Princeton Optimization

Improving High-Frequency Trading Research Turnaround Time 5x-10x While Reducing Costs by 90%

For time-sensitive Big Data research, renting processing capacity is often better than buying and maintaining farms of dedicated computers, and it helps organizations achieve tremendous leaps in productivity and ease of use. Leaders of a High Frequency Trading (HFT) hedge fund retained Princeton Consultants to create a state-of-the-art environment for researching and simulating their alpha […]

The Princeton Optimization Implementation Verification Methodology

Princeton Consultants has implemented software systems embedding mathematical optimization for many years. We recently documented our methodology to verify that the implementation is satisfactory. We term this the Princeton Optimization Implementation Verification Methodology (POIVM). Through this cyclical 4-phase methodology, diagrammed below, we verify the robustness and reliability of optimization-based software systems, while enabling ongoing improvements […]

Reassessing the Gaps between the Teaching and Practice of Advanced Analytics

As another school year begins, I thought it worth revisiting the snapshot survey Princeton Consultants conducted at the INFORMS Annual Meeting in Philadelphia in 2015. We asked advanced analytics professors, students and practitioners about tools and approaches. The survey was designed to compare the responses of these three groups about optimization solvers and modeling languages, […]