Alexander Loth

Decisively Digital


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Photograph of Florian Ramseger, economist, data scientist, and futurist.

      Florian Ramseger, economist, data scientist, and futurist

      Source: Florian Ramseger

      Alexander: We have talked about the digital transformation of society on several occasions; how do you think about digitalization and how does it change our lives?

      Florian: The digital transformation over the last few decades can be broken down into three stages, and each stage comes with its own benefits. When a process has become “digitalized” we notice it, either because the input form is now digital or because the end product is presented in a digital format. Capturing and presenting information in digital form started some 40 years ago with the widespread adoption of the personal computer.

      The decreasing costs of all sorts of sensors and the rise of the Internet of Things, as well as advances in machine vision, voice recognition, and natural language processing, mean that we digitize increasingly more analog content. The value associated with this first stage of the digital transformation, sometimes referred to as digitization, was traditionally seen in the savings in physical or human resources, but nowadays digital content is also the building block for the other transformations that we are seeing.

      Another reason that digital information can make our lives better, and this is the third stage, is that we can generate additional insights from the stored and shared information. This has been around for a while in the form of business intelligence (BI) — basically ever since we had databases. But several factors, including the rise of cloud computing and the general increase in computing power, have led to the impressive developments in the field of artificial intelligence (AI) that we have seen over recent years. With quantum computing, which is on the horizon to become widely available, this stage will explode.

      Alexander: What role does Big Data play in this transformation, or is that just a buzzword?

      Florian: Big Data is a real paradigm shift. Whereas in the past we had to rely on small samples to make inferences about the wider population, in the statistical sense of the word, in many cases we now have data points about every single unit in the population. This could be individual shoppers who frequent an online store. Or it could be the fuel consumption of the vehicles in the fleet of a delivery company. This brings with it two advantages.

Schematic illustration of the three stages of the digital transformation.

      Alexander: Do you see every country and industry moving through these stages as you described them?

      Florian: A lot of what I described is not that new: machine learning, Big Data, Internet-connected devices, and so on have been around for a number of years already. However, there are huge differences in the adoption of these technologies across countries and industries, but also within them.

      I went to a regional newspaper in Germany to give a software training. They had neither laptops nor guest WiFi. Instead, we had to use a training room in the basement that reminded me of the computer lab in my high school 30 years earlier. On the other hand, when I visited the data journalism team of the newspaper Die Zeit, I felt like I was on the Google campus. They had top-notch equipment, and they were hosting data science meetups in a room complete with beanbags and a beer-filled fridge. They are producing cutting-edge data journalism.

      No matter what the starting point is, we are now seeing a wider adoption of digital technologies, because these technologies are becoming commoditized, meaning they become more accessible and easier to implement.

      Especially here in Europe, concerns about data privacy have held us back in many regards. Perhaps we have good reasons to be skeptical; we Germans are all too aware how authoritarian regimes can use information about their citizens for total surveillance. Nonetheless, public acceptance of technology that relies on private data is slowly increasing. I am actually amazed that Germany put out a coronavirus warning app that lets you know when you were in the vicinity of someone who later tested positive for COVID-19.

      Alexander: So where do you see this going in the future? In what fields do you see the biggest changes?

      Florian: All sectors and industries will be affected, because most business processes involve moving information around.