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    Teaching construction project management with BIM support: Experience and

    lessons learned

    Forest Peterson a,, Timo Hartmann b, Renate Fruchter a, Martin Fischer a

    a Stanford University, Department of Civil and Environmental Engineering, United Statesb Twente University, Department of Construction Management and Engineering, Netherlands

    a b s t r a c ta r t i c l e i n f o

    Article history:

    Accepted 21 July 2010Available online 4 November 2010

    Keywords:

    Building Information Model (BIM)

    Scopetimecost

    Estimate

    Schedule

    Quantity takeoff

    Construction design

    Project management

    Project-based learning

    Situative learning

    Virtual learning

    Thispaperpresentsexperiences andlessons learned duringthe introduction ofBuilding Information Models (BIM)

    in construction engineering project management courses. We illustratively show that the introduction of

    BIM-basedproject management tools helped theteachers of twocourses to develop more realistic project-based

    class assignments that supported students with learning how to apply different formal project management

    methods to real-worldproject management problems.In particular,we show thatthe introduction of BIMallows

    educators to design a class project that allowed the use of more realistic cases that better simulate real-world

    project conditions, helped students to learn how different project management methods integrate with each

    other, integrate change management tasks in a class assignment, and learn how to optimize project plans.

    2010 Elsevier B.V. All rights reserved.

    1. Introduction

    Knowledgeof project managementtheory is importantto participate

    on a project. While mistakes in the classroom result in lower marks,

    mistakesin thefieldcan affectmorale, waste resources, andin theworst-

    case scenario cost someone's life. Academics universally agree that

    practically applicable knowledge about construction management tools

    and methods is difficult to learn. This is mainly because explicit

    understanding about how to apply formal methods and tools within

    the unique situationsencountered on most construction projects is hard

    to gain. The application of most formal tools and methods requires

    project managers to have an in-depth understanding of project-specific

    information. Forexample, if a critical equipment or subcontractor fails to

    perform as anticipated what impacts will this have on time and cost and

    whatimpact will potential alternative operationmethods have. Answers

    to such questions cannot be generalized and trivialized; they cannot be

    developed through the formulaic application of the necessary project

    management concepts, but depend greatly on project-specific informa-

    tion. This provides a problematic situation that universities face during

    the development of construction management curricula. In the past,

    students had to learn practical application of methods on very simple

    abstract examples because of the limited time available. This approach

    did not allow students to learn how to adjust the application of project

    management methods to specific real-world project contexts. To

    overcome this shortcoming, educators complemented their formal

    illustration of the method through abstract examples with stories of

    howproject managers applied the methods successfullyon pastprojects.

    While this learning approach is an improvement to only learning the

    formal working of the method, the retrospective characterof storytelling

    does little to help students to build up an understanding about how to

    apply a certain method to solve a practical problem. In hindsight, a story

    of a successful application of a method to a project management

    problem, in particular, if told well, sounds obvious, while applying a

    method to solve a problem that onefaces is notso easy. To overcome this

    dilemma a combination of the two learning methods is necessary, during

    which students applyformal methods within simulated contexts of real-

    world construction projects. The design of such projects within the tight

    boundaries of construction management classes is not easily possible

    because it simply takes too much time for students to understand the

    method and all the project-specific information to apply the method.

    Due to this problem, construction professionals still acquire much

    knowledge through learning-by-doing [1] with on-the-job training

    activities, and it is not surprising that many criticize construction

    management university programs as ineffective [2].

    In this paper, we argue andprovidefirst illustrativeevidencethat the

    integration of project management tools based on BuildingInformation

    Models (BIM) can help educators to develop project management

    class projects that simulate realistic practical situations, such as the

    Automation in Construction 20 (2011) 115125

    Corresponding author.

    E-mail address: [email protected] (F. Peterson).

    0926-5805/$ see front matter 2010 Elsevier B.V. All rights reserved.

    doi:10.1016/j.autcon.2010.09.009

    Contents lists available at ScienceDirect

    Automation in Construction

    j o u r n a l h o m e p a g e : w w w. e l s ev i e r. c o m / l o c a t e / a u t c o n

    http://dx.doi.org/10.1016/j.autcon.2010.09.009http://dx.doi.org/10.1016/j.autcon.2010.09.009http://dx.doi.org/10.1016/j.autcon.2010.09.009mailto:[email protected]://dx.doi.org/10.1016/j.autcon.2010.09.009http://www.sciencedirect.com/science/journal/09265805http://www.sciencedirect.com/science/journal/09265805http://dx.doi.org/10.1016/j.autcon.2010.09.009mailto:[email protected]://dx.doi.org/10.1016/j.autcon.2010.09.009
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    generation of a complete bid package based on a complete set of bid

    documents. In particular, we show that BIM supports project manage-

    ment learning activities with two distinctive features. First, BIM allows

    the storage and generation of project-specific information in a

    structured way. This structured way of working allows students to

    understand the in-depth information of a specific project's context

    relativelyquickly.Additionally, BIM allows the storage of project-related

    information in a central database. This central storage allows for the

    automation of many tedious work tasks that are required during theexecution of formal project management methods and the reduction in

    repetitive tasks that students traditionally had to do redundantly. These

    twoadvantages allow educatorsto designclass project assignments that

    simulate real project conditions more realistically than before.

    The structure of this paper is as follows: First, we elaborate

    theoretically on the earlier-described practical dilemma that construc-

    tion management educators face today using education theories and

    develop a theoretical hypothesis of how BIM can overcome this

    dilemma. After briefly discussing our research methodology, we then

    provide first illustrative evidence for our hypothetical claim by

    qualitatively analyzing two project management classes that applied

    BIM-based applications. Afterwards, we discuss the theoretical implica-

    tionsof ourfindings from analyzing the two classes. We close the paper

    by briefly suggesting directions for future research and by providing a

    summarizing conclusion.

    2. BIM to support project management education

    Project planning and execution depends on the valuing and

    trading-off of the scope, time, and cost of the project [3,4]. Plans and

    specifications represent theproject scope. Scope defines the work that

    is required to complete the project successfully. Based on the scope,

    project planners estimate the time it takes to carry out the work and

    the costs of doing so. In practice, whether practitioners are aware of it

    or not, project planning and execution is integrated project manage-

    ment. In practice, the plans, specifications, quantity takeoff, schedule,

    and estimate document the scope, time, and cost. Project managers

    constantly translate information from these documents to understand

    how the scope, time, and cost relate. While a number of formal projectmanagement methodsexist, suchas, Earned ValueManagement[5],AIA

    Integrated Project Delivery (IPD) [6], and ConsensusDOCS 301 series BIM

    addendum [7], that promise to allow forthe generation of project plans

    that integrate scope, time, and cost, the application of these formal

    methods in practice still depends heavily on the experience of the

    project manager. Projects operate in drifting environments [8] and,

    thus, it is an art, based in tacit-knowledge, to understand when and

    how to apply a specific project management method during the

    planning and production processes.

