{"id":16812,"date":"2024-08-30T13:53:50","date_gmt":"2024-08-30T13:53:50","guid":{"rendered":"https:\/\/kanboapp.com\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/"},"modified":"2024-08-30T13:53:50","modified_gmt":"2024-08-30T13:53:50","slug":"optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem","status":"publish","type":"page","link":"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/","title":{"rendered":"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&#038;D Ecosystem"},"content":{"rendered":"<style> @media(min-width:1728px) { .tytulek{font-size:45px!important;margin-right:auto!important;margin-left:auto!important;max-width: 1200px!important;} .sekcja-tekst { margin-left: 40px!important; margin-right: 40px!important;} .artykul{margin-bottom:120px!important; margin-top:120px!important;} .menu-lewe a:hover { background:#E9F4FE!important; font-weight:600!important; font-size:16px!important; cursor:pointer!important; } .menu-lewe a { background:#FAFAFA; padding:10px 16px; border-radius: 10px; display: inline-block; outline: none; color:#0C3658!important; font-weight:600!important; font-size:16px!important; } .kolumna-tekst{    flex-basis:850px!important;} .naglowek-duzy {margin-bottom:40px!important; margin-top: 80px!important; font-size:34px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-maly {margin-bottom:20px!important; font-size:19px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-start {margin-bottom:40px!important; margin-top: 0px!important; font-size:25px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;}  .tekst-para {font-size:19px!important;} .spis { display:block!important; } .paskek-lewy { margin-left:15%!important; margin-right:56px!important; } .paskek-prawy { margin-right:15%!important; margin-left:56px!important; } } @media(min-width: 1440px) and (max-width:1727px) { .tytulek{font-size:45px!important;margin-right:auto!important;margin-left:auto!important;max-width: 1200px!important;} .sekcja-tekst { margin-left: 40px!important; margin-right: 40px!important;} .artykul{margin-bottom:120px!important; margin-top:120px!important;} .menu-lewe a:hover { background:#E9F4FE!important; font-weight:600!important; font-size:16px!important; cursor:pointer!important; } .menu-lewe a { background:#FAFAFA; padding:10px 16px; border-radius: 10px; display: inline-block; outline: none; color:#0C3658!important; font-weight:600!important; font-size:16px!important; } .kolumna-tekst{flex-basis:850px!important;} .naglowek-duzy {margin-bottom:40px!important; margin-top: 80px!important; font-size:34px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-maly {margin-bottom:20px!important; font-size:19px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-start {margin-bottom:40px!important; margin-top: 0px!important; font-size:25px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .tekst-para {font-size:19px!important;} .spis { display:block!important; } .paskek-lewy { margin-left:10%!important; margin-right:56px!important; } .paskek-prawy { margin-right:10%!important; margin-left:56px!important; } } @media (min-width: 1024px) and (max-width:1439px) { .tytulek{font-size:45px!important;margin-right:auto!important;margin-left:auto!important;max-width: 1200px!important;} .sekcja-tekst { margin-left: 40px!important; margin-right: 40px!important;} .artykul{margin-bottom:120px!important; margin-top:120px!important;} .menu-lewe a:hover { background:#E9F4FE!important; font-weight:600!important; font-size:16px!important; cursor:pointer!important; } .menu-lewe a { background:#FAFAFA; padding:10px 16px; border-radius: 10px; display: inline-block; outline: none; color:#0C3658!important; font-weight:600!important; font-size:16px!important; }  .kolumna-tekst{flex-basis:850px!important;} .naglowek-duzy {margin-bottom:40px!important; margin-top: 80px!important; font-size:34px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-maly {margin-bottom:20px!important; font-size:19px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-start {margin-bottom:40px!important; margin-top: 0px!important; font-size:25px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .tekst-para {font-size:19px!important;} .spis { display:block!important; } .paskek-lewy { margin-left:5%!important; margin-right:56px!important; } .paskek-prawy { margin-right:5%!important; margin-left:56px!important; } } @media (min-width: 782px) and (max-width:1023px) { .tytulek{font-size:34px!important;margin-right:auto!important;margin-left:auto!important;max-width: 1200px!important;} .sekcja-tekst { margin-left: 40px!important; margin-right: 40px!important;}  .artykul{margin-bottom:80px!important; margin-top:30px!important;} .menu-lewe a:hover { background:#E9F4FE!important; font-weight:600!important; font-size:16px!important; cursor:pointer!important; } .menu-lewe a { background:#FAFAFA; padding:10px 16px; border-radius: 10px; display: inline-block; outline: none; color:#0C3658!important; font-weight:600!important; font-size:16px!important; }  .kolumna-tekst{flex-basis:100%!important;} .naglowek-duzy {margin-bottom:40px!important; margin-top: 40px!important; font-size:25px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-maly {margin-bottom:20px!important; font-size:16px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-start {margin-bottom:40px!important; margin-top: 0px!important; font-size:19px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .tekst-para {font-size:16px!important;} .spis { display:none!important; } .paskek-lewy { margin-left:2%!important; margin-right:56px!important; } .paskek-prawy { margin-right:2%!important; margin-left:56px!important; } } @media (max-width:781px) {  .tytulek{font-size:34px!important;margin-right:auto!important;margin-left:auto!important;max-width: 1200px!important;} .sekcja-tekst { margin-left: 16px!important; margin-right: 16px!important;}  .artykul{margin-bottom:80px!important; margin-top:30px!important;} .menu-lewe a:hover { background:#E9F4FE!important; font-weight:600!important; font-size:16px!important; cursor:pointer!important; } .menu-lewe a { background:#FAFAFA; padding:10px 16px; border-radius: 10px; display: inline-block; outline: none; color:#0C3658!important; font-weight:600!important; font-size:16px!important; }  .kolumna-tekst{flex-basis:100%!important;} .naglowek-duzy {margin-bottom:40px!important; margin-top: 40px!important; font-size:25px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-maly {margin-bottom:20px!important; font-size:16px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .naglowek-start {margin-bottom:40px!important; margin-top: 0px!important; font-size:19px!important; font-style:normal; font-weight:700!important; letter-spacing:-0.02em!important; line-height:1.2!important;} .tekst-para {font-size:16px!important;} .spis { display:none!important; } } .link a:hover { text-decoration:underline!important; } .banner { margin-top:80px; margin-bottom:80px; } .jazda { position:sticky!important; top: 185px; overflow: auto; max-height: 70vh; }  .fobrazek { margin-bottom: -40px!important; } .sekcja5-przycisk a:hover { background: linear-gradient(0deg, rgba(0, 0, 0, 0.15), rgba(0, 0, 0, 0.15)), #ED4B9E!important; }  .sekcja5-przycisk a:focus { background: linear-gradient(0deg, rgba(0, 0, 0, 0.15), rgba(0, 0, 0, 0.15)), #ED4B9E!important; } .vlp-layout-blogs .vlp-block-0 {font-weight: 600!important; } .ct-container-narrow {max-width: 1200px!important;}  <\/style><script> function lewemenu(zm) { var elements = document.getElementsByClassName(\"menu-lewe\"); var i,link1,link2; for (i = 0; i < elements.length; i++) {    link1 = elements[i].getElementsByTagName(\"a\");     link1[0].style.fontWeight = \"600\";     link1[0].style.backgroundColor= \"#FAFAFA\"; } link2 = elements[zm].getElementsByTagName(\"a\"); link2[0].style.fontWeight = \"600\"; link2[0].style.backgroundColor= \"#E9F4FE\"; } <\/script><div class=\"wp-block-getwid-section alignfull alignfull getwid-margin-top-none getwid-margin-bottom-none getwid-section-content-full-width\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\" style=\"min-height:100vh\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\"><div class=\"wp-block-columns alignfull artykul is-layout-flex wp-container-core-columns-is-layout-f96e3eba wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\"><div class=\"wp-block-column paskek-lewy spis is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:270px\"><div class=\"wp-block-columns jazda is-layout-flex wp-container-core-columns-is-layout-995f960e wp-block-columns-is-layout-flex\"><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><p class=\"has-text-align-left has-link-color wp-elements-ce7ce8fee1e672e130d03df3c959d2c6 wp-block-paragraph\" style=\"margin-left:10px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:600;letter-spacing:-0.01em;line-height:1.2\">Table of Contents<\/p><p class=\"has-link-color wp-elements-38df39a58186bbbf94bbdcc06228b2df wp-block-paragraph\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(0)\"><a