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A paper co-authored by Management Science and Engineering professor Lukasz Golab and his Data Science Master’s student Anastasiia Avksientieva won the best demo paper award at the 2025 International Conference on Extending Data Base Technology (EDBT).  This paper proposed a new data-driven method to assess bias in machine learning models.  A model is explicitly biased if it is more accurate for some subgroups than others.  For example, a biased healthcare model might generate more accurate diagnoses for younger or older individuals.  However, even an explicitly unbiased model may be implicitly biased if it is harder for some subgroups to flip the model's decision to a favourable one.  For example, what if married individuals whose loan applications were rejected would only need to increase their incomes by an average of ten percent to be approved, but single individuals would need 20 percent higher salaries?  In their paper, Golab and co-authors present a software tool that identifies implicit bias in prediction models, toward responsible deployment of AI models in practice.

Wednesday, October 14, 2020

Management Science Awards 2020

This year, along with most other things around the world, our Management Sciences Annual Spring Awards ceremony was abruptly put on hold due to the covid-19 global crisis.

That can't stop Management Sciences from celebrating the achievements of our undergraduate Management Engineers (MGTE) and our Management Sciences graduate students (MMSc, MASc & PhD)!

Help us Congratulate all our winners!

A management engineering Capstone Design project that explored the need for pay-and-display parking machines in Toronto took top prize in an international competition. Milan Preet Kaur, a recent management engineering graduate, presented her team’s Capstone project at the 2019 Institute for Operations Research and Management Sciences (INFORMS) Undergraduate Operations Research Prize Competition, which took place at the 

Forty-nine Management Engineers were conferred their degrees at last Saturday’s convocation. Two students from the 2017 Management Engineering graduating class were also honoured with two of the faculty’s most prestigious awards for undergraduate students.

Anne Dawson was awarded the Alumni Gold Medal, which is given to one graduating student from each faculty. In the case of Engineering, this award is based on both outstanding academic performance and contributions to the faculty.

A report released in March 2016 by Statistics Canada suggests "...Management Sciences and Quantitative Methods graduates were the top earners among male and female bachelor's degree holders in 2010."

The Economic Insights report goes on to put Management graduate degrees in the top five earners by field of study.

Read the full Stats Canada report at Earnings of Postsecondary Graduates by Detailed Field of Study