    To help students learn how to generate integrated project plans,

    educators usually base their project management courses on two

    underlying technical approaches: The cognitive scheme approach and

    the behavioral approach [9]. Thecognitiveapproach focuses on learning

    standardized project management methods in a formal way. Educatorstry to identify the most important methods and assume that students

    mainly need to internalize the theoretical working of these methods to

    be able to generate professional project plans. The cognitive learning

    approaches consider the psychological learning behavior of students,

    but they hardly help students to learn how and when to apply the

    learned project management methods in real-world situations. At best,

    educators help students to learn about possible applications of those

    methods using relatively basic and abstract assignments. On the other

    hand, educators who apply the behavioral approach base the students

    learning on the assumption that it is possible to learn integrated project

    management practice by imitating the successful behavior of others. To

    do so educators gather experiences, critical incidents, and specific

    occurrences frompractice. Educators assume that telling students these

    stories helps them to learn how to apply project management methods

    in real-world contexts. In terms of successful learning, these approaches

    often fail because they neglect the complexity of the multiple

    intertwined factors that even for the most experienced project

    managers require some time to understand for a specific project

    context. Stories cannot provide the thick context needed to understand

    howproject managers in thepast successfullyapplied themethod. To be

    successful, educators need to integrate both of the traditional learning

    methods. Such integration requires complex teachinglearning assign-

    ments that enable the application of formal project managementtheories through role-play in simulated environments of real-world

    project settings [9]. Only with such assignments, students can develop

    the voluntary intuitions [10] that help them to not only learn formal

    project management methods, but also to develop strategies that allow

    them to understand when and how to apply these methods in practical

    contexts.

    So far, developing such complex real-world situations for learning

    integrated project management is not easily possible [11]. Due to time

    and resource constraints it is not possible to design assignments during

    which students would need to createa project plan that integrates scope,

    time, and cost with project data that represent real-world detail. The

    manualgeneration of an integrated project plan is a labor-intensive task.

    Students need to understand the project drawings and specifications,

    take off the quantities, find matching data about costs and productivity

    rates in standard databases, and finally, establish a schedule and a cost

    estimate to show the relation between scope, time, and cost. Within the

    scope of most construction management curricula the workload of

    project planning makes it impractical to learn cost and time manage-

    ment as an integrated topic [12]. If integrated project management is

    presented to the students, the case project details that practicing project

    planners need to account for in the field must either be simplified to a

    large extent or the case focused on challenging niche scenarios that

    students would encounter as construction engineers.

    Educational researchers have long established that computer

    technologies are an important component to support project-based

    learning [13,14]. The advancement of BIM-based project management

    tools has the potential to overcome thesepracticaleducational problems

    and, with further advancement, additional practical educational pro-

    blems,such as learning rates.This is no differentwith theintroduction ofintegrated BIM-based tools in project management courses. There have

    been significant achievements made in the use of BIM software tools to

    teach architectural design and quality analysis [15,16].

    An adaptable BIM system has taken form [1720] since the

    introduction of computers into the construction industry. The construc-

    tion industry has applied BIM in practice. Engineers and project

    managers are applying BIM-based tools on a number of projects [21].

    While general issues with collaboration and representation of context

    are still stumbling points [17,22], several key changes supporting BIM

    tools' capacity to structure and centrally store data has allowed for their

    introduction in university classes. In particular, such an introduction is

    now possible because:

    the availability of toolsfrom multiple vendors provides robustness. the sufficient support for integration and interoperability provides

    adaptability of the tools.

    the widespread adoption of BIM provides a suitable selection of case

    material.

    the level of detail transition functions built into most BIM tools

    resolves issues with representation across inherently different

    abstractions of scope, time, and cost, and

    the improved function for storing and linking information with BIM

    components provides integrated data reuse.

    These recent improvements in BIM tools allow educators to provide

    their students with off-the-shelf software tools thatoffer them structured

    support with integrating scope, time, and cost of a project plan in a way

    that was not easily possible earlier. First, the application of BIM-based

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    tools reduces the time that students need to spend on some of the

    labor-intensive tasks. BIM-based tools, for example, decrease the time for

    students to take off the quantities to generate the bill of materials,

    schedule,and estimate [23]. Further, theintegration of modernBIM-based

    tools with existing standard cost and productivity databases reduces the

    time that students need to spend on collecting and keying these data

    manually. Additionally, BIM-based tools theoreticallyallowthe integrated

    application of several project management tools for one project. For

    example, BIM-based tools allow the integration of traditional CPM Ganttchart visualization methods of schedules with 4D visualizations and

    line-of-balance visualizations [24]. With traditional tools that did not rely

    on an integrated BIM database to accommodate iterations in design or

    optimization checks, students had to adjust changes in the underlying

    project data in each of the representations manually. Due to these

    workload constraints,it wasdifficult foreducatorsto facilitatethe learning

    of different methods in an integrated fashion. Hence, educators

    traditionally introduced and presented each method in isolation and

    designed assignments that only addressed one of these methods. With

    BIM-based project management software, it is now possible to use

    different methods that all use data from one data source. This allows

    students to learn how to use different methods in an integrated fashion.

    Another advantage of the use of BIM-based project management tools

    during project management class assignments is the possibility to

    introduce teaching of change management methods and principles.

    Incorporating changes in project plans is one of the most important tasks

    of project managers in practice. Since construction projects exist in

    drifting environments they require the frequent adjustment of project

    plans to reflect changing conditions. In current project management class

    projects,changemanagement,however, plays a rather minor rolebecause

    the incorporation of changes in already established project plans is a very

    time-consuming and labor-intensive task. BIM-based project manage-

    ment tools allow for the storage of once established relations between

    scope, time, and cost and thus enable the automatic update of most parts

    of a project plan when changing one of the sub-parts.

    All these advantages together allow educators to design better class

    projects that allow students to learn how to optimize project plans.

    Having an integrated BIM that allows different applications to calculate

    schedules and estimates and to visualize project plan information, BIMshould allow students to find bottlenecks, wrong assumptions, and

    other deficiencies in their project plan. Additionally, with the help to

    changeone part of the integrated project plan and automatically seethe

    consequences on the other parts, students are theoretically able to

    evaluate, even within the restricted time and resource constraints of a

    project management course, different alternatives to mitigate discov-

    ered deficiencies. Overall, this functionality should allow students to

    understand how to optimize project plans, something that was not

    possible before.

    Concluding, we hypothesize that the application of BIM-based

    project management tools allows educatorsto design class projects that

    allow for:

    1. the use of holistic real-world cases.2. the combined teaching of different integration methods for project

    planning information.

    3. the incorporation of change management tasks in assignments, and

    4. increased opportunities to teach project plan optimization.

    3. Research methodology

    To provide evidence for the aforementioned hypotheses, we

    qualitatively analyze how BIM supported the learning of project

    management methods in two construction management university

    classes:The ManagingFabrication and Construction class at Stanford

    University and the Integrated Project Management class at the

    Twente University in The Netherlands. This multiple case study

    allowed us to investigate the phenomenon of how BIM can support

    construction management education within a real-world educational

    context [25]. We selected both cases mainly because of our familiarity

    with the classes. The first author of the paper worked as a teaching

    assistant for the Stanford University class for two years. The second

    author also assisted the Stanford class for one year and since has

    designed the class at Twente University based on the experiences

    gained teachingthe class at Stanford. Thethird author routinelyselects

    from the Stanford student pool of knowledge for another course and

    provides the opportunity to observe the students utilizing the skillsthey gained the previous quarter compared to students from other

    universities [26]. The fourth author of the paper was the driving force

    behind developing a class that integrates BIM-based technologies at

    Stanford in thefirstplace. Theobservation of students in a consistently

    presented classroom environment provides some degree of a

    repeatable context and therefore allows some comparison of observa-

    tions across multiple academic years. Both classes are well suited to

    replicate findings across two quite different educational settings.

