Digital Transformation of the Laboratory

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This practical book in instrumental analytics conveys an overview of important methods of analysis and enables the reader to realistically learn the (principally technology-independent) working techniques the analytical chemist uses to develop methods and conduct validation. What is to be conveyed to the student is the fact that analysts in their capacity as problem-solvers perform services for certain groups of customers, i.e., the solution to the problem should in any case be processed in such a way as to be «fit for purpose». <br> The book presents sixteen experiments in analytical chemistry laboratory courses. They consist of the classical curriculum used at universities and universities of applied sciences with chromatographic procedures, atom spectrometric methods, sensors and special methods (e.g. field flow fractionation, flow injection analysis and N-determination according to Kjeldahl).<br> The carefully chosen combination of theoretical description of the methods of analysis and the detailed instructions given are what characterizes this book. The instructions to the experiments are so detailed that the measurements can, for the most part, be taken without the help of additional literature.<br> The book is complemented with tips for effective literature and database research on the topics of organization and the practical workflow of experiments in analytical laboratory, on the topic of the use of laboratory logs as well as on writing technical reports and grading them (Evaluation Guidelines for Laboratory Experiments).<br> A small introduction to Quality Management, a brief glance at the history of analytical chemistry as well as a detailed appendix on the topic of safety in analytical laboratories and a short introduction to the new system of grading and marking chemicals using the «Globally Harmonized System of Classification and Labelling of Chemicals (GHS)», round off this book.<br> This book is therefore an indispensable workbook for students, internship assistants and lecturers (in the area of chemistry, biotechnology, food technology and environmental technology) in the basic training program of analytics at universities and universities of applied sciences.<br>

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Lab digitalization is a people‐driven initiative that aims to address the global challenges and provide solutions, backed by unquestionable integrity of traceable and reproducible scientific data.

At the moment, regardless of the laboratory type or size, people are struggling with the growing amount of generated data and leveraging its value. It is extremely challenging to organize data and keep everything traceable and reusable long term.

To address the challenge, modularity and flexibility are being incorporated on different levels of lab operations. Labs are becoming inviting spaces suitable for interdisciplinary partnerships in a digital, virtual, or personal environment. Data integrity initiatives and setup of new, digital systems prioritize integration of all tech solutions used in the lab for optimal performance. Through effective integration of tools, improved scientist‐to‐scientist interactions and intellectual contributions, and quality change management, lab digitalization places the human element at the very forefront of the overall progress toward the digital future.

This can be intimidating to some and exhilarating to others.

That is why this book is divided into modules: Inspiration, Knowledge Base, Practical, Case Studies, Continuous Improvement, and Vision of the Future. Each module covers different aspects of lab digitalization.

Inspiration

We start this book with an inspiring overview of lab evolution, new technologies, and new science being done. It will give you a complete overview of the subject of laboratories of the future and, hopefully, add to the vision of your own career in science and technology.

Knowledge Base

Knowledge Base section focuses on crucial terms to understand. It will give you a solid basis of knowledge that you will be able to apply further on as your lab grows and evolves.

Practical

The Practical chapters give you examples and guidance on defining your lab's digitalization strategy.

Case Studies

We present different case studies and expert comments on the subject of going from paper to digital. You will be able to read how different laboratories and professionals approached the subject and put it into practice, and what are their conclusions, advice, and lessons learned.

Continuous Improvement

We have a closer look at the steps that follow after the digitalization.

Vision of the Future and Changing the Way We Do Science

With continuous improvements in mind, we conclude the book with insightful expert comments on the subject of the future of science. Many of the described technologies are already becoming important, and here we identify those that might shape the next 5–10 years and change the way we do science.

As you read this book, you will gain holistic knowledge on digital transformation of the laboratory. Tracking, analyzing, and leveraging the value of data you are collecting, by implementing tools that can empower the people in your lab, are the main points of this journey.

Using the knowledge, you will be able to start defining what exactly you want to achieve. Once you clarify your main goals, you will be able to go all the way back through the processes in your lab and see which need to be digitalized.

That is when you will get the real incentive to do it.

You will understand whether you are trying to just use technology as a convenience to support the system you already have, or are you ready to think about using the better technology to change and improve the system.

You will realize what kind of decisions you need to make throughout the cycle.

Selecting the right digital solutions is quite a challenge. It is important to think how the potential solutions will fit into your existing architecture. An investment of time, energy, and budget is always involved, especially if the solutions are not integrated properly or your team is not in sync.

The knowledge you will gain will enable you to measure and evaluate the impact of digitalization. How will the use of particular tools improve specific parts of your processes to reach your goals within the given time frames?

Keeping the razor‐sharp focus and determination is the most potent driver of digitalization.

All solutions work, but the execution is crucial. You will learn how to take an agile approach, define the value for your team, start small, and scale up efficiently and successfully.

This book is a result of collaboration between different authors – researchers, business owners, consultants, managers, and professors who wrote about their vast experience and provided valuable perspective on the subject of digital transformation. Because every lab is different, and there are as many use cases as there are labs, our aim was to introduce you to a digital mindset that will enable you to find the best solution for your lab.

This book guides you through the aspects of taking your time to understand the basics of technology, adapt the digital mindset, include your team and address their concerns and challenges, read how other labs started to pave their digital way, and stay inspired along the way.

Let's dive in.

Tea Pavlek

SciNote LLC, USA

Part I Inspiration

We start this book with an inspiring overview of lab evolution, new technologies, and new science being done. It will give you a complete overview of the subject of laboratories of the future and, hopefully, add to the vision and purpose of your own career in science and technology.

1 The Next Big Developments – The Lab of the Future

Richard Shuteand Nick Lynch

Curlew Research, Woburn Sands, UK

1.1 Introduction

Steve Jobs once said that “the biggest innovations of the 21st century will be at the intersection of biology and technology”; in this (r)evolution, the lab will most definitely play a key role.

When speculating on the future digital transformation of the life sciences R&D, one must consider how the whole lab environment and the science that goes on in that lab will inevitably evolve and change [1, 2]. It is unlikely that an R&D lab in 2030, and certainly in 2040, will look and feel like a comparable lab from 2020. So, what are the likely new big technologies and processes and ways of working that will make that lab of the future (LotF) so different? This section endeavors to introduce some of the new developments in technology and in science that we think will change and influence the life science lab environment over the upcoming decade.

1.2 Discussion

Before going into the new technology and science in detail, it is important to recognize that this lab evolution will be driven not just by new technologies and new science. In our view, there are four additional broader, yet fundamental and complementary attributes that influence how a lab environment changes over time. They are:

1 People and culture considerations

2 Process developments and optimization

3 Data management improvements

4 Lab environment and design

When we add the fifth major driver of change – new technology (including new science) – it becomes clear that digital transformation is a complex, multivariate concept ( Figure 1.1).

Figure 11 Complex multivariate concept of lab transformation In this - фото 2

Figure 1.1 Complex, multivariate concept of lab transformation.

In this section, we discuss how each of these high‐level attributes will influence the changing lab and the expectations of the users. For all five areas, we include what we think are some of the most important aspects, which we believe will have the most impact on the “LotF.”

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