Let's start by looking at the two words first. When doing this, I first consult our good, old(1806, in fact) friend Merriam-Webster.
They define Computational to mean:
The act or action of computing; or, the use or operation of a computer [Source]And Scientist as:
A person who is trained in a science and whose job involves doing scientific research or solving scientific problems [Source]Now, to combine those two definitions in a some-what eloquent way:
A person whose job involves doing scientific research or solving scientific problems through the use or operation of a computer [Source]Boom. That's my best definition. Now, the source of all knowledge, WIKIPEDIA.
A computational scientist is a person skilled in scientific computing. This person is usually a scientist, an engineer, or an applied mathematician who applies high-performance computers in different ways to advance the state-of-the-art in their respective applied disciplines in physics, chemistry or engineering. Scientific computing has increasingly influenced other areas including economics, biology and medicine. [Source]
Well, that's essentially what I said... A person who performs science using a computer. Now, that's a broad term. Anyone who does science with a computer is a computational scientist? Well, by these definitions, maybe.
By the way that I've experienced Computational Science, which it should be noted is purely academic, it is more specialized than that. Most Computational Science majors that I've met have been really involved in a few things:
- Mathematics
- Programming
- SCIENCE
- Simulation (or Modeling)
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| That's right... 300%. It's possible through computational science |
And it is in point number 4 that I see a stark difference between a Biologist, Economist, Physicist (etc) and a Computational Scientist. The former seek to use computers (sometimes) to examine their empirical data and make decisions based upon their actual, real-world data. That means they go out and do some real data collection, experiments in the case of Biology and Physics and research in the case of Economics. Then, they sometimes plug this data into databases, spreadsheets, and commercial software to understand what is actually happening. Now, this is in no way meant to undermine the work that any of these folks do, because what I hope to do wouldn't be possible with out it. These guys are the backbone of Scientific Research because at the end of the day, a computer can only simulate things that you explain and teach to it, it can't come up with anything close to a real-world situation on its own.
Now, a computational scientist, in my experience, tackles problems a different way. We figure out what parameters effect a situation, how it can best be modeled and tracked. What behavior does a specific bird take, how does it react when hungry and within 5 meters of another bird. How does light behave when it enters a room? What does a sudden increase in inflation do to the stock prices as well as consumer spending habits of an individual family? What does a head of household do when suddenly their salary is reduced to a mere 50% of its maximum? Then, a Computational Scientist, who is trained in the field that they are studying, creates a model or a simulation of the situation. They assume away things that don't seem to be important until they reach the heart of the subject matter.
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| Example of Data from a Simulation that was written for a Mathematical Modeling Competition (oops...crash) |
This, in my opinion, is the heart of a computational scientist. Wet-lab results with only the cost of a few days programming. No contamination, no lost results. We create a model with enough wiggle room to generate varied sets of data, and use this data to analyze the real world. We setup mini-verses that allows us to view and control every aspect.
With that in mind, who wouldn't want to give it a try?
If you have any thoughts or opinions on Computational Science, and what it really means, comment below! I'd love to hear your ideas!





