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4 Models for Using AI to Make Decisions

Harvard Business Review

The bad news: Petabytes of new data and algorithmic innovation assure that “autonomy creep” will relentlessly challenge human oversight from within. In reality, “handoffs” and transitions prove to be significant operational problems. It’s a different kind of engineering.”

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Curiosity-Driven Data Science

Harvard Business Review

Data science can enable wholly new and innovative capabilities that can completely differentiate a company. But those innovative capabilities aren’t so much designed or envisioned as they are discovered and revealed through curiosity-driven tinkering by the data scientists. Sounds great, right? – in order to get more focus.

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Filing for a Patent Versus Keeping Your Invention a Trade Secret

Harvard Business Review

At the same time, trade secrets are viewed as the stepchild of intellectual property because they operate, by definition, in secrecy, and we know much less about their role in market competition than we know about patents, copyrights, and trademarks. Why do some companies choose to patent their innovation while others choose to hide it?

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Why Your Company Culture Should Match Your Brand

Harvard Business Review

Each of these companies has aligned and integrated its culture and brand to create a powerful engine of competitive advantage and growth. When you think and operate in unique ways internally, you can produce the unique identity and image you desire externally. Just as brands differ, there is no single right culture.

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Rethinking the Function of Business Functions

Harvard Business Review

For example, Walmart doesn't succeed just because of a strong operations group. It has sophisticated functions that together manage user-generated content, the in-depth tracking of consumer buying behavior, and the innovation of new features based on the resulting insights. Permanent cross-functional teams tend to fare better.

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How Software Is Helping Big Companies Dominate

Harvard Business Review

They’re more productive , more profitable , more innovative , and they pay better. Walmart went from a 3% share of the general merchandise retail market in 1982 to over 50% today. Architectural Innovation. Andrew Brookes/Getty Images. Throughout the global economy, big companies are getting bigger. IT Does Matter.