Loading
Rockwell Automation Home
  • Industries
    • Industries Chevron RightChevron Right
      • Automotive & Tire
      • Cement
      • Chemical
      • Entertainment
      • Fibers & Textiles
      • Food & Beverage
      • Household & Personal Care
      • Infrastructure
      • Life Sciences
      • Marine
      • Metals
      • Mining
      • Oil & Gas
      • Power Generation
      • Print & Publishing
      • Pulp & Paper
      • Semiconductor
      • Water Wastewater
      • View All
    Industries
    Case StudyRockwell Automation's case studies Case Studies DistributorDistributor How to Buy EventEvent Events
  • Capabilities
    • Capabilities Chevron RightChevron Right
      • The Connected Enterprise®
      • Consulting & Integration Services
      • Cybersecurity
      • Digital Transformation
      • Industrial Analytics
      • Industrial Automation & Control
      • Industrial Maintenance & Support
      • Industrial Networks
      • Lifecycle Services
      • Machine & Equipment Builders
      • MES Solutions
      • Process Solutions
      • Safety Solutions
      • View All
    Capabilities
    Blogs DistributorDistributor How to Buy EventEvent Events
  • Products
    • Hardware Chevron RightChevron Right
    • Software Chevron RightChevron Right
      • Circuit & Load Protection
      • Condition Monitoring
      • Connection Devices
      • Distributed Control Systems
      • Drives & Motors
      • Energy Monitoring
      • Human Machine Interface
      • Independent Cart Technology
      • Industrial Computers & Monitors
      • Input/Output Modules
      • Industrial Control Products
      • Lighting Control
      • Motion Control
      • Motor Control
      • Networks Security & Infrastructure
      • Packaged Solutions
      • Power Supplies
      • Programmable Controllers
      • Push Buttons & Signaling Devices
      • Relays & Timers
      • Safety Instrumented Systems
      • Safety Products
      • Sensors & Switches
      • Signal Interface
      • View All Hardware Products
    • DesignSuite
      • Dynamic Digital Twin Software
      • Studio 5000 Design Software
    • OperationSuite
      • FactoryTalk Edge Gateway
      • FactoryTalk Batch
      • FactoryTalk Historian
      • FactoryTalk View - HMI Software
      • FactoryTalk Metrics
    • MaintenanceSuite
      • FactoryTalk Analytics for Devices
      • FactoryTalk AssetCentre
      • FactoryTalk Emonitor
      • FactoryTalk Network Manager
      • FactoryTalk TeamONE
      • Fiix CMMS
    • InnovationSuite
      • Augmented Reality
      • FactoryTalk Analytics
      • MES
      • ThingWorx IIoT Platform
    Products
    Find Products by Our Brands: Allen-Bradley FactoryTalk
  • Support
    • Product Support Chevron RightChevron Right
    • Documentation Chevron RightChevron Right
    • Knowledgebase Chevron RightChevron Right
    • Training Chevron RightChevron Right
    • Downloads
      • 2D & 3D Drawings
      • Activations
      • Add-on Profiles
      • Application Code Libraries
      • Compatibility & Downloads
      • Drivers & Firmware
      • Electronic Datasheets
      • EPLAN Macros
      • Sample Code Library
      • Software Patches
      • View All
    • Selection & Configuration
      • Control Systems Configuration Tools
      • Procurement Specifications
      • ProposalWorks Proposal Builder
      • Global Short-circuit Current Ratings Tool
      • Integrated Architecture Builder
      • View All
    • Compatibility & Migration
      • Migration & Modernization
      • Lifecycle Status
      • Product Replacement Lookup
      • View All
      • Technical Documentation Center
      • Technical Specifications
      • Product Certifications
      • Product Drawings
      • Release Notes
      • Literature Library
    • Support Center
      • Support Options
      • Search for Answers
      • Chat Online
      • Call Us
      • View All
    • Online Forum
      • My Inbox
      • My Favorites
      • My Subscriptions
      • View All
    • My TechConnect
      • Chat History
      • Service Ticket History
      • Manage Your Favorite Answers
      • Field Service Request
      • View All
      • E-Learning Courses