    While the one class allowed us to provide evidence for the paper's

    hypotheses using the setting of a research school in the Silicon Valley

    with many non-local students, the second case allowed us an

    opportunity to replicate these findings in the setting of a Western

    European school with a mainly local student population.

    The experimenters collected data, as will be described later, to allow

    analysis that will lead to improvements in the classes, to allow

    comparison between classes and to share results with others that

    want to implement a similar class. Our close participation with the two

    classes allowed us to collect detailed data from a number of sources.

    First, and maybe most importantly, we were able to observe the

    students and their progress closely. Additionally, we collected other

    class-related information such as lecture notes, slides, assignment texts

    and solutions,and intermediate andfinal grades. Additionally, through-

    out teachingthe classes, students were encouragedto provide feedback

    on the learning process and the class design. The different data sources

    together allowed us to increase the reliability of our research results

    through thetriangulation of data [25,27]. One tool that proved helpful to

    provide structure to these rather messy and ad-hoc data collection

    efforts was the generation of a number of research reports during our

    early and ongoing problem definition and during our later data analysis[28]. Those drafts helped us to understand the data and observations

    from the classes better and served, as mentioned by Jorgensen [29], a s a

    valuable addition to the often irregular and unsystematic data

    collection. A comparison of the final grades from one class (the other

    class followed a stricter problem-based form and so did not include an

    examination) withprevious and successive class quarters compares the

    affect of the BIM-based environment on the students' examination

    scoresand provides insight into anychanges in thepatterns of strengths

    and weaknesses in knowledge.

    The participant research set-up allowed us to gain insights into the

    classes and collect data from different sources without influencing

    learning processes by artificially introducing outside observers that

    most likely would have influenced the natural behavior of both

    educators and students. We can assume that students and educatorsbehaved in a normal classroom manner. While the direct involvement

    with thedesign andexecution of thetwo classes allowedus to gain deep

    insights into the learning activities and progress of the students [29], it

    might have caused observer bias during dataanalysis. To counteract the

    inherently biased analysis of data, we engaged the third author of the

    paper, who did not actively participate in the classes, to review the

    findings from an outsider's perspective [30]. In this way, we were

    hopefully able to counteract some biases during the analysis of our

    observations from the classes.

    To provide evidence for the four hypotheses the next sections

    describe illustratively two different project management classes that

    incorporated BIM-based project management tools in their class

    assignments. We provide background about the classes, describe the

    data we collected, and provide evidence for the hypotheses.

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    4. Case description

    4.1. Managing fabrication and construction class Stanford University

    4.1.1. Class background

    The first example of a BIM supported project-based learning format

    is the graduate-level Managing Fabrication and Construction course

    taught at Stanford University. The class has been incrementally moving

    towards the BIM-based format as permitted by software tools since1994. The class consisted of a mixture of lectures, in-class exercises,

    assigned labs, team projects, presentations, discussions, and examina-

    tion. With parallel coursework in cost estimating, expected undergrad-

    uate coursework in a dedicated scheduling course, and the practical

    experience that graduate students typically have from internships and

    employment, most students were already proficient in the non-

    integration aspects of project management. To extend the prior

    knowledge of the students, the course's goal was to provide an

    environment for students to learn advanced project management

    topics,such as the significance of integrating scope takeoff, time process

    scheduling, and cost estimating; as well as less easily observable issues,

    such as accounting for time-variable cost, identifying the driving

    production rates, understanding the implications of large and small

    batching of work operations, and minimizing wasted resources. In

    general, throughout the course, the students should have gained an

    intuition for maximizing productivity, ensuring feasibility, and mini-

    mizing risk. Through the introduction of BIM-based project manage-

    ment software tools into the labs and a team project, the students had

    the opportunity to engage in holistic real-world cases in a learning-by-

    doing environment. In this environment, the students applied several

    project management methods to develop and optimize a project plan

    with the goal that they achieve an intuitive understanding of when to

    apply these methods.

    The course format relied on documents from recently constructed

    projects as case study material. The use of real documents from a recent

    or ongoing project presented the students the same medium they will

    encounter as construction managers, therefore representing real-world

    conditions closely. The case project's project manager provided the

    students with thearchitectural scope andspecifiedquality intheformofa BIM. Hence, the students were not responsible for BIM modeling

    themselves. The autumn 200809 quarter serves as the case example

    usedhere,while previous and subsequentquartersprovide comparative

    context. The 39 enrolled students divided themselves into 13 project

    teams of three. In the autumn 200910 class, rather than use a

    pre-designed BIM system, each group designed the system integration

    from a selection of available software tools. Accompanying the software

    set-up, lectures presented the underlying theories for the use of

    ontological breakdown structure languages to convey context, the

    inherent trade-offsbetween scope,time, andcost, andthe strengthsand

    weaknesses of these abstract concepts. The class started with the

    introductionof thecase project, a simplified BIM, and several BIM-based

    applications that manage scope, time, and cost. The goal of this

    introduction was to allow students to form their teams, visit the project,gain familiarity with the project documents and the lab environment,

    install the BIM software tool, and acquaint themselves with the

    software's user interface.

    During the first lab, students learned to use the software tools and

    generate an initial project schedule using the critical path method at an

    operations level of detail without consideration for a feasible location

    breakdown. The students developed a time plan using the software tools

    as individual components without integration. The student teams relied

    on spreadsheet software and paper notes to represent calculations for

    quantities and durations. In this stage, the students typically found that

    the limitations of the system were in the one off trait of the non-

    integrated system. Changes in non-integrated plans resulted in rework of

    nearly the entire plan. The students presented the results using the

    provided simple BIM integrated with their time schedule as a 4D model.

    This simple integration served as a first introduction of the integration

    concept. Lectures at this phase emphasized case studies that illustrate

    misrepresentations and context breakdowns of project management

    typical of non-integrated project plans. After the initial introduction and

    lab, the teaching assistantintroducedthe students to the three integration

    software tools necessary to complete the integrated project plan (Table 1).

    In the second lab, the students used the actual project case study

    material to complete one full cycle of passing data through the

    integrated project plan BIM system, resulting in an initial integratedprojectplan.The baseline wasa significant turningpointin thecourse as

    students spent a significant amount of time intensively learning the

    integration details necessary to complete an iteration or first pass. Lab

    assistance and sometimes vendor technical support was necessary to

    complete this lab. The students used the line-of-balance project

    management method and iterated several times to find a solution

    with a consistent workflow and labor resources. Professor Fischer

    provided the students international project contacts after the second

    lab. From this list, the students selected a project and contacted the

    projectmanagerto obtainproject documentsand collaborate to develop

    a BIM for the project. The students identified contradictions and

    opportunities for optimization. The students then shared the results

    with the class and sponsor through a presentation and written report.

    Overall, the students' learning process replicated to some degree

    practical experience in a controlled environment.

