Productivity by design

Meet Bob, Alice, and Emily at Stegmann Labs, our sample lab where PLA 3.0 supports every step of bioassay analysis.
World Productivity Day got us thinking about what productivity means in PLA 3.0. It is not only about working faster. It is also about starting from prepared structures, connecting data where it is needed, and making daily workflows easier to follow.
That is why Bob, Alice, and Emily are taking a closer look at two PLA 3.0 concepts that help them work in a more structured and efficient way: templates and data aggregation. Each concept supports productivity in a different way, and each role brings a different view to the table.
Explore their perspectives and discover how prepared structures, connected data, and clearer workflows make PLA 3.0 productive by design.

Templates

Laboratory Technician
I need a starting point I can trust.
— Bob
When I am learning a new workflow, the hardest part is not always the task itself. Sometimes it is knowing where to begin.
Templates help me with that. Instead of opening a blank document and wondering which settings or structures I need, I can start from something that has already been prepared for the task.
That gives me more confidence. I can focus on understanding the workflow step by step, instead of worrying that I missed something important right at the start.
For me, productivity means: less guessing, more guidance, and a clearer path through PLA 3.0.
Senior Laboratory Technician
I want routine work to stay routine.
— Alice
In daily lab work, consistency matters. When I run recurring tasks, I do not want to rebuild the same setup again and again.
Templates help keep routine work structured. They provide a prepared setup that can be reused, so I can move through familiar workflows more efficiently and with fewer repeated setup steps.
That makes a difference in everyday work. The less time I spend recreating structures, the more attention I can give to accurate data entry, reliable execution, and clean reporting.
For me, productivity means: prepared structures, consistent workflows, and fewer avoidable mistakes.

Data aggregation

When I discuss an assay with a customer, I do not only look at one run in isolation. I want to see how the assay behaves across several runs, where results are stable, and where something might deserve a closer look.
Data aggregation helps bring that bigger picture into view. Data from source documents can be collected in a target document, so I can work with connected information instead of piecing everything together manually.
That makes customer conversations more productive. I can spend less time gathering values and more time discussing what the data tells us.
For me, productivity means: less searching, more context, and a clearer view of assay behavior over time.
Senior Research Scientist
I like when the data remembers the bigger picture.
— Emily
In routine work, small manual steps can add up quickly. When data needs to move through a workflow, I want that process to be clear and reliable.
Data aggregation helps by bringing information from source documents into target documents. That makes it easier to keep workflow steps connected and reduces the need to transfer data manually.
For daily work, that is helpful because it supports consistency. I can follow the process more smoothly and spend less time repeating handling steps.
For me, productivity means: connected workflow steps, less manual copying, and more confidence in routine data handling.
Senior Laboratory Technician
I want the right data in the right place.
— Alice

Concepts in action

Prepared structures. Connected data. Smoother workflows.
Templates and data aggregation show their full value when they are used together in a practical scenario.
In our Knowledge Center use case, you can follow these concepts in a real workflow and see how they support more efficient, structured, and reliable work in PLA 3.0.

Continue exploring

Bob, Alice, and Emily are only part of the team at Stegmann Labs.
In the Starter Kits, you can meet more roles and follow role-based entry points into PLA 3.0 topics.
Each kit helps you find selected resources for common questions, daily tasks, and first steps. Start there and continue with the path that fits your role.

Concepts in action

Prepared structures. Connected data. Smoother workflows.
Templates and data aggregation show their full value when they are used together in a practical PLA 3.0 scenario. The template sets the stage, while data aggregation helps bring the relevant information into place.
In our Knowledge Center use case, you can follow these concepts in a real workflow and see how they support more efficient, structured, and reliable work in PLA 3.0.