      • Training Workstations
      • On-Site Training
      • View All
    Support
    Contact Us HelpHelp Get Support LaunchpadTools and applications View All Tools
  • Company
    • Events Chevron RightChevron Right
    • News Chevron RightChevron Right
    • Careers Chevron RightChevron Right
    • PartnerNetwork Chevron RightChevron Right
    • About Us Chevron RightChevron Right
    • Featured Events
      • Automation Fair
      • Process Solutions User Group
      • Smart Machine Workshops
      • VirtualConnect: Smart Manufacturing
      • View All
    • Webinars
      • Live
      • On-Demand
      • View All
      • The Journal
      • Blogs
      • Case Studies
      • Automation Today
      • Podcasts
      • Press Releases
      • Media Contacts
      • View All
      • View Jobs
      • Teams & People
      • Hackathon
      • Employee Video Spotlight
      • Authorized Distributors
      • Encompass Product Partners
      • Licensed Developers
      • OEM Partners
      • Strategic Alliance Partners
      • System Integrator Partners
      • PartnerNetwork Portal
      • View All
      • Our Brands
      • Our Community
      • Our History
      • Integrity & Sustainability
      • Investor Relations
      • View All
    Company
    ProductivityProductivity Investor Relations
  • Sales
  • Sales
  • View All Industries
  • View All
  • View All
  • View All
  • View All
  • Automotive & Tire
  • Cement
  • Chemical
  • Entertainment
  • Fibers & Textiles
  • Food & Beverage
  • Household & Personal Care
  • Infrastructure
  • Life Sciences
  • Marine
  • Metals
  • Mining
  • Oil & Gas
  • Power Generation
  • Print & Publishing
  • Pulp & Paper
  • Semiconductor
  • Water Wastewater
  • View All
  • The Connected Enterprise®
  • Consulting & Integration Services
  • Cybersecurity
  • Digital Transformation
  • Industrial Analytics
  • Industrial Automation & Control
  • Industrial Maintenance & Support
  • Industrial Networks
  • Lifecycle Services
  • Machine & Equipment Builders
  • MES Solutions
  • Process Solutions
  • Safety Solutions
  • View All
  • Circuit & Load Protection
  • Condition Monitoring
  • Connection Devices
  • Distributed Control Systems
  • Drives & Motors
  • Energy Monitoring
  • Human Machine Interface
  • Industrial Computers & Monitors
  • Input/Output Modules
  • Industrial Control Products
  • Lighting Control
  • Motion Control
  • Motor Control
  • Networks Security & Infrastructure
  • Packaged Solutions
  • Power Supplies
  • Programmable Controllers
  • Push Buttons & Signaling Devices
  • Relays & Timers
  • Safety Instrumented Systems
  • Safety Products
  • Sensors & Switches
  • Signal Interface
  • View All Hardware Products
  • View All
  • View All
  • Technical Documentation Center
  • Technical Specifications
  • Product Certifications
  • Product Drawings
  • Release Notes
  • Literature Library
  • View All
  • Training Workstations
  • On-Site Training
  • View All
  • View All
  • The Journal
  • Blogs
  • Automation Today
  • Podcasts
  • Media Contacts
  • View All
  • View Jobs
  • View All
  • Authorized Distributors
  • Encompass Product Partners
  • Licensed Developers
  • OEM Partners
  • System Integrator Partners
  • PartnerNetwork Portal
  • View All
  • Our Brands
  • Our History
  • Investor Relations
  • View All
  • iTRAK Intelligent Track Systems
  • MagneMover Lite Intelligent Conveyor System
  • QuickStick Intelligent Conveyor System
  • View All
  • Dynamic Digital Twin Software
  • Studio 5000 Design Software
  • FactoryTalk Edge Gateway
  • FactoryTalk Batch
  • FactoryTalk Historian
  • FactoryTalk View - HMI Software
  • FactoryTalk Metrics
  • FactoryTalk Analytics for Devices
  • FactoryTalk AssetCentre
  • FactoryTalk Emonitor
  • FactoryTalk Network Manager
  • FactoryTalk TeamONE
  • Fiix CMMS
  • Augmented Reality
  • FactoryTalk Analytics
  • MES
  • ThingWorx IIoT Platform
  • 2D & 3D Drawings
  • Activations
  • Add-on Profiles
  • Application Code Libraries
  • Compatibility & Downloads
  • Drivers & Firmware
  • Electronic Datasheets
  • EPLAN Macros
  • Sample Code Library
  • Software Patches
  • View All
  • Control Systems Configuration Tools
