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We highlight the requirements and challenges presented by this field, the process for value-cost analysis, proper stakeholder involvement, and architecture evaluation to match a system's timeline and budget.
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Given such a high investment, model building should not be undertaken unless the right stakeholders are ready to operationalize it and a proper action plan is already laid out to launch the model and its insights.
Our argument is that the focus on business relevant issues needs to be complemented by a proper focus on stakeholder-relevant issues.
The study also indicates that the policy-making process lacked proper consultations with stakeholders and balanced representation by technical experts from required disciplines.
"Questionable is also the urgency in reaching such an important decision, with nine years to go until it becomes applicable, without the proper involvement of stakeholders who will be impacted by this change.
Proper involvement of stakeholders, in particular employees, should be considered an element of utmost importance in developing a balanced European framework on corporate governance.
The results of this study indicate that: (1) PPI on hospital level should include the possibility to choose topics, like operational issues; (2) PPI-stakeholders should be able to have proper preparation; (3) PPI-stakeholders should be externally supported by a patient organization; (4) more autonomy should be provided for the stakeholder committee.
Successful partnerships between stakeholder organizations, proper collaboration agreements, clear policies, and unambiguous interpretations of laws and regulations are also much needed to support and ensure the success of any technological solution.
Ethics audit can provide to stakeholders more transparency, since highly evaluated social responsible performances oftentimes do not give society or stakeholders a proper picture about the companies' real operating values and behaviour.
Ministers had originally set up evaluation machinery that gave a proper role to other stakeholders to help draw up a reasoned joint verdict.
Flashy data visualizations are ineffective if they lack the proper context for the stakeholders using data to make decisions, be they players, coaches, personnel managers, or owners.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com