    4.1.2. Case analysis

    Thestudentswereable to createa completely integrated projectplan

    witha mixof software from multiple vendors within theconstraintsof a

    lab assignment. The students could not have produced a comparable

    project plan without BIM in the same or less time at the same level of

    detail and with the same completeness. The completeness and detail in

    the integrated project plan then provided the holistic and thick context

    that created a more realistic environment for the students. The student

    preparation for this lab took several weeks and the after-lab reports and

    presentations required a similar period. No one vendor specifically

    supported the integrated system, but most software had import/export

    functions that coupled with interoperable formats and software

    specifically intended to allow universal import/export functionalityand provided for a non-vendor-specific integrated system. To provide

    context, thecase study material provided a 40 MBBIM (does notinclude

    the quantity takeoff, schedule or estimate). Student teams consistently

    required over thirty lab hours to iterate through the fully integrated

    system of scope, time, and cost. This duration is with support from a

    couple of lab assistants and sometimes vendor technical support; with

    less support the students would have taken longer. Compiling the

    integrated projectplan consisted of seven steps: (1) operation selection,

    (2) takeoff or linking of BIM components to the operations, (3) deriving

    recipe-formulas for operations without a corresponding component in

    the BIM, (4) scheduling, (5) compiling a 4D model check, (6) cost

    estimating, and (7) an audit review. The operation selection took the

    students two hours, presumably longer than typical, since they were

    learning the software tools at the same time. The students used astandard database with a work breakdown structure the BIM repre-

    sented automatically in each component; therefore, the operation

    selection included defining the work breakdown structure. The linking

    of BIMcomponents to the operations list for the takeofftook aboutnine

    hours (thehoursgiven areteam hours)to complete 240 distinct links to

    component groups for a BIM with 15 element types and 66 locations to

    define the foundation, eight floors, and six structural and two

    architectural workzones. The next step was the derivation of specific

    recipe-formulas for each input to, in this case, thirty output quantities;

    this step took about six hours. The schedule calculations of duration,

    network sequence, and resource leveling turned out to be significantly

    faster using the line-of-balance software than Gantt chart or CPM

    software. Compiling activities from operations, determining the driving

    production rate, linking network logic, assigning crews, and optimizing

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    took twelve hours to complete. The scheduling tool imported the

    quantities by location through an XML interface from the recipe-

    formulas. The students calculated durations from the product of the

    quantities, production rates,and crew assignments.At this level of detail

    and stage of iteration in optimizing, it would have required significantly

    more time with common CPM tools. A preceding class attempted a

    detailed location-based schedule with a CPM software tool and

    considered the task impractical. The students compiled a 4D model

    from the BIM and the corresponding schedule; the students corrected

    the errors in the schedule they noticed and made iterative checks of

    workflow, resource leveling, key milestones, and total duration. The 4D

    model required 400 distinct links between the activities and BIMcomponents, requiring about two hours. The number of distinct links in

    the quantity takeoff (240 links) and the 4D model (400 links) differ

    because of the methodthat eachsoftwaretool'slink function works.The

    quantity takeoff tool represents locations in the operations list and links

    the BIM components by location automatically, therefore resulting in a

    reductionof one-sixtiethin thelinking effort.The 4D modeling tooldoes

    not automatically recognize location (unless the students use a perfectly

    precise BIM component and schedule activity naming standard) but the

    increaseis notsixtyfold. This is because thescheduleis at a lower level of

    detail than the quantity takeoff so there are fewer items to link to an

    equal number of BIM components, overall still resulting in more links

    than the quantity takeoff. The next step was to pass the quantities from

    the recipe-formulas and the time-variable quantities from the schedule

    to the cost estimate. This step took one half hour. Professionals andstudents alike often ignore or at best abstract the time-variable

    quantities in non-integrated plans. This is likely because they must

    complete the schedulefirstand then update theestimate if theschedule

    changes. The reuse of quantities for the estimate removed a data entry

    task and reduced the data entry error rate typically 10% or greater

    reducing rework and mistakes. The last step was to audit for mistakes

    and pass through the process again. Since the students had previously

    formed the links the corrections did not require linking or derivation of

    recipe-formulas, the most time consuming steps, and so was nearly

    instant. This last task usuallytook onehalf hour. Thestudentsperformed

    thesesteps sequentially. This thirtyhour duration includes assumptions.

    The teaching assistant checked the project plan in depth only for

    completeness, total cost, anda quickreview forquality.He assumed that

    the quality of the plan is suitable, that student teams applied their

    resources equally, and that the team efficiency and coordination was

    perfect. Therefore, in reality, the true duration to complete the

    integratedproject planmay have been greater or smaller thanobserved

    and the true experiences of students we observed may have been

    inconsistent. This would result in a false measure of performance. For a

    given level of effort to create the project plan, with BIM the students

    could better document their work for future reference or iteration. For

    example, the students produced six files for the integrated system:

    takeoff, estimate, recipe-formula, schedule, 4D, and BIM. Some students

    with professional experience in estimating intuitively understood the

    value of theBIM-based system,but believed thatthey could complete an

    estimate in less time using a non-BIM format. To them, the value of BIMlay in the repeatable aspect. Non-BIM iteration often takes an equal

    amountof time since thestudents must mostlyreconstructthe schedule

    and cost information each time. The students with professional

    experience perceived that with BIM, the first iteration took longer, but

    all subsequent iterations reduced the workload significantly.

    The students' experience with learning project management

    practices through a BIM-based system resulted in key observations

    made by the students of how they were able to save time by the

    following advantages that BIM offered during the process of generating

    an integrated project plan:

    BIM System workflow

    With the BIM system, corrected mistakes propagated throughout

    the integrated project plan and significantly reduced reworkdelays(non-integrated formats tendto fall apart if students do not

    find their mistakes prior to progressing to the next component of

    the plan).

    Integrated functions (recipe-formulas) for the quantities of BIM

    components that were not included in the BIM allowed reduced

    workload and facilitated the integration of the project plan across

    multiple levels of detail.

    Reduced data entry allowed increased levels of detail, allowing

    greater accuracy per item.

    The BIM-based process contributed to reduced waste of project

    resources often attributed to miscommunication between the

    quantity takeoff engineer, the scheduler, and the estimator. The

    students accomplished this reduction through BIM-enabled cross-

    functional communication.

    Table 1

    Software used in the Stanford University class. The relative sequence that software tools are listed represents the integration path, there are multiple integration paths, in particular

    the 200910 class.

    Year BIM (pre-made) Scope Time Cost and database Integration|

    interoperable

    Ontology

    language

    200607

    10 teams

    AutoCAD 2006 Architectural

    Desktop (ADT)

    Primavera P5.0

    Graphisoft

    Control 2007 v2532

    Navisworks

    JetStream v5.5

    CIFE WBS [28]

    200708

    17 teams

    AutoCAD 2007 ADT Tocoman iLink3 2007

    ADT v3.0.9.1

    Primavera Project Manager

    P5.0

    Sage-Timberline Estimating

    Extended v9.4.3

    Common Point 4D AROW [31]

    Vico Control 2007 v2614 Sage-Timberline RSMeans

    Commercial Knowledgebase

    Tocoman Express

    v2.0

    Tocoman Quantity

    Manager

    200809

    13 teams

    Revit 2009 Archi. Tocoman iLink3 2009 Revit

    Beta v3.0.10.4

    Primavera Project Manager

    P6.1 | P6.2

    Sage-Timberline Estimating

    Extended v9.5 prerelease

    Navisworks Manager

    2009.1

    MasterFormat

    2004 [32]

    Vico Control 2009 Beta

    v47284

    Sage-Timberline RSMeans

    Commercial Knowledgebase

    Tocoman Express

    v2.0.3

    Microsoft Project Tocoman Quantity

    Manager

    200910

    10 teams

    Tekla 15.0

    Revit 2010 Archi.

