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 moreTowards Operational AI
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 moreIt’s All About Your Digital Twin
In the posts from the last weeks, I discussed the first two steps in adopting data-driven development (see figure below), i.e. modeling feature value and building the necessary infrastructure. Once we have described the value that we expect from a feature and have constructed the infrastructure required to capture the data coming back from the … Read moreWhy You Need To Slice Your Features
In last week’s blog post, I discussed the first step in adopting data-driven development (see figure below), i.e. modeling feature value in quantitative terms. Once we have described the value that we expect from a feature, the next step is to ensure that we can indeed measure and collect the necessary data in order to … Read moreData-Driven Development: Step 2 – Build Data Collection and Analysis Infrastructure
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 moreData-Driven Development: Step 1 – Model Feature Value
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 moreWhy 2018 Was A Great Year
As the year is coming to an end, I’ve been reflecting on my experiences from all the companies that I have worked with during the last 12 months. One reflection that I had was that many companies tend to be stuck in the past and that my role often is to make the people I … Read moreWhy You Are Stuck In The Past
Recently, when interviewing (for our research) someone at a company in the food space, I learned something that I hadn’t realized: these days, cheese is a by-product. For thousands of years, farmers milked cows and then, as a way to preserve the milk, they made cheese out of it. And that cheese, or at least … Read moreYour Product Is No Longer The Product
This week I gave a talk at a meetup on business agility. The, admittedly controversial, title of my talk was “Why Digitalization Will Kill Your Company Too”, a topic that I discussed in a previous blog post. The interesting thing during the meetup was that lots of participants asked me why companies are not changing … Read moreAre You Ready To Burn The Ships?
The last days, I had some time to reflect and one of the things that consistently surfaces is the amount of irritation and frustration that many people experience in their jobs. Now, to be clear, the people that I work with and that I meet are no complainypants at all, but generally serious, hard-working people … Read moreWhy Do You Do What You Do?