href=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section1\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section1\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">Introduction<\/a><\/p><\/p><p class=\"has-link-color wp-elements-7c0227410e9890f972562bfbb3bdc9ca wp-block-paragraph\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(1)\"><a href=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section2\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section2\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">KanBo: When, Why and Where to deploy as a Process Management tool<\/a><\/p><\/p><p class=\"has-link-color wp-elements-de3447e448ebe1464d797b9bd81bfefc wp-block-paragraph\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(2)\"><a href=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section3\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section3\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">How to work with KanBo as a Process Management tool<\/a><\/p><\/p><p class=\"has-link-color wp-elements-42aa16f3d330d1e69e114d0be4449ae2 wp-block-paragraph\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(3)\"><a href=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section4\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#section4\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">Glossary and terms<\/a><\/p><\/p><\/div><\/div><\/div><div class=\"wp-block-column kolumna-tekst is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-getwid-section alignfull sekcja-tekst alignfull getwid-margin-top-none getwid-margin-bottom-none getwid-section-content-full-width\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\" style=\"min-height:100vh\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background has-background\" style=\"background-color:#fafafa\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\"><h1 class=\"wp-block-heading tytulek\" style=\"margin-bottom:40px;font-size:clamp(21.536px, 1.346rem + ((1vw - 3.2px) * 1.052), 35px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&D Ecosystem<\/h1><h2 class=\"wp-block-heading naglowek-duzy\" id=\"section1\" style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">Introduction<\/h2><p class=\"tekst-para wp-block-paragraph\">Process management in the context of daily work for a Principal Data Scientist involves the methodical oversight and refinement of analytical and operational workflows that underpin data-driven decision-making and problem-solving within an organization's R&D department. As a Principal Data Scientist, one is responsible for ensuring that the model building, data analytical processes, and computational algorithms employed align with the broader strategic objectives of the organization's Global CMC (Chemistry, Manufacturing, and Controls) Development operations. <\/p><p class=\"tekst-para wp-block-paragraph\">This role entails identifying and developing innovative data-driven methodologies to support process development, from the early stages of molecule selection through to the technological transfer to commercial production. With the goal of enhancing efficiency and fostering evidence-based conclusions, the Principal Data Scientist will design and continuously improve standardized methodologies to analyze large, complex datasets, automate workflows, and integrate advanced analytics into the fabric of the organization's scientific processes. <\/p><p class=\"tekst-para wp-block-paragraph\">The daily work involves not only the application of statistical and machine learning techniques but also the management of cross-functional teams and the provision of technical guidance across projects. The Principal Data Scientist will also play a pivotal role in promoting a culture of quantitative rigor, ensuring that process integrity, reproducibility, and scalability are maintained across all data science initiatives within the CMC activities at the organization's various locations.<\/p><h3 class=\"wp-block-heading naglowek-duzy\" id=\"section2\" style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">KanBo: When, Why and Where to deploy as a Process Management tool<\/h3><p class=\"tekst-para wp-block-paragraph\">What is KanBo?<\/p><p class=\"tekst-para wp-block-paragraph\">KanBo is an integrated work coordination platform, designed to manage processes through visualization, task management, and effective collaboration. Emphasizing hierarchy, it utilizes Workspaces, Folders, Spaces, and Cards, structured to capture the entirety of a workflow or project.