    Tocoman iLink3 2009 Tekla

    Autodesk QTO

    Vico Constructor

    Micr osof t Pr oj ect 2007 Vico Estimat or Naviswo rks Man age

    2010

    Varies per

    student team

    Vico Control 2009 Tocoman Express

    v2.0.3

    Tocoman Quantity

    Manager Vico Presenter

    119F. Peterson et al. / Automation in Construction 20 (2011) 115125

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    With these time savings, students were able to learn advanced

    project management concepts, such as:

    Time-based quantities: Among the quantities that are most

    difficult to derive for project managers are time-based quantities,

    for example, the quantity takeoff unit for a crane. The students

    derived this quantity from the schedule rather than the BIM.

    Intuition for workflow: Another difficult concept to learn in a

    classroom environment is an intuition for workflow. With the

    line-of-balance project management methodstudents gained this

    intuition through observation of scenarios where slowing an

    operation to better align the workflow resulted in reduced project

    duration.

    Projectmonitoring: TheBIM-based system provided the expected

    quantities by location and time, therefore providing a better

    understanding of project monitoring.

    Project management fundamentals: Most field hands can intui-

    tively explain the fundamentals of project management; they

    learn this through years of practical experience. The BIM-based

    process represented the same knowledge through a formal

    representation of context and relations.

    The learning-by-doing format exposed the students to a less

    predictable environment than typical of a classroom. This was animportant point to providing a practical experience. To help counter

    inherent issues with software, the teaching assistant established a

    relationship with a specific IT specialist at each vendor. In this way,

    when necessary,support andpatches were available withinhours.As BIM

    becomes an increasingly common component of project management

    tools, the skills to set up and maintain the BIM system will become

    increasingly important. Through this dynamic unstructured experience,

    the students learned to adapt to andmitigate issuesas theyappeared.This

    same skill should prove useful when dealing with longstanding project

    managementissues identified throughearlyapplications of BIM [17], such

    as model-sharing, process knowledge, stakeholder motivation, human

    computer interface limitations, informationflow, and the lackof generally

    accepted exchange standards [22].

    The BIM-based format helped students to form an intuitiveunderstanding of the critical path (CPM), location-based scheduling

    (LBS), and 4D visualization project management methods. These

    methods helped to illuminate the need for greater interaction between

    the BIM modeler, takeoff engineer,scheduler,and estimator.Often,once

    students had completed the scheduling sub-part of the integrated

    project plan, having then fulfilled the two roles of BIM modeler and

    scheduler, they grasped the significance of integration and became

    aware of the reduced workload and significance this would have on the

    completenessand detail they would be able to represent. TheBIM-based

    system helped the students to learn optimization of the schedule, a goal

    when maximizing productivity while ensuring constructability. The

    optimization was feasible with the location-based scheduling applica-

    tion using the line-of-balance view. The students optimized for

    workfl

    ow, resource leveling, and duration. They iterated throughthese three optimization foci until changes were negligible. Without

    the BIM the connection between the quantities and the schedule and

    from the schedule to the costs would have been lost, and the students

    would not have gained as holistic an understanding of the scope, time,

    and cost relations.

    4.2. Integrated project management Twente University

    4.2.1. Class background

    The second case example is the Master class Integrated Project

    Management at Twente University in The Netherlands. The class

    introduced BIM-based technologies to support students with efforts to

    integrate the three projectmanagement aspects of scope, time, and cost

    using an in-class project that closely resembled realistic conditions. In

    particular, students had to explore the current technological possibil-

    ities to integrate project management databy learning the functionality

    of BIM-based applications and applying them to establish an integrated

    project plan for a real-world project.

    During the 2009 class,students successfully developed an integrated

    project plan for a two storey mixed use building for a local theater

    company in Hengelo, The Netherlands. The functions of the planned

    building comprise the storage of the group's theater props, the hosting

    of thegroup's offices, andthe provision of a recitalroom.The projectwas

    in close proximity to the university which allowed students to visit the

    building site to obtain location-specific site information. The educator

    provided the students with the complete set of bid documents for thisproject as the information basis for the generation of the integrated

    project plan. Therefore, we can very well state that the class project

    resembled real-world conditions very closely.

    Overall, 14 Construction Management and Engineering graduate

    students participated in the class. For the project assignment, the

    instructor divided these 14 students into three groups offive, five, and

    four students. In the first two weeks of the class, the instructor

    introduced thestudents to theconcept of BIMand gavethemthe task to

    evaluate a number of BIM-based project management applications

    (Table 2) and choose an initial application suite for establishing an

    integrated projectplan. At the beginning of every consecutive week, the

    instructor then addressed one aspect of integrated project management

    during a one to two hour lecture.

    In the first week of generating the integrated project plan, thestudents generated a 3D BIM from the project drawings and specifica-

    tions. Each student group selected a hierarchical modeling approach by

    dividing the different components of the building into a product

    breakdown structure (PBS).The groups then assigned the responsibility

    to model in BIM the different components of the PBS to different group

    members. During the 3D building information modeling, all groups

    reported struggles with missing details in the 2D drawings. This forced

    students to make assumptions about the scope of the project to allow

    them to generate a complete BIM suitable for project management.

    In the second week of the project planning effort, the students then

    created an initial cost estimate using quantities extracted automatically

    from their BIM linked to cost recipes. If the vendor provided standard

    recipes the students used these,else, the students createdtheir own. Such

    recipes, or assemblies, expand from the BIM the required representationof the construction steps and resources in the production information to

    allow the calculation of costs based on the BIM components quantities

    extracted from the BIM [33]. Within one week, all groups were able to

    Table 2

    Software used in the Twente University class.

    Year BIM Scope Time Cost and database Integration Ontology

    200809

    5 teams

    Revit 2009 Archi.

    Vico Constructor

    Tocoman iLink3 2009

    Revit v3.0.10.4

    Microsoft Project Tocoman Excel

    Estimator

    Navisworks Manager

    2009.1

    Vico Control 2009 Tocoman Express v2.0.3

    Vico Constructor Tocoman Quantity

    Manager

    Vico Estimato r Vico Pr esen ter

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    produce a cost estimate that was closely integrated with the scope

    modeled in the BIM. Based on the chosen recipes the students then

    developed a construction schedule in the next week of the class.

    During the final two weeks of the class, students then optimized

    their project plan. In week five, students analyzed and improved their

    construction sequence by linking the geometrical scope of the project

    with their construction schedule using 4D technology [21,34]. This

    technology allowed them to visualize their planned construction

    sequence spatially and to encounter and solve technical and spatialconflicts inherent in their initially planned construction sequence. In

    week six, students used line-of-balance diagrams [24] in an effort to

    optimize the schedule to ensure the balanced use of all the required

    resourcesover theproject duration. To track theprogress foreach week,

    thestudents summarized their week'swork withina weeklyreport. The

    report outlined the strategy they used during the week, described the

    newparts of theintegrated projectplan,and evaluatedthe usefulness of

    theBIM-basedsoftware thegroup hadchosen to support thegeneration

    of that aspect of the project plan.

