Mona Mann

What My Lessons Are Like

My lessons are interactive, personalised, and focused on building real understanding—not just memorisation. I create a supportive, patient environment where you feel comfortable asking questions and making mistakes, because that's how real learning happens.??

Lesson Format:
Each session typically starts by reviewing previous concepts and addressing any questions. We then tackle new material through step-by-step explanations, worked examples, and hands-on practice. I use real-world scenarios to make abstract concepts relatable—whether it's applying statistics to actual data, using Python for practical projects, or connecting accounting principles to business decisions.??

Teaching Approach:
I adapt my teaching style to match your learning pace and goals. For exam preparation, we work through past papers and practice questions with exam technique strategies. For skill-building (Python, Excel, data analysis), we focus on practical projects you can add to your portfolio. I break complex topics into manageable chunks and check understanding at every step.??

My Experience:
I hold a First-Class Honours MSc in Applied AI and Data Science and have 7 years of professional experience in accounting, audit, and financial reporting. I've built machine learning models, cryptocurrency prediction systems, and health data visualization dashboards. My career change from accountant to data scientist means I truly understand the challenges of learning technical subjects and can guide you through them effectively.??

Lesson Dynamics:
Sessions are conversational and collaborative. I encourage questions and critical thinking rather than passive listening. We use screen sharing for coding sessions, digital whiteboards for maths problems, and shared documents for note-taking. I provide practice materials, revision notes, and resources between sessions to support your continued learning.?

Who I Work Best With:
Students who are motivated to improve, whether you're struggling with basics, aiming for top grades, preparing for career change, or advancing professional skills. I work with ages 7 to adult, from complete beginners to advanced learners.??

Let's work together to achieve your goals!