. Our findings suggest that (1) the richness of real-time data changes the speed of policy revision, (2) data access enables moving some micro-decisions to the edge, and (3) policy will be formulated as fixed or flexible with different amendment rules.

Place, publisher, year, edition, pages
IEEE, 2023
Series
Hawaii International Conference on System Sciences, ISSN 1530-1605, E-ISSN 2572-6862
Keywords
Smart Mobility Ecosystems and Services, data-driven policy, edge policy formulation, e-scooter governance, mobility data specification, policy learning
National Category
Information Systems, Social aspects
Identifiers
urn:nbn:se:umu:diva-204613 (URN)2-s2.0-85152136659 (Scopus ID)978-0-9981331-6-4 (ISBN)
Conference
56th Hawaii International Conference on System Sciences, HICSS 2023, Virtual, Online, January 3–6, 2023
Projects
Mobility Data Specification - arkitektur, styrning och lärdomar för det svenska transportsystemet
Funder
Swedish Transport Administration, TRV 2020/11902
Available from: 2023-02-08 Created: 2023-02-08 Last updated: 2023-04-27Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0003-0602-5404

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