Our clients are familiar with our Enterprise SaaS Dashboard. It is our most popular dashboard and highlights the key drivers from 130+ SaaS names, including Implied ARR, Net New ARR, Billings, Rule of 40, and Magic Number. KPIs are cross-checked for consistency by our dashboard team. An example of the SaaS dashboard is shown below:
The data in the SaaS dashboard is “point in time” as of the weekly update of the dashboard on our site.
In this blog post, we take a look at making the dashboard go from 2D to 3D. That is, pulling the historical data using our Data Science Library Candas.
We can then look at the history of each of these unique KPIs, run historical comparisons, and use regression statistics to answer the question: “Which KPI matters most for this stock?”.
Tickers and KPI
Create a ModelSet
Create DataFrame from ModelSet
Pivot and Filter
Plot One KPI for a Few SaaS Tickers
Which KPI is a Key Stock Price Driver
Or for a given stock, what is the most important KPI?