Some updates to Google’s algorithm have a bigger impact than others. With the rollout of BERT (Bidirectional Encoder Representations from Transformers) in 2019, Google’s algorithms went from simply understanding words to being able to understand the context that the words were in. For example, think about how the meaning of the word “bank” differs in these sentences: I am going to the bank. / I am standing on the bank of the river. Thanks to the BERT algorithm, Google recognizes these nuances, and is able to provide search results that more closely align with the subject being searched for, providing the searcher with information that is more relevant.

According to the experts at Marketo, marketers can expect to see a significant shift in marketing priorities over the next couple of years. The marketing automation company surveyed over 700 marketing execs and CEOs for their views on how marketing KPIs, required skillsets and technology tools will change by the year 2025. The surveyed marketers ranked customer retention, lead generation and customer lifetime value as their top three KPIs today (in that order). By 2025, they forecast that the order will switch, with customer lifetime value taking the lead at spot number one, followed by customer retention at number two (and lead generation will drop down to spot number six.)

Launching a new medical device is a complicated process. First, of course, you have to come up with a concept. What do you want your technology to do, and how will it do it? There’s that initial period of blue-sky thinking and prototype development, where you refine your technology and determine whether it’s viable. Then, once you decide to move ahead with commercialization, and you’ve achieved your safety and efficacy goals, the pace picks up, and suddenly you’re on a fast track to your launch target date.