Stage-Conditioned Organization–Data Connections in Collaborative Decision Events: Evidence from a Supertall Building Project
Abstract
1. Introduction
2. Literature Review and Analytical Framework
2.1. Coordination Problems and Event Conditions in Complex Building Projects
2.2. Organizational Responses in Collaborative Decision Events
2.3. Data Responses and Controlled Project Information
2.4. From Response Co-Occurrence to Documented Organization–Data Connections
3. Materials and Methods
3.1. Research Design, Case, and Data
3.2. Event-Based Coding, Aggregation, and Classification
3.3. Independent Coding and Event-Reconstruction Validation
3.4. Stage and Cross-Event Comparisons
4. Results
4.1. Coding Agreement and Event-Reconstruction Consistency
4.2. Event Overview and Stage Groups
4.3. Scheme Decision-Making and Specialist Design: Observed Conditions, Responses, and Connection States
4.4. Design Development: Observed Conditions, Responses, and Connection States
4.5. Construction Detailing and Implementation: Observed Conditions, Responses, and Connection States
4.6. Cross-Stage and Contextual Comparison Events
4.7. Cross-Stage Synthesis
4.8. Robustness and Sensitivity Checks
5. Discussion
5.1. Stage-Conditioned Coordination Functions of Organization–Data Connections
5.1.1. Scheme Decision-Making and Specialist Design: Establishing a Defensible Design Basis
5.1.2. Design Development: Establishing a Shared Cross-Disciplinary Baseline
5.1.3. Construction Detailing and Implementation: Maintaining the Current Executable Project State
5.1.4. Cross-Stage Transition: Continuity of the Decision Basis, Responsibility, and Information Status
5.2. Evidence Chains Linking Technical Evidence, Joint Judgment, and Controlled Project Information
5.3. Managerial Implications
5.4. Limitations and Future Research
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
| Analytical Dimension | Code | Code Name | Operational Definition | Inclusion Criteria | Exclusion Criteria | Positive Example | Negative Example | Potentially Confusable Code | Decision Note |
|---|---|---|---|---|---|---|---|---|---|
| Coordination condition | U1 | Insufficient or discontinuous information | Information required for judgment or action is missing, incomplete, unsynchronized, unavailable, or unconfirmed | Missing parameters; incomplete records; incomplete drawing, model, or site information; supplier data unavailable; design and construction information not linked | Merely stating that information exists; background description without an information gap | “Missing information is listed by discipline” | “Basement architectural work is 100% complete” | Versus U4: U1 concerns missing information; U4 concerns changed conditions | The location of the gap must be specified |
| Coordination condition | U2 | Interpretive ambiguity or differences in judgment | Different interpretations of the problem, objective priority, option evaluation, applicable standard, or responsibility boundary | Different disciplinary judgments; multi-objective trade-off; option superiority cannot be determined from data alone; disagreement | Merely having several options; parameter calculations without interpretive conflict | “The steel elevation was clarified: the slab is lowered, not the steel beam” | Only “four schemes were proposed” | Versus U3: U2 concerns interpretation or trade-off; U3 concerns task dependence | Interpretation, trade-off, or disagreement must be present |
| Coordination condition | U3 | Task, technical, or disciplinary interdependence | A decision concerning one discipline, component, or system affects another and requires coordination across boundaries | Disciplinary interface; dependency involving clearance or openings; cascading effects of a design adjustment | Multiple disciplines participate, but no specific dependency is identified | “The smoke-exhaust duct requires an interior-finish enclosure, while the façade team addresses the steel beam” | Only a list of attending organizations | Versus U2: U3 is an objective dependency chain; U2 is a subjective difference | This was the most frequent coordination condition |
| Coordination condition | U4 | Changes in schedule, site, or external conditions | Change in site status, construction progress, procurement status, operational requirements, review comments, regulations, or time window | Site measurement differs from design; some work already completed; procurement status changed; new requirement introduced | Routine stage description; time information that did not change the judgment | “Site services have been installed close to the core; available clearance must be reassessed” | For example, only “the model is based on the 0430 version” | Versus U1: U4 is a state change that triggers reassessment | A trigger for change must be present |
| Organizational response | O1 | Relevant-actor involvement or early participation | An actor with relevant knowledge, responsibility, authority, or downstream experience is actively involved in resolving the issue | BIM, construction, suppliers, or operations involved before design completion; consultant, supplier, or contractor provides input | Only a participant list; only stating that an organization belongs to the project | “The client involved the hotel operator and interior designer in the joint work” | Only “attendees: client and ECADI” | Versus O2: O1 is actor involvement; O2 is the joint-review action | An action verb is required |
