Next-generation Factory Business & Data Mapping

Collaboratively document standard biopharmaceutical manufacturing data workflows and identify future-state improvements for data creation, transformation and use.

Project status

82% Completed

Industry Need

Workflow in factories can be inefficient. Lack of understanding and available models for the digital workflows in current factory operations.

Solution

Use process mapping to identify workflow problems and prioritize solutions.

Outputs/Deliverables

Digital workflow model and improvement opportunities – 1Q2025
DataFlow publication with prioritized improvements – 2Q2025

Impacts

Publications that show key areas for improvement and investment in digital workflows in the factory.

Define and rank opportunities for improvements in data workflow.

Improve operational efficiencies, turnaround time and reduce or prevent deviations.

Additional Project Information (Members Only)

Updates
Value Proposition
Related Publications
Deliverables

Not yet a member? Learn more about which level of NIIMBL membership is right for you and your organization.

Project Lead

NIIMBL

Participating Organizations

Amgen Inc.

AstraZeneca

Bristol-Myers Squibb

CSL Behring, LLC

Cytiva

Eli Lilly and Company

Emerson Automation Solutions

Genentech, Inc.

GlaxoSmithKline, LLC

IPS-Integrated Project Services, LLC

Janssen Research & Development, LLC

Merck Sharp & Dohme LLC

MilliporeSigma/EMD Serono

Pfizer, Inc.

