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As we take look back over the past year and reflect on what we have achieved, it's also important that we look ahead to new challenges and opportunities that may arise in 2023. We have seen remarkable innovation across the industry in 2022, from big break throughs in treatment and improvements to patient outcomes, to how the industry is working with big data and technology. But it's fair to say that these achievements came paired with just as many challenges including a continued talent shortage, hangovers from the pandemic, increasing pressures to innovate and ongoing macroeconomic challenges. As we head into 2023, I expect these existing challenges to continue alongside new ones, but I also anticipate more opportunities to present themselves. At Pharamanovia, we predict that the key trends set to catalyse the pharmaceutical and healthcare industries in 2023 include break through innovations, technology, big data, sustainability, ongoing policy changes and a shift in investment due to inflation. Utilising big data and tech Technology has been recognised as one of the industry's biggest tools for many years, and I don't expect to see the pace of how we use technology in healthcare and pharma to slow down any time soon. In 2023, I expect that we will see further automation in the way we work, with an increase in digital engagement and healthcare providers leveraging remote access further.