To develop predictive analytics solutions with valid results, a methodical and effective approach is required. For this purpose, we have developed Rooftop's Predictive Analytics Model. With this method, we ensure an optimal process from defining the assignment to delivering the results.
With a well-defined method for developing predictive analytics solutions, we obtain a structured and transparent workflow. This is required when many highly specialized competences are involved in the work. It ensures quality in the results as well as the results being efficiently achieved.
The model is used for smaller assignments, pilots and project implementations. The working approach in the data projects is agile. Therefore, our development method is in line with agile implementation methods such as SAFe. Equally important, our method secures that the Predictive Analytics solution is highly scalable.
The predictive analytics solutions, which deliver the best results, i.e. predictions, are achieved by leveraging a structured and transparent workflow while developing the solution. Below are the essential points of our model.
Develop model and algorithm
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A well-defined Data Science model, such as Rooftop's Predictive Analytics Model, is necessary but not sufficient. The involvement of highly specialized data competences, domain experts, and business management is required. Through interdisciplinary cooperation, synergies evolve and the best results are achieved.
We work closely with management when analyzing business opportunities anchored in data. We uncover alternative paths that the project can potentially move towards. This is relevant for data projects since we don't know in advance whether the available data sufficiently supports the business idea. However, it might support a related – and still relevant business case.
We work closely with the client's domain experts. The synergy between the domain expert's knowledge and a data scientist’s skills creates the foundation for the solution. Often, several domain experts participate, and preferably the change agent of the project participates as well.
We work closely with the change agent as the solution in a data project isn't only an algorithm and IT. There is always a need for preparing the business and transform daily operation to incorporate the new solution. Not having focus on this, will prevent business readiness and delay the business benefits from day one.
We work closely with the IT organization to establish interim data exchange for the pilot, participate in the technical implementation, and provide support and documentation for hand-over of the technical solution.
We happily collaborate with the client's other suppliers, who are potentially part of implementing the data project.
Rooftop Analytics offers services relevant – and necessary to be able to execute ambitious data analytics projects.
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