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Teaching

Advanced AI, taught to any audience without dumbing it down.

University units

AI, analytics and machine learning for finance and accounting students in the Business School.
ACSPRI postgraduate courses

Language models and machine learning for researchers across the social sciences.
The agentic AI lab

Hands-on builds of agent systems that run on modest hardware, with the checks that make their output traceable.

Open teaching materials

Code, data and exercises released for anyone to teach with.

Dataset 2026Zenodo

Managerial AI Optimism in US Technology Earnings Calls: An Educational Dataset

Measures of managerial AI optimism and six AI-claim dimensions from the earnings calls of 20 US technology companies, with a human-coded benchmark of 456 passages.

Prokofieva

doi:10.5281/zenodo.23795229 Code
Software 2026Zenodo

FinAgent: multi-agent equity research on a small NVIDIA Nemotron model

Agentic AI that runs on a CPU: LangGraph agents research public companies from SEC filings, a fact-checker traces every number to its source, and a two-hour hands-on lab comes with it.

Prokofieva

doi:10.5281/zenodo.23578666 Code
Course 2024GitHub

Large language models in the social sciences: a three-day masterclass

Large language models for social scientists, from NLP basics to sentiment analysis, topic modelling and text generation.

Prokofieva
Article 2023Education and Information Technologies

Integrating data analytics in teaching audit with machine learning and artificial intelligence

Bringing data analytics, machine learning and AI into how audit is taught.

Prokofieva

doi:10.1007/s10639-022-11474-x Code

Research on teaching

Published work on how analytics, visualisation and AI change accounting and audit education.

Article 2025Accounting Education

Management accounting and data analytics: Technology acceptance from the educational perspective

Vysotskaya, Prokofieva

doi:10.1080/09639284.2024.2338140
Article 2021Education and Information Technologies

Using dashboards and data visualizations in teaching accounting

Prokofieva

doi:10.1007/s10639-021-10525-z Code
Article 20202020 24th International Conference Information Visualisation (IV)

Visualization of financial data in teaching financial accounting

Prokofieva

doi:10.1109/iv51561.2020.00109
Article 20202020 24th International Conference Information Visualisation (IV)

accVizR: Using tidy data approach and layered grammar of graphics for visualizing accounting data

Prokofieva

doi:10.1109/iv51561.2020.00113
Article 2015Asian Review of Accounting

A tale of two cohorts: Identifying differences in group work perceptions

Prokofieva et al.

doi:10.1108/ara-10-2013-0063
Article 2013

Evaluating types of students' interactions in a wiki-based collaborative learning project
Article 2013Issues in Accounting Education

The difficulties of teaching IFRS in Russia

Vysotskaya, Prokofieva

doi:10.2308/iace-50363 Code
Article 2011Accounting and Finance Association of Australia and New Zealand Conference (AFAANZ 2011)

Identifying employment expectation-performance gaps of accounting graduates using employability indicators
Article 2011

Student perception of effectiveness of wiki-based group projects in higher education