Tag: trends

Top Data Analytics Trends in Pharma to Look Out For in 2024

Top Data Analytics Trends in Pharma to Look Out For in 2024

There are numerous data analytics trends in pharma that have disrupted the sector steadily in recent years. The industry itself is seeing a major integration of things like blockchain, Industry 4.0 techniques, and AI (artificial intelligence) among other game-changers.  Along with pharma data analysis and the usage of real-world data for collecting patient experiences, blockchain for secure transactions, and even managing patient records, there are several use cases worth considering in this regard. There is also a steady emphasis on offering augmented, virtual, and mixed-reality solutions throughout the industry spectrum. Here are a few pharmaceutical industry trends worth noting from a data analytics standpoint.  Pharma Analytics 2024 Trends  Here are some of the top data analytics trends in pharma that are worth noting.  These are some of the top data analytics trends in pharma that deserve to be noted in the current scenario. Data analysis and insights are completely changing the game for pharmaceutical companies in terms of enabling benefits throughout the entire spectrum.  FAQs How is the utilization of big data and advanced analytics improving drug discovery and development processes? Big data analytics works to reduce the costs and time of clinical trials. Through the usage of machine learning (ML) algorithms, pharmaceutical companies can easily identify sub-groups of patients which are more likely to respond to specific treatments. Researchers can also design more targeted and smaller trials that will succeed more. Data sets can be integrated with big data from diverse sources. Through this analysis, researchers can easily identify drug indicators, newer targets, and drug response biomarkers with lower risks.  What role does artificial intelligence play in optimizing pharmaceutical research and manufacturing operations? AI-based algorithms may optimize and analyze drug candidates by taking several aspects into account. These include pharmacokinetics, safety, and efficacy levels. It enables researchers to fine-tune specific therapeutic molecules to boost overall effectiveness while lowering side effects simultaneously. Predictive maintenance is also used through artificial intelligence (AI) throughout the manufacturing process. It may be applied to production data for enhancing maintenance planning and the prediction of failures.  What challenges and opportunities are associated with data analytics in pharmaceuticals, and how can companies stay competitive in this evolving landscape? Data engineering and analysis come with various challenges including the management of data from diverse sources while also sticking to stringent regulatory requirements and safeguarding the privacy levels of patients. There are varied challenges relating to data quality along with data silos, governance, and integration. These can be overcome through master data management platforms which ensure more reliable and accurate data that helps companies build their competitive advantages accordingly. 

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How Google Plus May Influence SEO Strategies

Google+ is a social networking entity that was launched way back in June 2011. Initially, it was touted to be the Facebook killer that would change the world as we knew it. Within a few days, it gained a massive number of users who later seemed to dwindle down in terms of active usage. However, Google+ continues to be an important social networking entity that influences the way we engage in Search Engine Optimization. Being a product of Google, Google+ has a tremendous impact on search results and the plus button is the key to success in SEO. Let us take a look at how Google Plus is going to change the future of SEO. Search, Plus Your World A few months ago, Google integrated Google+ with its search engine function and called it ‘Search, Plus Your World’. Though initially criticized by many, Google+ integration into search results changes the way we look at SEO. The idea behind ‘Search, Plus Your World’ was that users rely more on their friends than a search engine, when it comes to search results. If a friend or acquaintance deems a link to be worthy, a user may click on that link more often than he would click on a link suggested by search engines. Google thus creates a map similar to Facebook’s Open Graph and helps connect people with their readers, content and websites. It helps people to evaluate how content and relationships with people are interlinked. Thus an author who has more connections on Google+ may be more reliable than someone who does not use Google+ actively. Contextual Information The most appealing factor of using Google+ is that search results become more contextual. With all Google products now housed under a single umbrella, all your account activity will influence your search results. Depending on the context of the search, the results would appear. Indirectly, we may assume that content producers who have an active audience on Google+ will have a better SERP, especially in niche areas. Thus, rel=”author” and rel=”publisher” tags become increasingly important. SEO professionals will then need to concentrate more on the context of a business in terms of its target audience than mere link building as was followed earlier. Importance of Social Signals After the advent of ‘Search Plus Your World’, everything that appears in search results is influenced by social signals. What is important to people who are relevant to you (friends, acquaintances, thought leaders you follow, etc) is important to you as well. Thus, your results are more relevant to your account activity than domain authority and links. This is not to say that domain authority is not relevant anymore. It just means that Google now considers your social signals when providing you with search results. SEO professionals will thus have to concentrate more on social media optimization of websites and blogs along with old school SEO. The Importance of +1 Button The +1 button needs to be implemented in every blog or website that you own, so that visitors click on that. It is similar to Facebook’s Like button, but only, Google uses this button to recommend content to your followers or contacts when they search for certain keywords. This is particularly useful in carving a niche for yourself in the area chosen. Moreover, a +1’d link has a higher Click-Through-Rate (CTR). This means, it might be shared later on Twitter, Facebook or back again on Google+ increasing social signals and driving traffic. SEO professionals need to remember that a Google +1 button can indirectly lead to higher ranking of page. While traditional SEO practices can’t be ignored, it helps a lot to integrate Google Plus and the +1 button into social media optimization efforts. Thrust on Content Google has always reminded us that content is king. With Google Plus and the +1 button, we may take it for granted that if the content is not up to the mark, your website or blog will not be ranked high. The idea thus is to write great content within your niche, use social media to share what you have written and then do the basic groundwork of SEO like you always have. Personalized Search At the end of the day, it can be summarized that Google Plus and the +1 button will lead to more personalized search results. What matters to your contacts and friends are assumed to matter to you. What matters to you will thus be assumed to be important for those in your network. All that personal data will influence your search results. SEO professionals will then need to place more emphasis on active social media engagement, instead of link purchasing and submitting to directories alone. Google Plus, SEO and the Future Analysts and thought leaders who have been studying the effects of Google Plus on SEO have noted that email marketing will become more important in the future. SEO may be divided into two categories: personalized and non-personalized. For the personal SEO, social signals will need to be evaluated and optimized. For non-personal SEO, traditional SEO strategies will need to be employed as usual. Low quality linking and link purchases will no longer be relevant in niche areas unless SEO professionals are dealing with a very generic topic that has no audience. It will become important to seek the support of those who have social authority. Probably, having a higher Klout score or Author Ranking will become more important.

