Studying data science to improve educational outcomes
As a teacher at Toowoomba Grammar School, I teach mathematics and business studies, and manage the GPS Chess team. Prior to teaching, I worked as a financial analyst. Recently I have completed a master's degree in science at the University of Southern Queensland. My study was focused exclusively on data science, and I have become an expert in the management of big data with a specialisation in modelling and forecasting using machine learning techniques.
The motivation for this study was because of the identified opportunities to utilise data to assist in the educational outcomes of students. The observed diversity in student needs, coupled with the complex nature of education data sets, prompted me to seek the skill development from the international experts at USQ.
The culmination of my study has been in the successful publication of research paper in the international journal “Health Information Science and Systems” titled “A novel empirical wavelet SODP and spectral entropy-based index for assessing the depth of anaesthesia”. It focussed on the development of machine learning algorithms for determining the depth of anaesthesia in patients during surgery based on real time electroencephalography signal (potential difference due to brain activity). Assessment of the depth of anaesthesia (DoA) is an important and ongoing field of research to ensure patient stability during and post-surgery. This research addresses the limitations of current DoA indexes by developing a new index based on electroencephalography (EEG) signal analysis.
This model employed a variety of novel signal processing algorithms and has demonstrated successful DoA measurement with improved time responsiveness compared to current market leading DoA algorithms in a range of circumstances. This responsiveness is especially evident in cases of high signal interference.
It is a great privilege to have worked with such renowned medical researchers and to have had my own research recognised internationally in this field. I hope that in time this work can be used to influence professionals and assist in the development of medical monitoring devices to ensure more safe operating procedure for patients.
There was some challenge in managing the dual roles of a teacher and student, but this experience has been instrumental in developing a sense of empathy with the students I work with. Regardless of the level, pushing personal boundaries and extending one’s learning is always a challenge and a privilege. On a more practical level, I hope to eventually be able to apply elements of these research methods to student tracking and monitoring algorithms employed at TGS.
You can find Thomas' published research at A novel empirical wavelet SODP and spectral entropy based index for assessing the depth of anaesthesia | SpringerLink
Latest Blog
Building the Boarding Experience - at Home
Family connections is a vital aspect of our Toowoomba Grammar School boarding program that we hold close to our heart. Our Heads of House regularly make the effort to visit our boarding families so they have a better understanding of our boarders' lives, the challenges and experiences, and staff always enjoy the warmth and hospitality provided by families. Head of Corfe House, Henry White and his wife, Samantha recently spent a weekend with the Acton family on Dalgonally Station near Julia…
A New Season for Coach Kabe
Highly respected Head of Basketball and 1st V Coach, Kabe Ciccolini is embarking on a new and inspiring chapter. This season, he takes up the role of Assistant Head of Corfe House, guiding our youngest boarders with a warmth and passion that is uniquely his own. Kabe’s decision to transition into the role of Assistant Head of Corfe House reflects his unwavering commitment to mentorship and leadership. For him, this move signifies a positive step in his career. “It’s an opportunity to further…
Embrace Every Moment
In the words of one of the greatest leaders of all time, Albus Dumbledore, “it does not do to dwell on dreams and forget to live.” The wise wizard spoke these words to Harry as he stood before the Mirror of Erised, a magical artifact that reveals one’s deepest desires. These words tell the story of the balance between our dreams and the richness of the present moment. We live in a world that often urges us to focus on our aspirations; , sometimes we get so lost in our dreams that we do not…
What is the TGS Athletic Development Academy?
As a TGS Old Boy (2003-14), sport has always been an integral part of my upbringing. As a young boy I discovered the joys of cricket, track and field and touch footy. This love of being active led me to studying Exercise Science at University and I was fortunate enough to work with a range of national and international level athletes, culminating in an internship at the Brisbane Broncos. This experience launched my career in the strength and conditioning space, allowing me to work with…
The Boarding and Day Family Connections
My husband Ben and I are four years into our boarding journey at Toowoomba Grammar School, we have two boys in Mackintosh House, Josh in Year 10 and Archie in Year 9, and a daughter Ella who is home with us for one more year before we become empty nesters. We are in the fortunate position that we live reasonably close, so we have the privilege of taking our boys home often and can attend most School events. For many of our boarding families, this is not the case, they live great distances away…
Streamline Success
Education is a transformative journey where the path we choose exerts a profound influence on our ultimate success. A streamed class is like an express locomotive: swift, efficient, and filled with eager passengers zooming towards their educational destination. Meanwhile, an unstreamed class resembles a motley group of hikers who accidentally wandered onto the wrong trail, stumbling and bickering as they struggle to find their way. Imagine the express locomotive of streamed classes, full of…
Reducing Stress: the Key to a Peaceful Life
Have you ever felt the soul-crushing burden of stress dragging your life through the mud? Ever had your precious time dwindled away at the hands of stress, while you are left powerless and alone? Well all this pain and anguish can be resolved in an instant; and all it takes is a change in the way we think. This alteration in brain chemistry is defined as mindfulness, the ability to obtain momentary awareness and recognition of our thoughts and feelings. Mindfulness is the key to defeating…
Gaining Ground with a Growth Mindset
I have seen the posters. I have sat the assemblies. I have watched the ads telling us about growth mindsets and how to develop one, and I'm sure you have too. But what we don't do is apply it to ourselves to help benefit our lives, however, there is no reason to blame yourself. The growth mindset is a deep topic that has many layers to it and is extremely important to have today. While we might blame other things on our weaknesses, it all links back to one thing – our mindset. To benefit our…
Sleeping Away the Mental Health Crisis
Two in five. That’s how many young Australians between the ages of 16 and 24 have experienced a mental disorder in the last 12 months (ABS, 2022). Let that sink in. Think of your closest five mates. Odds are that two of them are suffering right now from a crippling mental illness. According to recent studies conducted by the Australian Bureau of Statistics, Australia is witnessing an unprecedented rise in mental health issues among its youth, leaving them vulnerable and struggling (Headspace,…
