Spotfire Data Science

Formerly TIBCO Data Science with Team Studio and Statistica

I use Spotfire Data Science for all of my data analysis and data management needs. Ordinarily, I receive data or get access to my client's database. I import it into Spotfire Data Science and ordinarily repair fundamental problems with the data. Next, I get the data into an analyzable form. This may require writing macros to transform the data. Spotfire Data Science macros are powerful. E.g., in analyzing employee data, I aligned events from eight different datasets relative to hiring date. I perform easier or iterative transformations in a workspace. Many of my problems require prediction so I leverage Spotfire Data Science's different modeling nodes and always end up with a powerful ensemble model. The final model can be exported into whatever code my client prefers. Another common area is need is performing exploratory data analysis. Spotfire Data Science is provides quick results for same day responses to clients.

Spotfire Data Science is used by our organization to build advanced analytical forecasting and other predictive models and for simple to understand visualizations. The software is used by the professional analysts exclusively, no other group of professionals employs the software. Spotfire Data Science does data science in an easy-to-use, visually appealing style.

Data Science is used to figure out the fraud happening in our retail stores. It is used across our department and some other departments too. We usually use another UI application called Eagle to raise alerts for such doubtful transactions, and with Data Science, we can show the alerts and help business people prevent fraud.

We use it to manage data collected during field work for environmental and geophysical purposes. We collect a lot of data with many aspects to it that is easy to mismanage. Spotfire Data Science has been incredibly helpful in organization, analysis, and management of collected data, as well as collaborating with coworkers on the data management and presentation for clients.

Our organization uses TIBCO Data Science mainly in our water quality and biological departments. We use this program to help with the massive data sets we produce. This software allows for us to create different ways to present that data.

At my current company, TIBCO Data Science is being used by at least two senior scientists that are located in different departments. Those senior scientists (including myself) use the software to answer analytical questions about issues related to water quality, toxicology, conservation biology, and other areas in support of our public and private sector clients. At my previous company, I managed several junior staff who were also TIBCO Data Science users for the same types of questions, but the cost of the software is a handicap toward getting more junior users at my current company.

Data Science is being used to compute data analysis models efficiently that would otherwise take longer than usual. It has a profound processor that it uses the right algorithms to achieve a dependable statistical value.