Digital Transformation Is More Than Moving Work Online
11 July 2026
Machine Learning Explained for Business Leaders
Machine learning is a branch of artificial intelligence that allows systems to learn from data and improve their results over time. It is already used in recommendations, fraud detection, forecasting, advertising and customer support.
For business leaders, the most important requirement is not technical knowledge. It is understanding where data-based predictions can improve decisions.
An online retailer may use machine learning to recommend products based on previous activity. A financial company may use it to identify unusual transactions. A marketing team may use it to predict which customer segment is more likely to respond to a campaign.
The quality of the result depends on the quality of the data. Incomplete, outdated or biased information can produce weak recommendations. Businesses must therefore establish reliable data collection and regular monitoring.
When connected with business analytics, machine learning can improve forecasting and create a more personalised customer experience. It should support informed decision-making while allowing employees to review important outcomes.