    At the end of the class, the students incorporated a number of

    changes into their final integrated project plan. Students had to

    change their integrated project plan in consideration of a number of

    hypothetical events. The main objective of this last assignment was to

    assess how well the students had integrated each of the project

    management sub-concepts into their overall project plan by testing

    howgood each group wasable to quickly changeany of the integrated

    aspects of scope, time, or cost and determine the effects of changes on

    one of these aspects on the other two. The change scenarios for the

    students were:

    Task 1: The client company requests a change in the design of the

    facility. Enlarge the area of the storage space by 30%, change your

    integrated project plan accordingly and generate a report that

    clearly communicates the influence of this design change on the

    overall cost and duration of the project.

    Task 2: Due to a strike of all workers, all construction work stops

    during weeks three and four after the start of your project. What

    are the effects of this stop on the costs and on the schedule in yourintegrated project plan?

    Task 3: The client asks you to accelerate work to make up the time

    you lost during the strike. He offers to pay an additional Euro

    50,000 if you manage to bring the project home at the originally

    planned completion date. Please assess whether you are able to

    accelerate your project plan within this additional budget to reach

    the initially planned completion date.

    4.2.2. Case analysis

    In summary, each of the three groups was able to develop an

    integrated project planwithin theclass duration of lessthan ten weeks.

    The value of theirintegrated project plans became particularly evident

    when each of the groups was able to complete the three final projecttasks that required them to incorporate scope, schedule, and resource

    changes into their project plan. It would not have been possible forthe

    students to finish this assignment without the availability of a truly

    integrated project plan.

    It is questionable whether the students would have been able to

    generate the integrated project plan without the help of BIM-based

    applications in the first place. In particular, the quantity take-off task

    would have probably been too labor intensive. Despite the inexperience

    of the students with cost estimating and the unfamiliarity with the

    specific project, all student groups were able to generate a reasonably

    detailed and complete estimate within a week. We can attribute this

    increased productivity during the estimatingtask of the second week to

    advantages discussed in the next paragraph that BIM provides the

    students during their work.

    These advantages relates to the general requirement of a cost

    breakdownstructure for estimates that categorizes the components of

    a building into different cost categories. To develop such meaningful

    cost categories estimators require a good understanding about the

    technical functions of the building design. Students reported that

    modeling theproject in BIMhelped them to understand theimportant

    technicaland geometricaspects of thebuilding. This hints towards the

    possibility that the structured way of modeling a project in BIM

    supported students with their efforts to understand project drawingsand specification at the start of a class project. This better

    understanding, in turn, allowed students to develop different cost

    categories that helped them to structure their estimating effort. In

    addition to the time savings due to a faster understanding of the

    building design, the automated functionality of taking-off quantities

    directly reduced the time that students had to spend manually

    counting and measuring the quantities for each of the cost categories

    defined previously. Overall, the time saved allowed students to focus

    on more important conceptual tasks related to project details that

    they would probably not have been able to account for without the

    use of BIM-based project management tools.

    Next to the overall success with generating an integrated project

    plan, students were also able to apply different project management

    methods simultaneously using the integrated project information. All

    groupscreated a 4D model,a line-of-balance schedule,and a cash flow

    diagram that allowed for a meaningful analysis of their project plans.

    However, even with these advanced project management tools at

    hand, students were not able to optimize their integrated project plan

    on a global level. The advanced tools used project information in

    different formats and levels of detail than the integrated project plan.

    To use these tools, students, therefore, had to change and enter

    information that they imported from the integrated project plan

    manually within the advanced project management tool. This

    required change with respect to the level of detail making it difficult

    forstudentsto understand howthe problems they identified using the

    advanced tools would affect the integrated project plan on a global

    level. While students were able to understand a part of their project

    plan better using these advanced methods and find deficiencies of the

    plan at the detailed level of functionality of the advanced projectmanagement tool, they were not able to optimize their project plans

    globally according to the problems they realized. This finding might

    point to a general trade-off that project managers have to make when

    planning with integrated project management software. On one hand,

    a completely integrated project plan can save much time and effort

    during the planning phase and allow for quick adjustment of specific

    information. On the other hand, there are situations when an

    integrated project plan cannot display information in a meaningful

    way to enable sound project management decisions. In this case,

    project managers should recreate some information using another

    format making it likely that the format is not directly interoperable

    with the rest of the project plan and, thus, obstructing the core benefit

    of BIM to store all project related information in a central data

    repository. In the next section, we will describe the findings from thetwo cases.

    5. Case analysis, findings, and implications

    5.1. Comparison of the Stanford class exams

    The grades of the course's final exams provide an indicator of the

    students' knowledge at the end of the class. The class exam is paper-

    based. To provide as transparent a representation as we could, we

    chose to compare theexam results for thefour years of available exam

    results, starting with 2006:

    2006: the last time the class was taught without the use of BIM-

    based project management tools for all students and all aspects of

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    scope, schedule, and cost management (called non-BIM in this

    paper)

    2007: the class was taught with a number of BIM tools, but not yet

    as a completely integrated project plan. The students built an

    integrated project plan as a finalproject butcould notintegrate the

    cost sub-part and so completed this separately.

    2008: thefirst time students used BIM to integrate all parts of their

    project plan.

    2009: the BIM format was changed from a single system compiled

    from multiple vendor tools prior to the class to a format allowing

    the students to design a system or select a system provided by a

    vendor.

    While the overall structure of the exam did not change over the

    years, the 2006 non-BIM exam did not include integration-based topics,

    such as the work breakdown structure ontology, theories of different

    planning methods, and integrated project modeling. A comparison of

    scores in the main project management topics can provide answers to

    how the introduction of an integrated project plan allowed by

    BIM-based tools changed the learning patterns of students compared

    to the students that did not learn with an integrated toolset for topics

    like project task networks, critical path method, location based

    scheduling, and schedule float. To account for differences in the exam

    questions for each of the main topic areas over the years, we chose to

    compare the questions for the areas that did not change. To allow for a

    quantitative comparison of the scores we present the average scores of

    students for each of the four years as percentages of the maximum

    number of possible points.

    As would seem intuitive, overall, the students who learned withBIM

    were better at concepts related to integrated scope, time, and cost, but

    were not as good at calculating scope, time, andcost manually (Table 3).

    They performed equally on qualitative schedule network logic analysis,

    that is, defining where critical activities, activity float and total float

    reside, scheduling best practices, and planning. The scores from the

    resource-leveling question do not show any change in understanding.