  • Procurement Specifications
  • ProposalWorks Proposal Builder
  • Global Short-circuit Current Ratings Tool
  • Integrated Architecture Builder
  • View All
  • Migration & Modernization
  • Lifecycle Status
  • Product Replacement Lookup
  • View All
  • Support Options
  • Search for Answers
  • Chat Online
  • Call Us
  • View All
  • My Inbox
  • My Favorites
  • My Subscriptions
  • View All
  • Chat History
  • Service Ticket History
  • Manage Your Favorite Answers
  • Field Service Request
  • View All
  • My Training
  • View All
  • Automation Fair
  • Process Solutions User Group
  • Smart Machine Workshops
  • VirtualConnect: Smart Manufacturing
  • View All
  • Live
  • On-Demand
  • View All
  • Digital Transformation at Norbord
  • View All
  • Brighter, More Flexible Tower Light Now Available from Rockwell Automation
  • Delphi Award Received For Asset Management
  • Internal Bypass Expands Smart Motor Functionality
  • New IaaS Bundle Eases Industrial Networking
  • Rockwell Automation Names Sebastien Grau as Regional Sales Director for Middle East, Turkey and Sub Saharan Africa
  • Expanded Power Range for PowerFlex 6000 MV Drives
  • Studio 5000 Software Update Optimizes Productivity
  • FLEX 5000 I/O Modules Bring Greater Productivity and Flexibility to a Connected Enterprise
  • New Cable-Pull Switch Enhances Industrial Safety
  • Instant Industrial Device Analytics
  • Rockwell Automation to name Al Ghandi Electrical & Automation as Authorised Distributor in the UAE
  • Rockwell Automation to Broaden Connected Enterprise Consulting Expertise with Acquisition of Kalypso
  • Single-Control Multi-Well Pad Solution Cuts Costs
  • Advanced Light Curtain System Improves Flexibility and Safety
  • Automation University
  • Rockwell Automation to Showcase the ConnectedProduction Solutions and Premieres its ThinManager Software at ADIPEC 2018
  • Safe Torque Off Option Simplifies Machine Design
  • Machine Performance Analytics Bring OEM Expertise Into Producer’s Digital Environment
  • Software-Powered Connected Services
  • New Managing Director of Rockwell Automation for Sub-Saharan Africa announced
  • Rockwell Automation Simplifies Analytics for Industrial Productivity
  • New Managing Director of Rockwell Automation for Sub-Saharan Africa announced
  • Securely Deploy Cloud and Mobile Technologies with New Network Guidance
  • Rockwell Automation drive system selected for Sumitomo Rubber’s rubber mixers
  • PlantPAx DCS Roadmap
  • View All
  • Students & New Grads
  • View All
  • Hackathon Use Case for Manufacturing Optimization
  • Hackathon Use Case for Sustainability
  • Hackathon Use Case for Visual System Modernization
  • Hackathon Use Case for Dynamic Filtering
  • View All
  • 24toCode Event Recap - Winter 2019
  • 24toCode Event Recap // IT Internal Hackathon
  • Meet the 2019 IT Summer Interns
  • 24toCode Promo Video
  • Harbor View Plaza Ribbon Cutting
  • Check Your Blind Spots Mobile Tour at Rockwell Automation
  • Mechanic & Tool Apprenticeship at Rockwell Automation
  • Working at Rockwell Automation in Karlsruhe
  • Summer Internships at Rockwell Automation
  • The Intrapreneurial Skills Accelerator at Rockwell Automation
  • Makers Wanted
  • #LifeatROK w Katowicach
  • IT Summer Internship Program
  • #LifeatROK with Diogo
  • View All
  • Cisco
  • Endress+Hauser
  • FANUC
  • Microsoft
  • Panduit
  • View All
  • Our Focused Giving
  • STEM Education
  • Lifelong Learning
  • View All
  • Sustainability Report
  • Our Commitment to Diversity, Equity and Inclusion
  • Environmental, Health, & Safety
  • Ethics & Compliance
  • Global Supply Chain & Sourcing
  • Product Environmental Compliance
  • Quality Management Systems
  • Trust & Security
  • Workforce of Tomorrow
  • View All
Case StudyRockwell Automation's case studies Case Studies DistributorDistributor How to Buy EventEvent Events
Blogs DistributorDistributor How to Buy EventEvent Events
Find Products by Our Brands:
Allen-Bradley FactoryTalk
Contact Us HelpHelp Get Support LaunchpadTools and applications View All Tools
ProductivityProductivity Investor Relations
  • Literature LibraryLiterature Library
    Literature Library