| Organizational response | O2 | Joint interpretation, cross-disciplinary review, or negotiation | Two or more actors interpret, review, compare, or negotiate the same issue or common evidence | Joint review of models, drawings, or options; multidisciplinary joint judgment; comparison around a common object | One-way transmission; unilateral analysis; meeting notice without joint interpretation | “Both parties reviewed and answered each issue in turn” | Only “a meeting was held” | Versus O6: O2 is the joint-review process; O6 is outcome verification | A common object is essential |
| Organizational response | O3 | Decision, approval, or formal authorization | An authorized actor selects an option, confirms a judgment, approves a change, or formally establishes a baseline | Explicit option selection; formal confirmation by the client or another authorized actor; acceptance of version-specific technical conditions | General recommendation; personal preference; agreement in principle without defined scope; only “continue the study” | “The client requires a 2600 mm ceiling and recommends routing services through the beam” | “The report recommends that the client decide” | Versus O4: O3 is a decision; O4 is responsibility assignment | Flag for review when the authorized actor or degree of formality is unclear |
| Organizational response | O4 | Responsibility assignment and commitment to act | Specifies who will make a modification, provide information, issue confirmation, implement an action, or follow up | Design institute assigned to revise drawings; BIM team required to compile information; supplier confirms parameters; completion date specified | Only mentioning the relevant organization | “ECADI to clarify the acceptance criteria with the quality-supervision authority by 1 November” | Only “the duties of participating organizations are involved” | Versus O3: O4 specifies who does what and when | Responsible actor plus deadline or deliverable |
| Organizational response | O5 | Issue escalation and cross-level resolution | An issue is referred to a higher level or specialist mechanism when routine coordination cannot resolve it, time is constrained, or authority is insufficient | Overdue issue escalated; dispute referred to the client; specialist approval initiated | Routine forwarding or normal transmission | “The client requires the design team to conduct a further internal review, including the B1M corridor” | “WSP asks ECADI to review the issue list” | Versus O4: O5 raises the organizational level; O4 allocates responsibility at the same level | Escalation requires a higher level or specialist judgment |
| Organizational response | O6 | Outcome verification, review, and acceptance | A formal, identifiable review of the resolution, modified output, implementation status, or technical performance | Review of the modified model or drawings; supplier confirmation; consultant verification; formal sign-off | Only “completed,” without verification; automatic system closure without an identified actor | “WSP’s review of the 0529 response identified deficiencies” | “The issue summary is marked resolved” | Versus O2: O6 verifies an outcome; O2 concerns the review process | The verifying actor and basis must be identifiable |
| Data response | D1 | Information collection, extraction, and cross-source integration | Information is collected from and linked across disciplines, documents, models, the site, or suppliers | Disciplinary information compiled; supplier parameters mapped item by item; measured, design, and equipment information integrated | Merely sending or receiving a file; only mentioning a filename | “The air-conditioning contractor provides equipment loads and a discrepancy list” | Only “the report was prepared by …” | Versus D2: D1 is an integration action; D2 forms an object | An integration action is required |
| Data response | D2 | Formation of a common information object | Dispersed information is organized into an object that participants can jointly identify, view, compare, and discuss | BIM model; overlay drawing; coordination drawing; parameter table; issue list; option matrix | General drawing or model description; not used in collaborative resolution | “Elevator identifiers in the construction drawings serve as common reference objects for checking” | Only “the model was displayed” | Versus D3: D2 is the object; D3 is analysis based on that object | The object must carry the collaborative resolution process |
| Data response | D3 | Analysis, simulation, calculation, and option comparison | Models, tests, calculations, simulations, or metrics convert a problem into analyzable and comparable information | Structural calculation; energy simulation; wind-tunnel test; clearance analysis; clash detection; multi-option comparison | Merely displaying a model or stating option names | “Simulation of three options shows differences in COP” | Only “four types of scheme were proposed” | Versus D2: D3 is the analytical action; D2 is the carrier | An actual analysis or comparison process is required |
