A color-coded map of Michigan and surrounding areas in the United States, showing different shades of red for various regions.

Strategic Intelligence & Computational Economics

We combine advanced data science with economic modeling to de-risk policy and investment decisions. From natural language processing to global capability mapping, we turn unstructured data into evidence.

An interactive network map showing themes from a discussion paper in orange and submissions aligned to each theme in blue, with nodes of varying sizes indicating submission length and similarity to the theme.

Natural language processing

We decode the voice of the public and the economy.
Without any hallucinations, we apply proven transparent NLP models to analyse thousands of unstructured public and Government submissions, such as for the Universities Accord to identify thematic clusters, and provide hallucination-free evidence-based insights for complex policy challenges.

View insights:
Universities Accord Submissions Analytics

Graphical visualization of the global corporate research map with 20 sub-fields of corporate research, color-coded and labeled, showing clusters of research fronts. Key sub-fields include Microsoft NaturalSpeech, Google Floods prediction, BioNTech mRNA for monkeypox, Google Quantum Computing, Quandela Quantum Computing, and environmental impact. The map uses machine learning for hierarchical clustering to highlight research frontiers, based on data from the League of Scholars, 2026.

Capability Mapping

We map the invisible geometry of innovation.
Powering the Nature’s analysis of Global Corporate Research and The Australian’s RESEARCH magazine, our algorithms visualise the global flow of talent and knowledge, helping Governments and Universities to benchmark their comparative advantage against the world.

Global Benchmarks:
Nature Index Science Inc.
The Australian’s RESEARCH magazine 2026

Map of Australia showing domain name registration per ABN by postcode, with varying shades of red indicating different levels of registration.

Predictive Machine Learning

We model the drivers of future performance.
Whether identifying the DNA of successful global startups or mapping the 'Internet Economy' with AuDA, we use high-dimensional vector mapping to forecast economic and investment patterns, technology frontiers and revealed comparative advantage.

Forecasts & Models:
Atlas of Australia Online

Nature index Science Inc. Cover. A man and a woman in a laboratory with scientific equipment, the man sitting on a stool and the woman standing, both looking at the camera.

“League of Scholars used an algorithm to analyse the titles and abstracts of 35,000 corporate co-authored papers... clustering them by topic to reveal the world's emerging technology frontiers.”

Trusted by the world's leading data publishers.

— Nature Index's Science Inc. Global Analytics Partner

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