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234                       Tyson et al. | Journal of Clinical and Translational Research 2024; 10(4): 229-236
        Table 7. Estimate of the current operational capacity
        Coordinator  Total study hours (h) logged over 6 months  Hours (h) logged per month  Monthly hours (h) + 25%  Current monthly capacity (%)
        1                        651                       109                  150                   92
        2                        967                       161                  202                  124
        3                        305                       51                   92                    56
        4                        439                       73                   114                   70
        5                        222                       37                   78                    48
        6                        145                       24                   65                    40
        7                        14                         2                   43                    27


        help predict staffing needs. This data-driven approach enhances   study sponsor type or intervention type suggests the potential
        operational  efficiency  by  identifying  trends  and  areas  where   influence  of  sample  size  limitations.  Future  research  with
        additional  support  or  adjustments  may  be  needed  to  optimize   larger cohorts could provide deeper insights into the variability
        trial management [11,19,20]. Applying the regression model, it   observed across different study types.
        becomes feasible to estimate the anticipated coordinator hours
        necessary for conducting a study within a projected timeframe.   5. Conclusion
        For example, a new study with an OPAL score of 8.5 would   The findings of this study indicate that the adapted protocol
        yield total coordinator hours of 262.34 h, based on calculations   complexity scores can serve as an effective predictor of coordinator
        using  Equation  I. The  total  hours  can  then  be  divided  by  six   effort.  This  insight  is  valuable  for  assessing  organizational
        (i.e., Equation I is derived based on 6 months) to calculate the   capacity  to  undertake  new  projects.  The  implementation  of
        estimated hours per month (262.34/6 = 43.72 h). This data can   a  standardized  study  assignment  process  enables  equitable
        now be used to assess whether a coordinator possesses adequate   distribution  of  projects,  mitigating  the  risk  of  overburdening
        capacity for the project or if additional FTEs are necessary.  proficient  coordinators.  Consequently,  this  approach  enhances
          Clinical  trial  leaders  can  quantitatively  conduct  a  coverage   coordinator satisfaction, reduces burnout, and potentially boosts
        analysis to ensure that coordinator efforts adequately address unique   productivity  by  preventing  over-allocation.  Future  research
        infrastructure needs at the study site. This workload assessment   endeavors  will  leverage  insights  from  this  study,  alongside
        method proves instrumental in capturing “hidden” efforts, which   additional  clinical  trial  metrics,  to  develop  machine  learning
        encompass tasks beyond standard study activities and participant   models aimed at optimizing workload assessment, coordinator
        recruitment  milestones.  Examples  of  hidden  efforts  include   allocation, and forecasting of study productivity.
        resolving queries in complicated or poorly developed electronic
        data capture systems, managing subject stipend activations and   Acknowledgments
        disbursements, participating in investigator meetings, and time   We gratefully acknowledge the faculty and staff at the MSM
        spent with study monitors [28]. This is especially relevant for   Clinical Research Center, the Georgia Clinical and Translational
        sites  serving  underrepresented  populations,  where  additional   Science Alliance, the Research Centers in Minority Institutions
        time may be required to implement tailored recruitment strategies   Coordinating  Center,  and  the  South  Carolina  Clinical  and
        due to socioeconomic barriers, medical mistrust, and language   Translational Research Institute for their invaluable support and
        challenges  [5].  This  methodology  also  proves  advantageous   contributions to our research.
        for  smaller  institutions  with  decentralized  processes,  where
        coordinators  assume  broader  responsibilities.  In  addition,   Funding
        underestimating these efforts during the budget development can
        lead to deficits in infrastructure funding, potentially exceeding   This  project  was  supported  by  the  National  Center
        allocated FTEs. Therefore, it is important to establish a precedent   for  Advancing  Translational  Sciences  (award  numbers
        so sites can ensure comprehensive coverage of operational costs   UL1TR002378 and UL1TR001450) and the National Institute
        during sponsor negotiations.                           of  Minority  Health  and  Health  Disparities  (award  number
          The  methodology  detailed  in  this  study  is  suitable  for   U54MD007602) of the National Institutes of Health. The content
        consistent  application  across  multiple  sites.  Sites  can  adapt   is solely the responsibility of the authors and does not necessarily
                                                               represent the official views of the National Institutes of Health.
        the OPAL tool to suit their specific requirements and integrate
        coordinator effort data from any time management application.   Conflicts of Interest
        This  study  is  limited  by  its  focus  exclusively  on  drug  and
        behavioral interventions, which may limit the generalizability   The authors declare that there are no conflicts of interest to
        of its findings to other types of clinical trials. In addition, the   disclose.
        linear regression method employed in this study may require   Ethical Approval and Consent to Participate
        a  baseline  starting  point  for  adapted  OPAL  scores  (e.g.,  5.5)
        to  accurately  estimate  coordinator  hours.  Furthermore,  the   This project was deemed to be a quality improvement project
        absence of a significant relationship between tracked hours and   and was therefore not subject to IRB review or approval.

                                              DOI: https://doi.org/10.36922/jctr.24.00022
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