    Access technical and commercial publications for hardware and software products, applications, services and solutions.

    PCDCProduct Compatibility and Download Center
    Compatibility & Downloads

    Find downloads including firmware, release notes, associated software, drivers, tools and utilities.

    KnowledgebaseKnowledgebase Support Center
    Knowledgebase

    Browse the database of questions and answers on a variety of products and technologies.

    Product ConfiguratorProduct Configurator
    Product Configurator

    Configure and select products rapidly.

    Software SubscriptionsSoftware Subscriptions
    Software Subscriptions

    One stop shopping for software and subscription services.

    2D & 3D Drawings Bill of Materials CrossWorks Electronic Datasheets Motion Analyzer My Equipment My Training E-Learning Portal Product Lifecycle Status Product Registration Product Selection Toolbox Repairs Sample Code Library Software Activations View All
    Tools
    UserUser Sign In/Create an Account
  • User Account User
Tools
Literature LibraryLiterature Library
Literature Library
PCDCProduct Compatibility and Download Center
Compatibility & Downloads
KnowledgebaseKnowledgebase Support Center
Knowledgebase
Product ConfiguratorProduct Configurator
Product Configurator
Software SubscriptionsSoftware Subscriptions
Software Subscriptions
2D & 3D Drawings Bill of Materials CrossWorks Electronic Datasheets Motion Analyzer My Equipment My Training E-Learning Portal Product Lifecycle Status Product Registration Product Selection Toolbox Repairs Sample Code Library Software Activations View All
Blog
Recent ActivityRecent Activity

Beyond Data Integrity

Share This:

LinkedInLinkedIn
TwitterTwitter
FacebookFacebook
PrintPrint
EmailEmail
Main Image

We all know that technology is advancing at an incredible rate. Particularly within the past two years, the rapid evolution of the Industrial Internet of Things (IIoT) has enabled manufacturers to take significant steps toward digitalizing their operations.

Of course, the success of any digital journey is based on the underlying integrity of system data. And here, life sciences companies have an advantage. Maintaining complete, consistent and accurate data has long been foundational to Good Manufacturing Practice (GMP) – and validation and compliance.

What has changed is how the latest technologies can enhance and extend the value of that process data to impact all areas of manufacturing.

What Can New Analytics Frameworks Do?

Legacy life sciences systems were built to achieve a specific outcome in a stringent, regulated way – and they do that very well. The data generated is typically maintained in electronic batch records (EBR) for compliance purposes and may be used retrospectively by data scientists to analyze or improve processes.

