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Q: Our use is non-commercial, but I am part of a group project all needing to use these products. What can I do?
A: Non-commercial license is an individual-use license, and as such each member of the group project would need to obtain their own copy of the product and license to use it in the project. In addition, to qualify for the non-commercial license the individual in the group project applying for the non-commercial license cannot receive any form of compensation for working on the group project.
https://software.intel.com/en-us/articles/non-commercial-software-faq#3
Q: I am engaged in research projects. Can I qualify to use the noncommercial product?
A: If you, as an individual, are receiving any form of compensation for the research project (i.e., you receive a salary, or funding, etc.) you do not qualify for a non-commercial license. However, if your research is a personal project for which you are not getting compensated in any way, you do qualify for a noncommercial-use license.
https://software.intel.com/en-us/articles/non-commercial-software-faq#5
Q: I am a professor. Can I use the non-commercial product as part of the coursework I teach?
A: No. Teaching is a profession and you are getting compensated for it. You may, however, qualify for the academic license. (Click to education offerings page)
FYI: The link they cite in their FAQ take above takes you to a page letting you one know that the Intel software free to HigherEd researchers under the academic license is just for their "Performance Libraries":
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