Sanofi

Sartorius Stedim

Takeda Pharmaceuticals

img:is([sizes="auto" i],[sizes^="auto," i]){contain-intrinsic-size:3000px 1500px;}img.wp-smiley,img.emoji{display:inline !important;border:none !important;box-shadow:none !important;height:1em !important;width:1em !important;margin:0 .07em !important;vertical-align:-.1em !important;background:none !important;padding:0 !important;}ul.filebird-block-filebird-gallery{margin:auto !important;padding:0 !important;width:100%;}ul.filebird-block-filebird-gallery.layout-grid{display:grid;grid-gap:20px;align-items:stretch;grid-template-columns:repeat(var(--columns),1fr);justify-items:stretch;}ul.filebird-block-filebird-gallery.layout-grid li img{border:1px solid #ccc;box-shadow:2px 2px 6px 0 rgba(0,0,0,.3);height:100%;max-width:100%;-o-object-fit:cover;object-fit:cover;width:100%;}ul.filebird-block-filebird-gallery.layout-masonry{-moz-column-count:var(--columns);-moz-column-gap:var(--space);column-gap:var(--space);-moz-column-width:var(--min-width);columns:var(--min-width) var(--columns);display:block;overflow:auto;}ul.filebird-block-filebird-gallery.layout-masonry li{margin-bottom:var(--space);}ul.filebird-block-filebird-gallery li{list-style:none;}ul.filebird-block-filebird-gallery li figure{height:100%;margin:0;padding:0;position:relative;width:100%;}ul.filebird-block-filebird-gallery li figure figcaption{background:linear-gradient(0deg,rgba(0,0,0,.7),rgba(0,0,0,.3) 70%,transparent);bottom:0;box-sizing:border-box;color:#fff;font-size:.8em;margin:0;max-height:100%;overflow:auto;padding:3em .77em .7em;position:absolute;text-align:center;width:100%;z-index:2;}ul.filebird-block-filebird-gallery li figure figcaption a{color:inherit;}:root{--wp--preset--aspect-ratio--square:1;--wp--preset--aspect-ratio--4-3:4/3;--wp--preset--aspect-ratio--3-4:3/4;--wp--preset--aspect-ratio--3-2:3/2;--wp--preset--aspect-ratio--2-3:2/3;--wp--preset--aspect-ratio--16-9:16/9;--wp--preset--aspect-ratio--9-16:9/16;--wp--preset--color--black:#000;--wp--preset--color--cyan-bluish-gray:#abb8c3;--wp--preset--color--white:#fff;--wp--preset--color--pale-pink:#f78da7;--wp--preset--color--vivid-red:#cf2e2e;--wp--preset--color--luminous-vivid-orange:#ff6900;--wp--preset--color--luminous-vivid-amber:#fcb900;--wp--preset--color--light-green-cyan:#7bdcb5;--wp--preset--color--vivid-green-cyan:#00d084;--wp--preset--color--pale-cyan-blue:#8ed1fc;--wp--preset--color--vivid-cyan-blue:#0693e3;--wp--preset--color--vivid-purple:#9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple:linear-gradient(135deg,rgba(6,147,227,1) 0%,#9b51e0 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan:linear-gradient(135deg,#7adcb4 0%,#00d082 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange:linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red:linear-gradient(135deg,rgba(255,105,0,1) 0%,#cf2e2e 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray:linear-gradient(135deg,#eee 0%,#a9b8c3 100%);--wp--preset--gradient--cool-to-warm-spectrum:linear-gradient(135deg,#4aeadc 0%,#9778d1 20%,#cf2aba 40%,#ee2c82 60%,#fb6962 80%,#fef84c 100%);--wp--preset--gradient--blush-light-purple:linear-gradient(135deg,#ffceec 0%,#9896f0 100%);--wp--preset--gradient--blush-bordeaux:linear-gradient(135deg,#fecda5 0%,#fe2d2d 50%,#6b003e 100%);--wp--preset--gradient--luminous-dusk:linear-gradient(135deg,#ffcb70 0%,#c751c0 50%,#4158d0 100%);--wp--preset--gradient--pale-ocean:linear-gradient(135deg,#fff5cb 0%,#b6e3d4 50%,#33a7b5 100%);--wp--preset--gradient--electric-grass:linear-gradient(135deg,#caf880 0%,#71ce7e 100%);--wp--preset--gradient--midnight:linear-gradient(135deg,#020381 0%,#2874fc 100%);--wp--preset--font-size--small:13px;--wp--preset--font-size--medium:20px;--wp--preset--font-size--large:36px;--wp--preset--font-size--x-large:42px;--wp--preset--spacing--20:.44rem;--wp--preset--spacing--30:.67rem;--wp--preset--spacing--40:1rem;--wp--preset--spacing--50:1.5rem;--wp--preset--spacing--60:2.25rem;--wp--preset--spacing--70:3.38rem;--wp--preset--spacing--80:5.06rem;--wp--preset--shadow--natural:6px 6px 9px rgba(0,0,0,.2);--wp--preset--shadow--deep:12px 12px 50px rgba(0,0,0,.4);--wp--preset--shadow--sharp:6px 6px 0px rgba(0,0,0,.2);--wp--preset--shadow--outlined:6px 6px 0px -3px rgba(255,255,255,1),6px 6px rgba(0,0,0,1);--wp--preset--shadow--crisp:6px 6px 0px rgba(0,0,0,1);}:root{--wp--style--global--content-size:800px;--wp--style--global--wide-size:1200px;}:where(body){margin:0;}.wp-site-blocks > .alignleft{float:left;margin-right:2em;}.wp-site-blocks > .alignright{float:right;margin-left:2em;}.wp-site-blocks > .aligncenter{justify-content:center;margin-left:auto;margin-right:auto;}:where(.wp-site-blocks) > *{margin-block-start:24px;margin-block-end:0;}:where(.wp-site-blocks) > :first-child{margin-block-start:0;}:where(.wp-site-blocks) > :last-child{margin-block-end:0;}:root{--wp--style--block-gap:24px;}:root :where(.is-layout-flow) > :first-child{margin-block-start:0;}:root :where(.is-layout-flow) > :last-child{margin-block-end:0;}:root :where(.is-layout-flow) > *{margin-block-start:24px;margin-block-end:0;}:root :where(.is-layout-constrained) > :first-child{margin-block-start:0;}:root :where(.is-layout-constrained) > :last-child{margin-block-end:0;}:root :where(.is-layout-constrained) > *{margin-block-start:24px;margin-block-end:0;}:root :where(.is-layout-flex){gap:24px;}:root :where(.is-layout-grid){gap:24px;}.is-layout-flow > .alignleft{float:left;margin-inline-start:0;margin-inline-end:2em;}.is-layout-flow > .alignright{float:right;margin-inline-start:2em;margin-inline-end:0;}.is-layout-flow > .aligncenter{margin-left:auto !important;margin-right:auto !important;}.is-layout-constrained > .alignleft{float:left;margin-inline-start:0;margin-inline-end:2em;}.is-layout-constrained > .alignright{float:right;margin-inline-start:2em;margin-inline-end:0;}.is-layout-constrained > .aligncenter{margin-left:auto !important;margin-right:auto !important;}.is-layout-constrained > :where(:not(.alignleft):not(.alignright):not(.alignfull)){max-width:var(--wp--style--global--content-size);margin-left:auto !important;margin-right:auto !important;}.is-layout-constrained > .alignwide{max-width:var(--wp--style--global--wide-size);}body .is-layout-flex{display:flex;}.is-layout-flex{flex-wrap:wrap;align-items:center;}.is-layout-flex > :is(*,div){margin:0;}body .is-layout-grid{display:grid;}.is-layout-grid > :is(*,div){margin:0;}body{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}a:where(:not(.wp-element-button)){text-decoration:underline;}:root :where(.wp-element-button,.wp-block-button__link){background-color:#32373c;border-width:0;color:#fff;font-family:inherit;font-size:inherit;line-height:inherit;padding:calc(.667em + 2px) calc(1.333em + 2px);text-decoration:none;}.has-black-color{color:var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color:var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color:var(--wp--preset--color--white) !important;}.has-pale-pink-color{color:var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color:var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color:var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color:var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color:var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color:var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color:var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color:var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color:var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color:var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color:var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color:var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color:var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color:var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color:var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color:var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color:var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color:var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color:var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color:var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color:var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color:var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color:var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color:var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color:var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color:var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color:var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color:var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color:var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color:var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color:var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color:var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color:var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background:var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background:var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background:var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background:var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background:var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background:var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background:var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background:var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background:var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background:var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background:var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background:var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size:var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size:var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size:var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size:var(--wp--preset--font-size--x-large) !important;}:root :where(.wp-block-pullquote){font-size:1.5em;line-height:1.6;}[data-cky-tag]{visibility:hidden;}.h-captcha{position:relative;display:block;margin-bottom:2rem;padding:0;clear:both;}.h-captcha[data-size="normal"]{width:303px;height:78px;}.h-captcha[data-size="compact"]{width:164px;height:144px;}.h-captcha[data-size="invisible"]{display:none;}.h-captcha::before{content:"";display:block;position:absolute;top:0;left:0;background:url("https://www.niimbl.org/wp-content/plugins/hcaptcha-for-forms-and-more/assets/images/hcaptcha-div-logo.svg") no-repeat;border:1px solid rgba(255,255,255,0);border-radius:4px;}.h-captcha[data-size="normal"]::before{width:300px;height:74px;background-position:94% 28%;}.h-captcha[data-size="compact"]::before{width:156px;height:136px;background-position:50% 79%;}.h-captcha[data-theme="light"]::before,body.is-light-theme .h-captcha[data-theme="auto"]::before,.h-captcha[data-theme="auto"]::before{background-color:#fafafa;border:1px solid #e0e0e0;}.h-captcha[data-theme="dark"]::before,body.is-dark-theme .h-captcha[data-theme="auto"]::before,html.wp-dark-mode-active .h-captcha[data-theme="auto"]::before,html.drdt-dark-mode .h-captcha[data-theme="auto"]::before{background-image:url("https://www.niimbl.org/wp-content/plugins/hcaptcha-for-forms-and-more/assets/images/hcaptcha-div-logo-white.svg");background-repeat:no-repeat;background-color:#333;border:1px solid #f5f5f5;}@media (prefers-color-scheme:dark){.h-captcha[data-theme="auto"]::before{background-image:url("https://www.niimbl.org/wp-content/plugins/hcaptcha-for-forms-and-more/assets/images/hcaptcha-div-logo-white.svg");background-repeat:no-repeat;background-color:#333;border:1px