    Thismay bedue tothe use inall fourclasses of a line-of-balance tool that

    included resource leveling as a core component, possibly some studentsintuitively grasped this concept well while othersdid not.Therefore, the

    students in thebaselinecourse mayalready have realized the benefitsof

    learning the resource-leveling as an integrated topic. The comparison

    shows that students instructed without BIM appear equivalent or better

    at computationally preparing a critical pathmethod (CPM)schedule,are

    better at location-based scheduling (LBS) concepts, and better at

    calculating float. We must be cautious with this conclusion since the

    overlap in scores indicates that the difference between the means may

    not be significant. Students that learned without BIM appear better at

    ontological work breakdown(WBS)concepts andtheirscores indicate a

    more cohesive group. Without a baseline this trend is not precise. One

    trend that may be a factor is software vendors have increasingly

    included the WBS in their software as an automated function, removing

    the students' focus on this item. For example, Revit automaticallyassociates components with the work breakdown structure ontology

    from MasterFormat, Uniformat, and OmniFormat. The main conclusion

    for the impact of advanced planning methods we can draw is that the

    range of student scores appears to have tightened, indicating a more

    cohesive learning experience for the students. The shift in advanced

    planning scores may be due to the multi-BIM format; the tradeoff could

    be that while thestudents become more competent in building the BIM

    system itself they may not be building a BIM system that covers all the

    methods and topics. The single-BIM and non-BIM course material was

    selected and specifically checked that it provided a complete context to

    the course topics. The exam comparison indicates that with respect to

    the class that partially integrated BIM, the class that completelyintegrated the BIM had a deeper knowledge about how to use multiple

    methods, such as line of balance, CPM, and 4D scheduling. In contrast,

    the class that used multiple BIM tools lost some of this understanding,

    although the best and average students had gained an understanding

    comparable to the previous two years, but understood integrated

    project modeling topics better. It appears that students did better on

    conceptual questions and questions about how to best optimize a

    project plan and worse on questions about standard CPM procedures,

    such as CPM network scheduling or calculating project float. The exam

    results reflect a shift from a quantitatively technical understanding to a

    qualitatively holistic understanding of project management methods.

    The advanced and integrated project management tools remove the

    repetitive and predictable tasks, which are typically computational and

    can be testedmore easily, while those tasks thatare holistic and difficult

    to define and test remain as manual tasks. Therefore, students exposed

    to a series of advanced BIM tools showed some degree of strength in

    these manual, more conceptual tasks over understanding the detailed

    mechanisms of the computational and repetitive tasks that are now

    automated.

    5.2. Cross case analysis

    The case studies at both universities, while including a different

    student demographic and being conducted independently by different

    experimenters, found similarities (Table 4). Both student groups were

    able to compile an integrated scopetimecost project plan within the

    constraints of a class. The Twente format allowed the students to

    complete the BIM process on a different timeline than Stanford's,Twente presented the material with a linear series of weekly

    deliverables compared to the Stanford approach that emphasized the

    final generation and presentation of the integrated project plan. Both

    experimenters found the inclusion of either a product breakdown

    structure or a work breakdown structure to represent the integrated

    projectplan sub-parts andtheir level of detail as a critical attribute. Both

    cases included the use of multiple project management methods, with

    parallel implementation of 4D modeling, location-based scheduling, and

    CPM. Student teams in both classes delivered reasonably detailed

    project plans at the unit cost and master schedule levels of detail. Both

    experimenters believe that it would not be possible to achieve the level

    of detail and the plan completeness without the use of BIM. The failure

    or breaking points of both cases were also consistent. Neither class was

    able to include the goal of a meaningful global optimization iteration,something that has notbeen attained by anyof theclass observed. It still

    requires a significant effort for the students to deliver the level of detail

    and completeness; hence, the students were exhausted at the end of

    Table 3

    Historical comparisons of the final examgrades forCase 1. Percentages indicate the average ratioof examscore to the maximum reachable score for selected questions in each ofthe

    exam topics; standard deviation is indicated in parentheses.

    Task

    network

    Resource

    leveling

    Critical path

    method

    Location based

    scheduling

    Float

    analysis

    WBS

    ontology

    Advanced planning

    methods

    Integrated project

    modeling

    Overall

    Non-BIM 86% (18) 83% (13) 85% (23) 91% (13) 82% (10) 85% (3)

    Partial-BIM 82% (13) 91% (18) 70% (21) 89% (26) 53% (16) 78% (15) 76% (10) 79% (21) 77% (12)

    Single-BIM 82% (13) 86% (14) 78% (17) 73% (26) 74% (22) 61% (18) 87% ( 9) 77% (10) 77% (8)

    Multi-BIM 88% (15) 50% (23) 75% (30) 69% (27) 49% (27) 48% (13) 90% (10) 67% (18)

    Average 85% ( 3) 77% (19) 77% ( 6) 80% (11) 70% (15) 63% (15) 70% (20) 82% ( 7) 76%

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    their marathon BIM modeling, quantities scoping, and planning,

    scheduling, and estimating sessions and were not interested to push

    the assignment boundaries. In earlier non-integrated assignments,

    exploration outside the assignment bounds was common amongst the

    top ten percent of students, but the experimenters did not observe this

    activity on the integrated assignment. However, the average project

    plan delivered in the BIM classes was comparable to the solutions

    deliveredby the top students in thenon-BIM class.Both classesalso had

    trouble with format and level of detail in exchanged data that

    additionally restricted the optimization of the project plan.

    The core differences between the Stanford University and Twente

    classes were the inclusion of BIM modeling, change management, and a

    cash flow analysis at Twente. While the BIM modeling and cash flow

    were important inclusions that the Stanford teaching assistants should

    adopt, it is the changemanagement aspect thatis truly interesting. If the

    changeis in project scope or methodof construction, forexample,due to

    a changed quality specification, then this is the catalyst for iterative

    globalchanges to theintegrated projectplan.Incorporating changes as a

    simulation of typical post-award project work is an important

    component to move the experience of the students from the typical

    class exercise replicating an estimating office to the holistic represen-

    tation of the field office environment.

    5.2.1. Findings

    The aforementioned cases clearly show that the introduction of

    BIM-base project management tools allows the integration of morerealistic project situations in project management classes. This

    integration, in turn, allows the students to learn theoretical project

    management methods, such as estimating and scheduling using

    complex real-world project scenarios. The cases illustrate that BIM-

    based project management tools allow students to generate integrated

    projectplansfor real-world complex projects.Our findings, in particular

    the comparison of the first case with earlier classes that did not use

    BIM-based tools, show that this generation would not have been easily

    possible without the use of the BIM tools.

    The cases show that BIM-based project management tools provide

    students with a structured way to understand project documents and

    automated many repetitive tasks and thus helped students to focus on

    more in-depth project planning details. Hence, the cases illustrate that

    BIM reduced the workload on students with respect to traditionalproject management tasks like quantity take off and thus freed time to

    include more realistic project details, therefore exhausting the students

    with this level of detail on such a scale. The reduced workload, in turn,

    made the introduction of realistic project assignments into the tight

    timeframes of the above classes possible. Overall, though, the workload

    for the students has increased from the more formulaic version of the

    class. However, it would be inconceivable to ask students to deliver an

    integrated project plan for an actual project with the traditional,

    fragmented project management methods.

    The findings from the two cases also show that the integration of

    BIM-based project management tools improved the learning activities

    of thestudents relative to integrated projectmanagement. By using BIM

    tools in class, the students of the class could go beyond learning project

    management methods theoretically and then applying them on small

    independent examples. In bothcases, the educators were able to design

    assignments during which students needed to generate detailed

    integrated project plans. Hence, the two classes allowed their students

    to learn about the true application of different project management

    methods in an integrated and realistic real-world case. For example,

    Twente students in the second case used the same projects to apply 4D

    line-of-balance scheduling and cash flow diagrams to optimize their

    project plans.

