Machine & Deep Learning: Experimentation Stage

This week I got the opportunity to speak at the initiative seminar organized by the Chalmers AI Research center (CHAIR). The key message in my presentation was that working with artificial intelligence (AI) and specifically machine & deep learning (ML/DL) constitutes a major software engineering challenge that is severely underestimated by companies that start to … Read more

It’s All About Your Digital Twin

As I have been writing about adopting data-driven decision making in the broad sense and data-driven development more narrowly over the last weeks, several people have reached out to me, discussed with me and more generally explored the subject with me. During these engagements, I realized that many products and services exist for the sole … Read more

Data-Driven Development: Step 1 – Model Feature Value

In my research and consulting engagements with companies, one of the recurring themes is the ambition of companies to become more data-driven in their way of working. After working on this topic with a variety of companies, my fellow researchers and I defined an adoption process that companies go through when adopting data-driven development practices. … Read more

From Dozens to Thousands (or Millions) of Products

This week I spent time in Denmark at a summit organized by the Manufacturing Academy of Denmark (MADE). During the summit I met several people that expressed pride at the richness of their product portfolio. Some companies have a dozen different products, others may have close a hundred products. All these products are complicated including … Read more

Does Agile Kill Innovation?

Photo by Kristopher Roller on Unsplash During a recent conversation with a journalist, the downsides of agile came up in the interview. The questions were centered around stress levels of team members, the frustration with not being able to do a proper design before building features, the perceived reduction in innovation and other factors. During … Read more

Nobody Cares About Your Product

(image credit: pixabay) This week was about travel and keynote presentations. Although the traveling can be a bit of a drag, I love meeting people and hear them sell their stories after they have listened to my talk. The interesting thing is to hear that many people talk about the product that they are contributing … Read more

Will Computers Program Themselves?

With artificial intelligence, machine learning and deep learning on the top of Gartner’s hype cycle, it is easy to assume that computers will program themselves going forward and that we’ve reached the end of software engineering as a discipline. Although one might naively think that we can just feed a lot of data into a … Read more