Jan Bosch
The companies that I work with, both in my research and my consulting engagements, are all going through a digital transformation. These companies are looking to become digital companies rather than whatever they were before. In this journey, however, there is an interesting question that comes up on a regular basis: what does it mean … Read more
During the last week I was reflecting on the change processes ongoing in several of the companies that I work with. Although I don’t want to generalize too aggressively, it seems to me that most companies are on a similar journey. Starting from a situation where the key value proposition of the company was expressed … Read more
During a number of discussions the last weeks, the notion of outcomes and disappointment with outcomes was brought up. The tendency in these conversations is an endless exploration of the reasons the unsatisfactory outcome happened (or, occasionally, why the unexpectedly positive outcome happened). Quickly people start to disagree and provide arguments for alternative points of … Read more
Over the last weeks, I have been on the road a lot for various engagements with customers as well as for our research activities. In virtually every meeting, the whole area of artificial intelligence and especially machine and deep learning come up as a discussion topic. This is great as I think the whole AI/ML/DL … Read more
In the latest two articles, I outlined the two phases of adopting machine & deep learning (ML/DL). In the figure below, we show the steps that companies typically evolve through while adopting AI, ML and DL solutions. As shown in the figure, the third step, the subject of this article, is where ML/DL components are … Read more
In last week’s article, I outlined the first phase of adopting machine & deep learning (ML/DL) which is concerned with experimentation and prototyping. In the figure below, we show the steps that companies typically evolve through while adopting AI,ML and DL solutions. As shown in the figure, the next step is the careful use of … Read more
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
We live in a world that is driven by a Need for Speed and when leaders mention agility, continuous integration and continuous deployment, often speed is mentioned as the key driver. Having worked with dozens of companies, my learning is that companies go through a number of evolution steps in order to work with speed. … Read more
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
As the last post before my Christmas vacation, I thought to reflect with you on 2018. Despite all the apocaholics, the political turmoil in several countries in the Western hemisphere and the stock market tanking like it’s going out of style, I want to remind everyone that we are living in the best time in … Read more