| Data response | D4 | Version, baseline, and issue-status control | Versions, dates, freezes, revision clouds, status fields, or issue identifiers are used to control currently valid information | Working baseline established; version frozen; modification scope marked; issue status recorded | A file merely has a date; the latest version is mentioned without a control action | “The structural model is frozen at the 0718 version” | Only “the model is based on the 0430 version” | Versus D5: D4 controls information validity; D5 creates a formal record | A control rule or action is required |
| Data response | D5 | Formal documentation, structured recording, and accessibility | Decisions, parameters, rules, responsibilities, or verification findings are retained in a traceable, retrievable record | Formal issue response; controlled report; responsible actor and result retained; accessible history | Informal chat; untraceable information; file known to exist but content unknown | “Common requirements are frozen in a signed requirements-confirmation form” | Only “minutes were prepared” | Versus D4: D5 emphasizes traceable recording and access | The record content or location must be identifiable |
| Organization–data connection | C1 | Evidence-to-judgment connection | A model, drawing, parameter, analysis, or record is used by relevant actors during joint interpretation, option selection, formal confirmation, or responsibility determination | Can answer: what technical evidence was used, who used it, and what joint judgment or responsibility determination it informed | Model only displayed; report only submitted; effect cannot be explained | “The client selects the third scheme on the basis of the simulation results” | “The model was displayed during the meeting” | Versus response co-occurrence: all three evidence requirements must be met for C1 | Flag for review if any of the three elements is missing |
| Organization–data connection | C2 | Decision-to-controlled-information connection | A confirmed decision, assigned responsibility, or verification finding enters controlled project information through an explicit update to a model, drawing, report, parameter table, issue status, or version baseline | Can answer: what outcome was confirmed, what controlled project object was updated, and what evidence demonstrates controlled write-back | Only “follow-up action” after a decision; modification requested without evidence of write-back | “After the option is confirmed, the design institute issues a change” | Only “an organization was asked to modify it” | Versus D5: C2 is the connection established through controlled write-back; D5 is the formal record | Write-back must be traceable to a specific object |
Appendix B. Coding, Event Reconstruction, and Trustworthiness
Appendix B.1. Local Evidence Fragments and Coding
Appendix B.2. From Local Actions to Collaborative Decision Events
Appendix B.3. Event-Level Aggregation and Classification Rationale
Appendix B.4. Traceability, Factual Verification, and Evidential Boundaries
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| Archive Record Category | Number of Records | Principal Analytical Use |
|---|---|---|
| BIM coordination and issue-management records | 15 | Identify issues, joint reviews, responsibility assignments, and changes in versions and issue status |
| Design–construction coordination minutes | 6 | Identify site constraints, design changes, procurement interfaces, and adjustments to implementation responsibilities |
| Option studies, specialist analyses, and technical verification records | 11 | Identify option comparisons, parameter calculations, simulations, and specialist verification |
| Operations, acceptance, and summary records | 5 | Supplement project context, outcome status, operational readiness, and summary information |
| Project technical reports | 4 | Provide stage-specific context and cross-check findings in each section; verify statements that an outcome was finally determined against the latest available document |
| Total | 41 | Composite files and duplicate scans were excluded |
| Code | Raw Agreement (Per Code Unit) | Cohen’s κ |
|---|---|---|
| U1 | 0.974 | 0.815 |
| U2 | 0.936 | 0.809 |
| U3 | 0.925 | 0.843 |
| U4 | 0.932 | 0.775 |
| O1 | 0.902 | 0.333 |
| O2 | 0.966 | 0.798 |
| O3 | 0.921 | 0.727 |
| O4 | 0.955 | 0.878 |
| O5 | 0.989 | 0.567 |
| O6 | 0.981 | 0.879 |
| D1 | 0.974 | 0.707 |
| D2 | 0.985 | 0.887 |
| D3 | 0.925 | 0.85 |
| D4 | 0.936 | 0.855 |
| D5 | 0.929 | 0.857 |
| C1 | 0.903 | 0.795 |
| C2 | 0.935 | 0.859 |
| Stage Group | n | Main Conditions | Main Organizational Responses | Main Data Responses | Connection State |
|---|---|---|---|---|---|
| Scheme decision-making and specialist design | 8 | U2 primary in 5; U2 and U3 each in 6 | O3 in 5; O2 in 3 | D3 in 8; D4 in 7; D5 in 5 | C1 + C2: 3; C1 only: 2; C2 only: 1; no identifiable documented connection: 2 |
| Design development | 8 | U3 primary in 4; U3 in 6; U1 and U2 each in 4 | O3 in 7; O4 in 6; O2 and O6 each in 5 | D3, D4, and D5 each in 7 | C1 + C2: 7; no identifiable documented connection: 1 |
