A PIF colleague just gave me a great phrase: 'The 3 D's of National Security are Defense, Development and Diplomacy.' Credit to Cherrerka Montgomery

'Monetization isn't the only, or even primary, consideration for a digital project. Shareholder value / financial value is not more important than customer value, employee value & societal value.' #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

We only have data on the past we are trying to escape. We have no data for the future we want to create. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

We only have data on the past we are trying to escape. We have no data for the future we want to create. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

I can't speak to programming in R, but programming in Python is like writing in God's own pseudocode. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

I can't speak to programming in R, but programming in Python is like writing in God's own pseudocode. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

AI is an ideology not a technology. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

AI is an ideology not a technology. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Data Alone Isn’t Ground Truth. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Data Alone Isn’t Ground Truth. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Don’t trust empirical measures at face value: data are always biased, measurements always contain errors, systems always have confounders, and people always make assumptions.” #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Don’t trust empirical measures at face value: data are always biased, measurements always contain errors, systems always have confounders, and people always make assumptions.” #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Being an executive means choosing the challenges you want to face. Powering new mission outcomes is challenging. Failing to power new mission outcomes is challenging. Choose your challenge. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Being an executive means choosing the challenges you want to face. Powering new mission outcomes is challenging. Failing to power new mission outcomes is challenging. Choose your challenge. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Infrastructure is the lubricant of economic output. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Infrastructure is the lubricant of economic output. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Algorithms are biased because people are. Algorithms are trained on historic data patterns which incorporate systemic social inequalities. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Algorithms are biased because people are. Algorithms are trained on historic data patterns which incorporate systemic social inequalities. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Being an executive means choosing the challenges you want to face. Preventing homeless is challenging. Dealing with homelessness is challenging. Choose your challenge. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy

Being an executive means choosing the challenges you want to face. Preventing homeless is challenging. Dealing with homelessness is challenging. Choose your challenge. #EthicalDigital #digitaltransformation #ethicalAI #techstrategy