<\/p><p class=\"tekst-para wp-block-paragraph\">Why?<\/p><p class=\"tekst-para wp-block-paragraph\">KanBo consolidates complex workflows into an intuitive interface, fostering transparency and accountability. It offers hybrid data management with on-premises and cloud flexibility, deep integration with Microsoft products, and enhanced customization. It enables progress tracking, expectation setting, and resource optimization.<\/p><p class=\"tekst-para wp-block-paragraph\">When?<\/p><p class=\"tekst-para wp-block-paragraph\">KanBo should be used when managing numerous tasks, coordinating teams, allocating resources, tracking progress, and aiming for improved productivity. It\u2019s particularly useful when process control and adaptability to changing conditions are required, or when remote collaboration is essential.<\/p><p class=\"tekst-para wp-block-paragraph\">Where?<\/p><p class=\"tekst-para wp-block-paragraph\">KanBo can be deployed within any internet-accessible environment, as it is supported on cloud platforms and on-premise systems. It is accessible from various devices, ensuring team members can operate from different locations, ensuring continual workflow management and communication.<\/p><p class=\"tekst-para wp-block-paragraph\">Should a Principal Data Scientist use KanBo as a Process Management tool?<\/p><p class=\"tekst-para wp-block-paragraph\">A Principal Data Scientist should leverage KanBo due to its ability to manage complex data projects, from initial conception to post-deployment analysis. With in-built analytics for task management and its facility for customization, it can be tailored to suit predictive modeling, machine learning workflows, research and development projects, and data governance processes. The hierarchical organization allows for effective segmentation of tasks, ensuring clear delineation of responsibilities and milestones, which is crucial for projects that demand precision and meticulous tracking. Additionally, KanBo\u2019s emphasis on collaboration and documentation aligns with the needs of a data science team that may require iterative feedback and collective decision-making.<\/p><h3 class=\"wp-block-heading naglowek-duzy\" id=\"section3\" style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">How to work with KanBo as a Process Management tool<\/h3><p class=\"tekst-para wp-block-paragraph\">As a Principal Data Scientist, leveraging KanBo for process management can help streamline and enhance the process optimization efforts within a business context. Here are the steps on how to use KanBo for this purpose:<\/p><p class=\"tekst-para wp-block-paragraph\"> Step 1: Define the Process Workflow<\/p><p class=\"tekst-para wp-block-paragraph\">Purpose: The first step is to define the end-to-end workflow of the specific business process you aim to manage and optimize.<\/p><p class=\"tekst-para wp-block-paragraph\">- Why: Understanding the current state of the workflow is essential for identifying areas of inefficiency and setting a foundation for process improvement.<\/p><p class=\"tekst-para wp-block-paragraph\">Instructions:<\/p><p class=\"tekst-para wp-block-paragraph\">1. Within KanBo, create a new workspace dedicated to process management.<\/p><p class=\"tekst-para wp-block-paragraph\">2. Establish Folders within the workspace to categorize different business processes.<\/p><p class=\"tekst-para wp-block-paragraph\">3. For each process, create a Space that encapsulates all steps of the process.<\/p><p class=\"tekst-para wp-block-paragraph\"> Step 2: Model the Process<\/p><p class=\"tekst-para wp-block-paragraph\">Purpose: To visually represent the process to better understand its components and identify potential bottlenecks.<\/p><p class=\"tekst-para wp-block-paragraph\">- Why: A visual model aids in communicating the process across the team and provides clarity on roles and responsibilities.<\/p><p class=\"tekst-para wp-block-paragraph\">Instructions:<\/p><p class=\"tekst-para wp-block-paragraph\">1. Utilize KanBo's Board view to model the process using Cards to represent each step or task.<\/p><p class=\"tekst-para wp-block-paragraph\">2. Each Card should have a status column that aligns with the flow of the process, such as \"Not Started,\" \"In Progress,\" and \"Completed.\"<\/p><p class=\"tekst-para wp-block-paragraph\"> Step 3: Measure Process Performance<\/p><p class=\"tekst-para wp-block-paragraph\">Purpose: To capture and analyze data related to the efficiency and effectiveness of the process.