The 30-minute rule for better BI dashboards
Most enterprise dashboards fail in the first thirty minutes — not of building, but of thinking. The case for treating those first thirty minutes as the most important part of the project.
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Articles to pique your interest.
Practitioner writing on actuarial work, data engineering, AI and model validation — and the operating layer that ties them together.
Data warehouse, data lake, lakehouse: where to land your data in 2026
The "data warehouse vs data lake" debate is over. The lakehouse won. A practical orientation for an actuarial or finance leader scoping their next data investment.
Independent validation for AI-assisted actuarial workflows
As actuarial teams use generative AI for documentation, code, anomaly detection and assumption setting, the validation playbook needs explicit extensions. Four extensions and a structured way to apply them.
Actuarial modernisation is now a data engineering problem
The next round of actuarial modernisation is being decided one layer below the modelling engine — in the data engineering layer. The engine matters less than people think. Data flow matters more than people realised.
The hidden risk: actuarial overlays and reporting spreadsheets
The biggest unmanaged actuarial risk in most insurers today is no longer in the model. It is in the unversioned spreadsheets that adjust the model's outputs, and the reporting packs that re-aggregate them.
ESG Regulation Status in South Africa
1. Introduction Environmental, Social, and Governance (ESG) reporting in South Africa can be complex, especially given the multitude of global frameworks and standards. Despite these challenges, South Africa [...]
The Growing Importance of ESG Reporting: Frameworks and Standards
Introduction Environmental, Social, and Governance (ESG) reporting has become increasingly essential as the world moves toward greater environmental friendliness. Since the United Nations Global Compact (UNGC) Corporate [...]
Transforming Actuarial Data Management: A Case Study in Finance Modernization
As the landscape of actuarial data management evolves, organizations are increasingly pressured to transition from outdated systems to robust, data-driven frameworks. Data Symphony recently partnered with a large [...]
Harnessing Open-Source to Build a Scalable and Cost-Effective Financial Modelling Platform
In today’s dynamic financial landscape, data is the lifeblood of businesses seeking to maintain competitive advantage. The need for a scalable, flexible, and affordable data storage and financial [...]
What Climate Change Trends May Mean for Your Insurance Premiums and Cover
As the effects of climate change become more apparent, insurance policyholders face significant challenges and changes in their premiums and coverage. This article explores how key climate change [...]