Emerging analytics frameworks change that equation by providing tools that not only access more data more easily – but also expose hidden relationships between data sources in real time.

For instance, we know digital tools can capture data individually generated by an operator, a material or a machine. But that only tells part of the story. Now data can be combined and presented in the context of what is happening around it.

Data contextualization enhances the overall integrity of the batch record – and improves real-time business outcomes.

How It Works

Contemporary platforms include data discovery and storage tools that simplify data collection across multiple devices and systems. And incorporate analytics tools that intelligently fuse related data to create a more comprehensive, digitally integrated record of the process.

What’s more, these analytics engines can connect data in new ways – and deliver customized, real-time dashboards and reports to uncover new insights at every level of the organization.

For example, analytics platforms can now access, integrate and contextualize data from sources that were not traditionally associated with a batch record – such as building temperature and humidity or material hang-time. And then pinpoint better ways to thwart exceptions in real time. No data scientist required.

But that’s just one way evolving technologies are making an impact across the industry. Ultimately, contextualized data provides the basis for dynamic machine learning models that can drive processes to optimal outcomes prescriptively.  

Imagine a system that oversees operations and alerts personnel regarding abnormal situations. Or observes product quality and specifies issue causes – without waiting for lab results. Machine learning makes these scenarios a reality.

Where to Begin

While the latest breakthroughs hold great promise for the life sciences industry, taking the first steps toward implementation can be challenging. But you can ease the process. Here’s how:

  • Establish a long-term strategy around data integrity and digitalization. Remember, because technology is changing so quickly, your strategy must be flexible enough to bend and not break when confronted with new developments. Establish a vision, but know that vision will evolve.
  • Secure executive buy-in. Engaging executives early and establishing how return on investment (ROI) will be measured is critical. Keep in mind, a traditional weighted approach to ROI may not be 100% applicable.
  • Embrace a “sprint” mentality to new technology deployments. Focus on efficient 6- to 10-week test-runs that enable quick learning curves – and establish proof points with minimal investment in time and money.
  • Select a scalable, flexible foundation. Choose a partner who takes a flexible and holistic approach to leveraging digital technology. Be sure your partner can deliver solutions that operationalize data in a consistent way – and scale to fit the desirable outcomes across your network.
  • Do the homework. Before engaging with any technology supplier, document your existing infrastructure, process flow map, and current business challenges and gaps. Preparing for that first meeting is a good foundational exercise that can also decrease the total time of an engagement by one third or more.

Take the next step and learn more about digital transformation in the life sciences industry.

Published July 8, 2019


Subscribe

Subscribe to Rockwell Automation and receive the latest news, thought leadership and information directly to your inbox.

Subscribe

Recommended For You

Loading
  • Technical Question
  • Chat Technical Support
  • Phone Support
  • Contact Sales
  • General Questions
  1. Chevron LeftChevron Left Middle East Chevron RightChevron Right
  2. Chevron LeftChevron Left Company Chevron RightChevron Right
  3. Chevron LeftChevron Left News Chevron RightChevron Right
  4. Chevron LeftChevron Left Blogs Chevron RightChevron Right
Discover
  • The Connected Enterprise®
  • Create Your Account
  • Case Studies
  • Events
Information for...
  • Distributors
  • OEM
  • System Integrators
  • Encompass Partners
  • Investors
  • Career Seekers
Contact Us
  • General Questions
  • Technical Questions
  • Local Sales & Service
  • Pricing & Availability
  • Report Ethical Concerns
  • Customer Experience Survey
Site Information
  • Legal
  • Privacy Policy
  • Cookie Preferences
  • Terms of Use
  • Trademarks
Change Country Site SelectionChange RockwellAutomation.com site selection to a different country, region or language Change Country
Middle East/English

Keep Updated With Us

Sign up to receive our latest headlines for free.

Stay Informed Now
Follow Us
BlogRockwell Automation's Blog
Copyright ©2021 Rockwell Automation, Inc.
Middle East