<\/p><p class=\"tekst-para wp-block-paragraph\">- Why: Data-driven insights enable the identification of performance gaps and support informed decision-making for process optimization.<\/p><p class=\"tekst-para wp-block-paragraph\">Instructions:<\/p><p class=\"tekst-para wp-block-paragraph\">1. Use KanBo Cards to log time, cost, output quality, and other relevant process metrics.<\/p><p class=\"tekst-para wp-block-paragraph\">2. Define Custom Fields within Cards to capture specific data points necessary for process analysis.<\/p><p class=\"tekst-para wp-block-paragraph\">3. Leverage KanBo's Card statistics to monitor and review performance indicators.<\/p><p class=\"tekst-para wp-block-paragraph\"> Step 4: Analyze the Process<\/p><p class=\"tekst-para wp-block-paragraph\">Purpose: To interpret the data collected to determine where the process can be optimized.<\/p><p class=\"tekst-para wp-block-paragraph\">- Why: This analysis reveals inefficiencies, duplicated efforts, and unnecessary steps that can be eliminated or improved.<\/p><p class=\"tekst-para wp-block-paragraph\">Instructions:<\/p><p class=\"tekst-para wp-block-paragraph\">1. Use Card relations to visualize dependencies and evaluate the impact of one step on another.<\/p><p class=\"tekst-para wp-block-paragraph\">2. Monitor the Card activity stream for real-time insights into process flow and potential delays.<\/p><p class=\"tekst-para wp-block-paragraph\"> Step 5: Implement Improvements<\/p><p class=\"tekst-para wp-block-paragraph\">Purpose: To apply the findings from the analysis to make strategic adjustments to the process.<\/p><p class=\"tekst-para wp-block-paragraph\">- Why: Continuous improvement ensures that the process stays efficient, adaptable, and aligned with business goals.<\/p><p class=\"tekst-para wp-block-paragraph\">Instructions:<\/p><p class=\"tekst-para wp-block-paragraph\">1. Adjust the process workflow in the KanBo space to reflect improvements or new steps.<\/p><p class=\"tekst-para wp-block-paragraph\">2. Utilize Card templates to standardize new optimal practices across the process.<\/p><p class=\"tekst-para wp-block-paragraph\"> Step 6: Automate and Monitor<\/p><p class=\"tekst-para wp-block-paragraph\">Purpose: To introduce automation for repetitive tasks to increase process efficiency and reduce human error.<\/p><p class=\"tekst-para wp-block-paragraph\">- Why: Automation allows the business to scale operations effectively and frees up valuable resources for more strategic activities.<\/p><p class=\"tekst-para wp-block-paragraph\">Instructions:<\/p><p class=\"tekst-para wp-block-paragraph\">1. Identify parts of the process suitable for automation.<\/p><p class=\"tekst-para wp-block-paragraph\">2. Set up Card triggers and actions to automate movement through the workflow based on predefined conditions.<\/p><p class=\"tekst-para wp-block-paragraph\">3. Employ the Gantt Chart view or Forecast Chart view to oversee the entire process and ensure adherence to timelines.<\/p><p class=\"tekst-para wp-block-paragraph\"> Step 7: Continuously Improve<\/p><p class=\"tekst-para wp-block-paragraph\">Purpose: To maintain a culture of constant enhancement, adjusting the process as new opportunities for optimization arise.<\/p><p class=\"tekst-para wp-block-paragraph\">- Why: Sustainability and competitiveness rely on the ability to evolve processes in response to internal and external changes.<\/p><p class=\"tekst-para wp-block-paragraph\">Instructions:<\/p><p class=\"tekst-para wp-block-paragraph\">1. Actively seek feedback using KanBo\u2019s commenting features on Cards to gather insights from team members.<\/p><p class=\"tekst-para wp-block-paragraph\">2. Regularly assess process performance with KanBo\u2019s reporting tools and make iterative changes for ongoing refinement.<\/p><p class=\"tekst-para wp-block-paragraph\">By systematically applying these steps in KanBo, you as the Principal Data Scientist will be able to execute robust process management practices that can drive business process optimization and contribute to the strategic success of the organization.<\/p><h3 class=\"wp-block-heading naglowek-duzy\" id=\"section4\" style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">Glossary and terms<\/h3><p class=\"tekst-para wp-block-paragraph\">Certainly! Here's a glossary with explanations of the terms related to KanBo, a work coordination platform:<\/p><p class=\"tekst-para wp-block-paragraph\">Workspace: An organizational entity within KanBo that groups together a set of Spaces related to a particular project, team, or theme, providing a centralized location for related tasks and facilitating easier navigation and collaboration.