solid #f5f5f5;}}.h-captcha[data-theme="custom"]::before{background-color:initial;}.h-captcha[data-size="invisible"]::before{display:none;}.h-captcha iframe{position:relative;}.elementor-widget-login .h-captcha{margin-bottom:0;}.e-con.e-parent:nth-of-type(n+4):not(.e-lazyloaded):not(.e-no-lazyload),.e-con.e-parent:nth-of-type(n+4):not(.e-lazyloaded):not(.e-no-lazyload) *{background-image:none !important;}@media screen and (max-height: 1024px){.e-con.e-parent:nth-of-type(n+3):not(.e-lazyloaded):not(.e-no-lazyload),.e-con.e-parent:nth-of-type(n+3):not(.e-lazyloaded):not(.e-no-lazyload) *{background-image:none !important;}.e-con.e-parent:nth-of-type(n+3):not(.e-lazyloaded):not(.e-no-lazyload).nitro-lazy,.e-con.e-parent:nth-of-type(n+3):not(.e-lazyloaded):not(.e-no-lazyload) *.nitro-lazy{background-image:none !important;}}@media screen and (max-height: 640px){.e-con.e-parent:nth-of-type(n+2):not(.e-lazyloaded):not(.e-no-lazyload),.e-con.e-parent:nth-of-type(n+2):not(.e-lazyloaded):not(.e-no-lazyload) *{background-image:none !important;}.e-con.e-parent:nth-of-type(n+2):not(.e-lazyloaded):not(.e-no-lazyload).nitro-lazy,.e-con.e-parent:nth-of-type(n+2):not(.e-lazyloaded):not(.e-no-lazyload) *.nitro-lazy{background-image:none !important;}}.e-con.e-parent:nth-of-type(n+4):not(.e-lazyloaded):not(.e-no-lazyload).nitro-lazy,.e-con.e-parent:nth-of-type(n+4):not(.e-lazyloaded):not(.e-no-lazyload) *.nitro-lazy{background-image:none !important;}.elementor-nav-menu--dropdown li.show-mobile-menu{display:none;}.elementor-widget-text-editor ul,.elementor-toggle-item .elementor-tab-content ul{list-style:none;padding-left:18px;}.elementor-widget-text-editor ul li ul,.elementor-toggle-item .elementor-tab-content ul li ul{margin:10px 0;}.elementor-widget-text-editor ul li::before,.elementor-toggle-item .elementor-tab-content ul li::before{content:"•";color:#f36c21;font-weight:bold;display:inline-block;width:1em;margin-left:-1em;}.elementor-widget-text-editor ul li ul li::before,.elementor-toggle-item .elementor-tab-content ul li ul li::before{color:#000 !important;}.elementor-widget-text-editor ul li,.elementor-toggle-item .elementor-tab-content ul li{line-height:1.5;margin:10px 0 10px 0;}.elementor-widget-text-editor ul li ul li::before,.elementor-toggle-item .elementor-tab-content ul li ul li::before{color:#000;}.elementor-toggle .elementor-tab-title.elementor-active{float:right;}.loop-item-post-list .elementor-widget-heading h3{transition:all .5s ease;}.loop-item-post-list:hover .elementor-widget-heading h3{color:var(--e-global-color-c557141);}.niimbl-custom-dropdown-position-absolute > div.elementor-element:first-of-type{position:absolute;}.niimbl-program-participants-logo-container{width:100%;left:0;display:flex;justify-content:flex-start;flex-wrap:wrap;}.niimbl-program-participants-logo-block{border:1px solid #555759;border-color:var(--e-global-color-7e1626d);border-radius:20px 0px 20px 0px;padding:12px;display:flex;align-content:center;align-items:center;min-height:135px;margin:10px;float:left;min-width:148px;max-width:12%;}.niimbl-program-participants-logo-block p{font-size:16px;line-height:18px;text-align:left;font-weight:600;margin:0;}.niimbl-project-organizations-image{}.niimbl-project-organizations-logo{display:flex;align-content:center;align-items:center;flex-direction:row;flex-wrap:wrap;justify-content:center;}.papers-card:hover .paper-description{height:unset;opacity:unset;}li.mobile-search{display:none !important;}@media only screen and (max-width: 1024px){.member-portal-link{background-color:#95c93d;}.member-portal-link a{color:#000 !important;}li.mobile-search{display:block !important;}}@media only screen and (max-width: 768px){.niimbl-custom-dropdown-top-padding .elementor-tab-content{padding-top:90px !important;}.elementor-nav-menu--dropdown li.show-mobile-menu{display:block;}}@media only screen and (max-width: 1075px) and (min-width: 1025px){.elementor-292 .elementor-element.elementor-element-c5c4ef4 .elementor-nav-menu .elementor-item{font-size:13px;}}.paper-image img{width:129px;transition:all .5s ease;}.paper-description{transition:all .1s ease;}.papers-card:hover .paper-image img{width:256px;}.papers-card:hover .paper-description{height:unset;opacity:unset;}.post-password-form{position:relative;padding:15% 25%;background:var(--e-global-color-c557141);background-image:url("https://cdn-ilbnkld.nitrocdn.com/FiZsYmvwCEavwyaAkBahvRzKpSxqcuAH/assets/images/optimized/rev-fe3dbbd/www.niimbl.org/wp-content/uploads/2024/04/new-hero-background.jpg");margin:0 auto;}.post-password-form.nitro-lazy{background-image:none !important;}.post-password-form p{color:#fff;}.post-password-form [type=submit]{margin-inline-start:3px;background:#fff;color:#000;font-weight:600;border:1px solid #000;margin:0 0 0 10px;}@media screen and (max-width: 767px){.post-password-form{padding:45% 5%;}}@media screen and (min-width: 768px) and (max-width: 1023px){.post-password-form{padding:25% 8% 16% 8%;}}.tiles-block:hover .elementor-heading-title{color:#fff !important;}.tiles-block:hover .elementor-widget-text-editor{color:#fff !important;}.tiles-block:hover .projects-icon-member{fill:#fff !important;}.tiles-block:hover .projects-icon-niibml{fill:#fff !important;}.tiles-block:hover .cls-1{stroke:#fff !important;}.tiles-block:hover .resource-icon-member{fill:#fff !important;}.tiles-block:hover .resource-icon-niimbl{fill:#fff !important;}.elementor-widget-search-form .elementor-search-form__input,.elementor-widget-search-form .elementor-search-form__icon,.elementor-widget-search-form .elementor-lightbox .dialog-lightbox-close-button,.elementor-widget-search-form .elementor-lightbox .dialog-lightbox-close-button:hover,.elementor-widget-search-form.elementor-search-form--skin-full_screen input[type="search"].elementor-search-form__input{color:#fff;fill:var(--e-global-color-text);}