Digitalisation can ‘amplify’ oil & gas operator bias
Technology can bring huge benefits, but the human aspect of implementation could be the most problematic factor
The digitalisation of oil and gas exploration and production processes often bring huge efficiency gains. But the industry needs to be aware that unconscious bias in implementation can result in major consequences. Unwitting errors in the creation of algorithms—as they result in repeated errors across systems—are more severe than those made by practitioners of analogue processes. “Some technology can actually see [operations] in real time, so you can quantify what you have and assess what you want to do with it,” says Morag Watson, chief digital innovation officer at BP. “For example, we use a combination of drones, sensors and hyperspectral imagery, so it is very complex. Great algorithms
Also in this section
26 February 2026
OPEC, upstream investors and refiners all face strategic shifts now the Asian behemoth is no longer the main engine of global oil demand growth
25 February 2026
Tech giants rather than oil majors could soon upend hydrocarbon markets, starting with North America
25 February 2026
Capex is concentrated in gas processing and LNG in the US, while in Canada the reverse is true
25 February 2026
The surge in demand for fuel and petrochemical products in Asia has led to significant expansion in refining and petrochemicals capacities, with India and China leading the way






