Data-Driven Development: Step 2 – Build Data Collection and Analysis Infrastructure

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

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 moreData-Driven Development: Step 1 – Model Feature Value

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 moreFrom Dozens to Thousands (or Millions) of Products

Towards Self-Improving Systems

As the beginning of a new year often is concerned with looking forward, I thought I’d spend this article (and perhaps some more) on discussing some of the trends that I believe are happening. One of these trends, I believe, is self-improving systems. Traditional software intensive systems are typically static after deployment. The performance levels … Read moreTowards Self-Improving Systems