    Learning project management with BIM tools allows students to

    understand the complexrelation and interplay betweenthe advantages

    and disadvantages of the project management methods and to see how

    and when they help to optimize project plans. Additionally, thefindings

    from case two show that the integration of BIM-based tools in a project

    management class project allows for the integration of change

    management tasks in class projects. The students of the second case

    would have hardly been able to complete thefinal change management

    assignment in one week without having an integrated project plan that

    allows for the automatic update of the impacts of changes in one of the

    factors scope, time, or cost on all others. In this way, the BIM-based

    project management tools allow students to learn how to react to

    changes and how to adjust project plans to counteract unwanted

    consequences of project changes.

    In summary, the cases provide illustrative evidence for our

    hypothesis that the integration of BIM-based project management

    tools in project management class assignments helps to use projects

    that are more complex, increases the opportunity to learn how to use

    different project management methods for a single project, and how toincorporate changes. However, the cases do not sufficiently illustrate

    that theintegrationof BIMtools allow students to learn how to optimize

    their project plans usingadvanced projectmanagementmethodologies.

    Despite the integrated application of 4D and line-of-balance method-

    ologies, we could not determine if students were able to optimize their

    project plan and to detect deficiencies in an existing plan. We assume

    that despite the use of modern tools, the true optimization of project

    plans still relies on work experience and that we still fail to support our

    students to acquire this knowledge through action-based learning

    methods.

    6. Limitations and suggestion for future research

    Overall, we observed similar characteristics in both classes and are

    confident that the reported observations are real. While our observa-

    tions provide a degree of predictability for other classes that the

    integration of BIM-basedtools will also allow forthe integration of more

    detailed and realistic class projects, we must caution for the overall

    generality of the findings for all project management classes. It is

    necessary to review the inherent weaknesses in spite of this intuitive

    confidence in the results. A study that is based upon only two case

    studiesopensdiscussionsaboutthe generality of thefindings. Therefore,

    throughout this paper, we cannotand do notclaimthat ourobservations

    are applicable for the implementation of BIM-based project manage-

    ment tools in other educational settings than the two we provide

    exemplarily here. However, the insights of the two cases clearly show

    how the application of BIM improved specific learning activities within

    Table 4

    Evidence how the use of BIM increased our ability to teach.

    School Use of real-world case Integration of different PM methods Change management Project plan optimization

    Stanford

    University

    Multi-story steel framed structure with

    concrete foundation. BIM modeled from

    the original contract documents.

    Students learned how to apply critical path, line-of-

    balance, and 4D scheduling techniques.

    No evidence. Local optimization of

    workflow, time duration,

    and resource leveling.

    University of

    Twente

    Two storey mixed use building for a

    theater company. BIM modeled from

    the original contract documents.

    Students learned critical path, line of balance, and 4D

    schedulingtechniques. Additionally, students usedresource

    leveling and cash flow time series visualizations.

    Onthefinalassignment,students

    integrated changes with respect

    to scope, time, and cost.

    No evidence.

    123F. Peterson et al. / Automation in Construction 20 (2011) 115125

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    these classes, which might serve as a strong indicator of the general

    applicability of thefindingsbeyond the specific two-class settings of the

    paper. Nevertheless, to improve thefindings' generality we suggest that

    future research explores empirically to what extent the application of

    BIM can increase the opportunity to design more realistic project

    management assignments. One way to gain more in-depth insights into

    this area is the application of a more sophisticated case study research

    plan, for example, a standardized and validated exam or questionnaire.

    To resolve the exam format issue of learning through a virtualenvironment and the examination in a paper-based format, we suggest

    researching a method to administer the exams virtually. We suggest

    that researchers conduct structured experiments using control groups

    and intervention groups that do not use BIM-based tools and that work

    on the same project case, with the same tasks and deliverables. Such a

    study will allow for the direct comparison of the effect BIM-based tools

    have on the amount of realistic project detail educators can integrate in

    their class projects. Additionally, we suggest that researchers develop

    survey instruments that allow the collection of data for more formal

    statistic data analysis. Such research can then provide quantitative

    results for the improvements that BIM allow with respect to different

    factors, such as the level of detail of thecaseusedin class settings or the

    understanding for which types of project management tasks BIM saves

    time and for which tasks it increases time in educational settings.

    In addition to a more structured case and survey studies, we suggest

    thatresearchers also evaluate howotheradvantages of BIMcan improve

    the design of university classes. One often-discussed advantage of BIM

    in the literature is the benefits that BIM offers to improve the

    communication between different project participants, see for example

    [34,35] and [21]. Future research could, for example, show how BIM

    supports the design of classes that facilitates students to learn multi-

    disciplinary distributed project management.

    Finally, we alsosuggest that researchers conduct longitudinalstudies

    that not only show how BIMcan support the design and learning within

    educational settings, but also provides evidence that students (or

    continued education of projectteams to tackle anticipated niche project

    scenarios) wholearn with BIM perform better within their practical job.

    The question is, to what degree can the presence of BIM-competent

    engineers be expected to reduce project risk, that is, contingency. Ourclaim that more realistic class projects support the education of better

    project managers is, while logically convincing, not based on any

    empirical evidence about better long-term performance in practice.

    Researchers should also test the application of BIM-supported project-

    based learning within other cultural settings than the presented

    Western United States and Western Europe situations. Different

    cultures respond differently to various learning styles and the

    assumption that an action-based learning style improves project

    management competencies of students varies to an unknown degree

    between cultural contexts [36].

    7. Conclusion

    In this paper, we show that the introduction of BIM-based projectmanagement tools helped educators of two project management

    courses to develop class assignments based on more realistic project

    settings andinformation to support students with learning howto apply

    different formal project management methods to real-world project

    management problems. In particular, we show that the introduction of

    BIM allowed the educators to design class projects that include more

    realistic cases that better simulate real-world project conditions, helped

    students to learn how different project management methodsintegrate

    with each other, and integrate change management tasks in a class

    assignment. We analyzed the learning activities of two project

    management classes that integrated the use of BIM-based project

    management tools in their learning activities.

    In general, we believe that the advantages illustrated here show that

    BIM-based project management tools can significantly increase the

    quality of education delivered by project management programs that

    are more in tune with the challenges the students will face in practice

    over the next few years. By integrating more detail and reality in class

    projects, students will be able to learn better how to apply different

    formal project management methods to specific project contexts. The

    better education of students, in turn, should reduce the timethat newly

    hired professionals need to spend on learning-by-doing assignments in

    the field until they become valuable contributors to a project team. In

    conclusion, we believe that the integration of BIM-based projectmanagement tools into university curricula already has the potential

    to increase project management skills.

    Acknowledgements

    We appreciate the software tools and support provided by the

    vendors: Autodesk, Vico, Tocoman, Primavera, Sage, and Tekla. We are

    also thankful to the students that took the courses and provided the

    feedback on their experiences.We thank thereviewers of this paper and

    its earlier drafts, including Tobias Maile, Amir Kavousian, Jung In Kim,

    Tony Dong, Olli Seppanen, Tomi Tutti, Richard See, Dana Probert, and

    Thomas Wingate. We are thankful for the BIM modeling provided by

    Sangwoo Cho. In earlier classes, Atul Khanzode developed a substantial

    portion of the course material that eventually became the integrated

    BIM component. We are also grateful for the course material contribu-

    tions of teaching assistants Maria Brilaki and Mauricio Toledo and their

    willingness to share the results from the classes they supported.

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