Recommendation engines are an easy way to reach new customers, but marketers may encounter unintended consequences due to the inherent biases in the algorithms.

Digital customer service is becoming more widely adopted, but one place it falls short is in the language and phrases it uses. Many digital service platforms use words that alienate customers rather than engage them; selecting customer-centric language for chatbots and service platforms can make a significant difference in customer satisfaction.

The popular perception of Twitter as a social media “echo chamber,” where people only receive and retweet opinions that match their own, does not reflect the data about users’ actual engagement. The average Twitter user propagates more mainstream content and follows a diverse group of users — and this has implications for social media marketing.

Adopting agile development practices helps organizations bring their products and services to market quickly and respond nimbly to market changes. In an increasingly global business landscape, taking the time to address cultural differences when implementing agile is crucial for project success.

With the rise of blockchain and adoption of cryptocurrencies, companies across different industries can benefit from the increased trust and transparency these emerging technologies provide. Most executives recognize the need to prioritize blockchain as part of their business strategy, but the question of how to adopt and reskill can be daunting.

Modest questions about how today’s problems could be solved more effectively lead to applications of technology with easily foreseeable gains. But when people start asking bigger, bolder questions that challenge basic assumptions about how a problem has been framed, they open up space for breakthrough innovations. That’s been the pattern in many digital realms, including cybersecurity, artificial intelligence, and the internet of things.

The robots are coming! But counter to popular belief, it’s not just low-paying jobs that are at risk of automation. According to research by Scott Latham and Beth Humberd, predicting which jobs are vulnerable requires analyzing the type of value job holders deliver and the skills they use to deliver it. Workers must understand four paths of job evolution — and factors behind each path — if they hope to adapt.

Research shows equity incentives introduce bias in executive recommendations and strategic planning. To counter this, boards should consider three key steps in assessing corporate risk.

Platform businesses, like Airbnb or Lyft, often talk about themselves as if they’re merely matchmakers. That’s a smart pitch — when a company is negotiating with investors. But any platform that wants to succeed will have to learn something Airbnb did: Matchmaking isn’t everything. Success also depends on identifying and mitigating risks for your buyers and sellers. The quantity and quality of goods or services bought and sold on your platform will be proportional to the amount of risk mitigated.

Formal communication channels, such as protocol-guided meetings, are often eschewed by today’s managers and employees, who prefer the ease of email and apps. But informal avenues can lead to oversights and inefficiencies that hurt performance. That’s the central finding of research from IE Business School on manufacturers of high-tech machinery. Fortunately, formal communication protocols can be designed to both maximize performance and overcome people’s resistance to adopting them.

Less than 5% of companies are using AI to reinvent how they do business, but the competitive intensity surrounding the technology suggests that a wait-and-see strategy could be a costly mistake. To get a share of the global profit pool of $1 trillion that AI will produce by 2030, the McKinsey Global Institute says companies should begin adopting it at scale within the next three years.

The dramatic rise of China’s digital leaders has put the squeeze on Western internet giants. Western players must learn quickly if they are to get back in the game in the world’s fastest growing digital market.

The conventional wisdom of goal setting is so deeply ingrained that managers rarely stop to ask if it works. The traditional approach to goals — the annual cycle, privately set and reviewed goals, and a strong linkage to incentives — can actually undermine the alignment, coordination, and agility that’s needed for a company to execute its strategy.

While the threat of national champions is nothing new, their essential character has substantially changed, and the competitive advantage of national champions in the global marketplace has become more pronounced. Today’s national champions are much more sophisticated, competing in more industries, and harder to spot than ever before. As a result, Western companies need a new strategic guide for competing against them.

When pundits talk about the impact that artificial intelligence will have on the labor market, the outlook is usually bleak, with the loss of many jobs to machines as the dominant theme. But that’s just part of the story — a probable outcome for companies that use AI only to increase efficiency. As it turns out, companies using AI to also drive innovation are more likely to increase headcount than reduce it.

The seductive clamor of social media is a workplace reality from which there’s no retreat. Those who’ll succeed in this distraction-filled world as managers and innovators must combine two seemingly opposing traits: They must to be able to absorb information from many sources and to focus intensely. Together, these apparently contradictory qualities comprise the skill set for managing your most valuable personal resource — your attention — in a hyper-connected age.

Virtually all human achievements have been made by groups of people, not lone individuals. As we incorporate smart technologies further into traditionally human processes, an even more powerful form of collaboration is emerging.

In the eyes of many leaders, artificial intelligence and cognitive technologies are the most disruptive forces on the horizon. But most organizations don’t have a strategy to address them.

In response to increasing consumer demands for faster deliveries without added cost, more companies are implementing IT solutions that enable access to real-time sales data and inventory data across the whole enterprise. Real-time sales and inventory information, coupled with advanced analytics enables networks to accommodate fluctuations and changes in the business environment quickly, a quality the authors call distribution agility.

Giving people time and resources to pursue innovation projects can produce extraordinary outcomes — but only if you match your “slack strategy” to employee type. The authors found that different types of employees respond in different ways to slack innovation programs; that different kinds of slack resources are better suited to certain types of employees than others; and that different kinds of slack innovation programs produce different kinds of innovation.