<\/p><p class=\"tekst-para wp-block-paragraph\">Space: Within Workspaces, Spaces are collections of Cards that are arranged to visually represent workflows. Spaces can represent projects or areas of focus for a team, and they play a key role in managing and tracking tasks and fostering collaboration.<\/p><p class=\"tekst-para wp-block-paragraph\">Card: The most granular unit within KanBo, a Card represents an individual task, item, or piece of work. Cards include information such as notes, files, comments, due dates, and checklists and can be customized to suit different types of tasks or workflows.<\/p><p class=\"tekst-para wp-block-paragraph\">Card Status: This term refers to the progress stage of a Card within KanBo. Statuses such as \"To Do,\" \"In Progress,\" and \"Completed\" help organize and manage work by showing where each task is in its lifecycle.<\/p><p class=\"tekst-para wp-block-paragraph\">Card Activity Stream: A real-time log of all actions and updates related to a specific Card. The stream displays a chronology of changes and interactions with the Card, providing transparency and insight into task progress.<\/p><p class=\"tekst-para wp-block-paragraph\">Card Blocker: An element that signifies an issue or obstacle preventing a Card from progressing. Users can highlight standstill reasons with local, global, or on-demand blockers, helping to identify and categorize work impediments.<\/p><p class=\"tekst-para wp-block-paragraph\">Card Grouping: A feature that enables the categorization of Cards based on criteria such as status, assignee, or due date. Grouping helps organize tasks within a Space, improving efficiency and clarity.<\/p><p class=\"tekst-para wp-block-paragraph\">Card Issue: Problems associated with a Card that hinder effective management, often highlighted with colors to denote urgency or priority\u2014such as orange for time conflicts or red for blockers.<\/p><p class=\"tekst-para wp-block-paragraph\">Card Relation: The linkage between Cards indicating dependencies or sequential relationships. Parent-child or next-previous are common types of card relations, establishing an order and hierarchy for task completion.<\/p><p class=\"tekst-para wp-block-paragraph\">Card Statistics: An analytical feature providing visual data on a Card's lifecycle, including charts and hourly summaries, to help users understand the process of task realization in KanBo.<\/p><p class=\"tekst-para wp-block-paragraph\">Dates in Cards: Terms used to identify time-related aspects of a Card, such as start dates, due dates, and reminders. These dates mark important task timelines or milestones.<\/p><p class=\"tekst-para wp-block-paragraph\">Completion Date: The date when a Card's status is changed to \"Completed,\" often visible on the Card's front for easy reference.<\/p><p class=\"tekst-para wp-block-paragraph\">Default Parent Card: Among multiple parent cards, one is designated as the default, representing the main task or project associated with a child Card.<\/p><p class=\"tekst-para wp-block-paragraph\">Forecast Chart View: A visualization tool displaying project progress and providing forecasts based on past performance, useful for tracking completed and remaining tasks against project timelines.<\/p><p class=\"tekst-para wp-block-paragraph\">Gantt Chart View: This Space view displays time-dependent Cards on a timeline in a bar chart format, suitable for planning and managing complex, long-term projects.<\/p><p class=\"tekst-para wp-block-paragraph\">Grouping: A way to classify related Cards into distinct categories within a Space. Groupings help manage and organize Cards and can be based on attributes such as assignees, card statuses, or custom fields.<\/p><p class=\"tekst-para wp-block-paragraph\">List: A custom field type in KanBo that enables users to categorize Cards, ensuring each Card is assigned to only one List, thus facilitating organized task management.<\/p><p class=\"tekst-para wp-block-paragraph\">Understanding these terms will assist users in navigating KanBo and leveraging its features for effective process management, collaboration, and execution of tasks within an organization.