Advantages of Using Unigrams
Get Buy-In Support

Clear the way for simpler decision-making with impartial third-party insights
Improve Student Retention

Likert scales only go so far. Understand and act on student concerns early to mitigate the risk of attrition.
Secure and Encrypted

Data security and sovereignty is of upmost importance to us. Wherever you are located – Canada, the US, or further abroad – we have a secure data center for you.
Protect Anonymity

With faculty contracts and student privacy laws in mind, our service automatically hides personal identifiers such as names, security numbers, dates, and more.
Save Time

Save hundreds of countless staff
hours spent manually reading and interpreting student feedback. Focus on drawing conclusions from your data instead.
Powered by NLP

Experience the power of machine learning and natural language processing technology at a click of a button.
Client Showcase
Key Features of Unigrams

THEMATIC EXTRACTION
- Identify and prioritize the key issues for students, staff/faculty, and alumni
- Uncover pain points from your students early on
- Mitigate student attrition risks

CLUSTER ANALYSIS
- Automatically group comments with similar meanings together
- Quick find relevant quotes to support decision-making or marketing strategy

SEGMENTATION
- Identify different campus personas and their unique needs
- Improve learning experience by catering to those needs
How Unigrams helps institutional research and assessment professionals
Address Student Learning Demands
Online course evaluations, student assessments, and student satisfaction surveys can produce an overwhelming amount of open-ended response data.
When educational institutions allow their open-ended data to remain untapped, they risk losing the solutions to important challenges.
Unigrams tackles huge qualitative text mining projects using statistical methods that save your organization time and resources.


Plan for the future
Whether you are developing institutional restructuring or working to create a 10-year strategy, Unigrams makes it easy to transform stakeholder and faculty ideas into action.
Clear the way for simpler decision-making with Impartial third-party insights.
Monitor Campus Climate
Unigrams helps institutions foster a culture of continuous improvement.
Whether you’re rolling out a staff and faculty engagement survey or conducting a town hall, effectively streamlining and clarifying your data will allow for decisive action in anticipating and resolving urgent campus issues.
Easily identify concerns around bias, discrimination, and equity across different subpopulations on campus.
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