| Construction detailing and implementation | 9 | U3 primary in 5; U4 primary in 4; U3 in 8; U4 in 6 | O4 in 8; O3 in 6; O6 in 4 | D5 in 8; D3 and D4 each in 6 | C1 + C2: 4; C2 only: 4; no identifiable documented connection: 1 |
| Contextual comparison events | 6 | U1–U4 distributed across events | No stable combination | D5 in 5; D3 and D4 each in 4 | C1 + C2: 1; C1 only: 1; no identifiable documented connection: 4 |
| Event and Stage Group | Problem and Common Information Object | Evidence Supporting C1: Technical Evidence Used in Joint Judgment | Evidence Supporting C2: Confirmed Outcome Incorporated into Controlled Project Information | Connection State and Information Outcome |
|---|---|---|---|---|
| EVT-020/Scheme decision-making and specialist design | Banquet-hall structural schemes A/B/C, metric comparison, comfort verification, and integrated MEP-layout records | Comparison of Schemes A, B, and C yielded a recommendation to develop Scheme A; the recommendation continued to inform subsequent verification and layout work | No formal approval by the client or architect, or baseline write-back, was identified in the available archive | C1 only; an interim basis for further development was established, although its authorization status remains uncertain |
| EVT-004/Design development | Issue list, response attachments, WSP review records, and open/resolved status | Relevant actors reviewed the completeness of each response and interpreted and escalated overdue or unresolved issues | Response deadlines, responsibilities, and resolution status were entered in the controlled issue list and updated continually | C1 + C2; an issue state usable in subsequent work was established |
| EVT-005/Design development | Multiple disciplinary-model versions, change marks, and baseline discrepancies | After comparing the scope of modifications and baseline drift, the client confirmed the 0718 version as the common model baseline | Structural and MEP versions were frozen, with local review and limited updates thereafter | C1 + C2; a shared cross-disciplinary model baseline was established |
| EVT-024/Design development | Clash statistics, disciplinary examples, and benefit estimates | The available archive did not show how the statistics entered item-level joint judgment | Item-level responsibilities, disposition dates, closure status, and independent verification were absent | No identifiable documented connection; analytical outputs were documented, but evidence for the evidence chain was insufficient |
| EVT-012/Construction detailing and implementation | Base-build (primary) and fit-out (secondary) MEP drawings, change records, equipment power ratings, installed work, and acceptance criteria | Relevant actors compared the discrepancies and reassigned responsibilities between the base-build and fit-out MEP scopes | Versions and drawings were revised, and the updates were used in construction briefings and acceptance | C1 + C2; a controlled basis for construction and acceptance was established |
| EVT-013/Construction detailing and implementation | Drawing-coordination approach and new site conditions involving installed services and finished-ceiling clearance | New site evidence invalidated the existing basis; the relevant actors reassessed the constraints and selected a change to the interior fit-out | A low-clearance issue list and a revised interior-fit-out scope were produced | C1 + C2; changed site conditions prompted renewed joint judgment and controlled write-back |
| EVT-015/Construction detailing and implementation | Pump-foundation safety hazard, 150 mm rectification parameter, and site issue record | The available archive did not fully retain the process by which hazard evidence entered joint judgment | The 150 mm foundation requirement and the main contractor’s rectification responsibility were entered in the rectification record; completion verification was absent | C2 only; a rectification requirement was established, but closure and verification remained undocumented |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Su, Y.; Zhang, Q.; Lin, H.; Que, Q.; Zhai, Z.; Yao, M. Stage-Conditioned Organization–Data Connections in Collaborative Decision Events: Evidence from a Supertall Building Project. Buildings 2026, 16, 3676. https://doi.org/10.3390/buildings16183676
Su Y, Zhang Q, Lin H, Que Q, Zhai Z, Yao M. Stage-Conditioned Organization–Data Connections in Collaborative Decision Events: Evidence from a Supertall Building Project. Buildings. 2026; 16(18):3676. https://doi.org/10.3390/buildings16183676
Chicago/Turabian StyleSu, Yu, Qi Zhang, Huiting Lin, Qiaoyun Que, Zhijunjie Zhai, and Minfeng Yao. 2026. "Stage-Conditioned Organization–Data Connections in Collaborative Decision Events: Evidence from a Supertall Building Project" Buildings 16, no. 18: 3676. https://doi.org/10.3390/buildings16183676
APA StyleSu, Y., Zhang, Q., Lin, H., Que, Q., Zhai, Z., & Yao, M. (2026). Stage-Conditioned Organization–Data Connections in Collaborative Decision Events: Evidence from a Supertall Building Project. Buildings, 16(18), 3676. https://doi.org/10.3390/buildings16183676