<\/p><div style=\"height:120px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"wp-block-column paskek-prawy spis is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:270px\"><div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-995f960e wp-block-columns-is-layout-flex\"><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-left:16px\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-16812","page","type-page","status-publish","hentry"],"blocksy_meta":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\r\n<title>Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&amp;D Ecosystem - KanBo<\/title>\r\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\r\n<link rel=\"canonical\" href=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/\" \/>\r\n<meta property=\"og:locale\" content=\"en_US\" \/>\r\n<meta property=\"og:type\" content=\"article\" \/>\r\n<meta property=\"og:title\" content=\"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&amp;D Ecosystem - KanBo\" \/>\r\n<meta property=\"og:url\" content=\"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/\" \/>\r\n<meta property=\"og:site_name\" content=\"KanBo\" \/>\r\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\r\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"8 minutes\" \/>\r\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\\\/\",\"url\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\\\/\",\"name\":\"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&D Ecosystem - KanBo\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/#website\"},\"datePublished\":\"2024-08-30T13:53:50+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/kanboapp.com\\\/en\\\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&#038;D Ecosystem\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/\",\"name\":\"KanBo\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/#organization\",\"name\":\"KanBo\",\"url\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/kanboapp.com\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/image-122.png\",\"contentUrl\":\"https:\\\/\\\/kanboapp.com\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/image-122.png\",\"width\":196,\"height\":52,\"caption\":\"KanBo\"},\"image\":{\"@id\":\"https:\\\/\\\/kanboapp.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\r\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&D Ecosystem - KanBo","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/","og_locale":"en_US","og_type":"article","og_title":"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&D Ecosystem - KanBo","og_url":"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/","og_site_name":"KanBo","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/","url":"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/","name":"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&D Ecosystem - KanBo","isPartOf":{"@id":"https:\/\/kanboapp.com\/en\/#website"},"datePublished":"2024-08-30T13:53:50+00:00","breadcrumb":{"@id":"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/kanboapp.com\/en\/optimizing-global-cmc-development-embracing-advanced-data-science-in-the-pharmaceutical-rd-ecosystem\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/kanboapp.com\/en\/"},{"@type":"ListItem","position":2,"name":"Optimizing Global CMC Development: Embracing Advanced Data Science in the Pharmaceutical R&#038;D Ecosystem"}]},{"@type":"WebSite","@id":"https:\/\/kanboapp.com\/en\/#website","url":"https:\/\/kanboapp.com\/en\/","name":"KanBo","description":"","publisher":{"@id":"https:\/\/kanboapp.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/kanboapp.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/kanboapp.com\/en\/#organization","name":"KanBo","url":"https:\/\/kanboapp.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/kanboapp.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/kanboapp.com\/wp-content\/uploads\/2023\/04\/image-122.png","contentUrl":"https:\/\/kanboapp.com\/wp-content\/uploads\/2023\/04\/image-122.png","width":196,"height":52,"caption":"KanBo"},"image":{"@id":"https:\/\/kanboapp.com\/en\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/kanboapp.com\/en\/wp-json\/wp\/v2\/pages\/16812","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kanboapp.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/kanboapp.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/kanboapp.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/kanboapp.com\/en\/wp-json\/wp\/v2\/comments?post=16812"}],"version-history":[{"count":0,"href":"https:\/\/kanboapp.com\/en\/wp-json\/wp\/v2\/pages\/16812\/revisions"}],"wp:attachment":[{"href":"https:\/\/kanboapp.com\/en\/wp-json\/wp\/v2\/media?parent=16812"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}