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Introduction to Android OS

Until Android gained the wide spectrum of mobile consumers it has today, Apple’s iOS and BlackBerry OS were the major operating systems used to run Smartphones. In early 2012, one could safely conclude that Android has not only moved ahead of BlackBerry, but is also more widely used than iOS devices. Thus, app developers have a lot to gain if they learned how to develop applications for Android devices. Introducing Android Environment to App Developers Android is based on Linux V2.6 kernel and is a complete OS ecosystem. While initially it was meant to be a low-cost OS for smartphones and flip-phone devices, it has grown into a mobile OS juggernaut that has practically gobbled a huge market share. Android offers rich functional support and a full range of computing services which allow devices that run on Android to do much more than stripped down-versions of mobile operating systems. Android Can Play Both Ways: Consumer and Enterprise-centric Devices Android has the capacity to please both consumers who like to play and enterprise users who need a lot of work done efficiently and securely. The first smartphone to run on Android was G1, manufactured by HTC with T-Mobile serving as the carrier. The Android platform is much more complicated than iOS and features layered environment built upon Linux kernel. Android’s UI subsystem features windows, views and widgets for displaying drop-down lists, edit boxes etc. Faster Connectivity and Rich Graphics Android phones offer excellent connectivity options and there already are many Android-running smartphones that support LTE-4G networks. Thanks to the built in 2D and 3D graphics, playing video games and running media-rich applications are easier, when compared to other platforms which rely on text more than graphics. What One Needs to Know Before Development Developing Android applications requires knowledge of Java along with other software skills. Android applications run within the Dalvik Virtual Machine. Activities are begun when a user launches an application from the home screen or app launcher, thanks to the visible UI. Android also checks for updates and monitors your network as part of its services. Android can handle multi-tasking and switch between applications with relative ease. In order to develop Android applications one would need to download the Android SDK and the Eclipse IDE. One can use Linux, Windows or Mac computers to develop applications. Android Is Versatile Some of the advantages of the Android platforms are room for customization, rich features, security and ability to debug easily, and a complex and layered environment that allows innovation in development of applications. Android also runs on non-mobile household devices like ovens, Air-conditioners and even refrigerators for which applications can be developed. These Android apps can be used to control a device and the way it functions with the help of touchscreens. Android is increasingly being used on such household devices and when these devices connect to the Internet over Wi-Fi, they offer increased interaction and customizability. What Is Unique about Android OS While Android is Google’s flagship OS and is well received by enterprises and consumers, it lacks the simplicity, minimalist and intuitiveness offered by iOS 5. Nevertheless, being an open source OS, it is easier for developers to design applications for the Android ecosystem than for BlackBerry OS or for iOS. The very fact that an Android application which has just been developed cannot be reviewed by specialists leaves room for errors. Nevertheless, by sticking to well-accepted protocols and by adapting stringent quality controls, Android applications can prove to be more interactive and feature-rich than apps that run on other OS. Developing for Android Smartphones and Tablets As more people begun to replace their tablets, laptops and even desktops with smartphones, it becomes increasingly important for developers to have a presence on all the important mobile operating systems. Moreover, the tablet market is growing too, and applications designed for smartphones should be able to run on tablets as well. Android tablets have begun to carve out a niche for themselves, and many enterprise users have begun to use them too. Thus, app developers must keep both smartphones and tablets in mind. Thus, the future looks bright for Android developers as the market share of Android devices will only increase. Note: Indus Net Technologies Mobile Development team works on Android. If you want to develop an app from scratch or port an existing iOS or BlackBerry app to Android platform to take advantage of its explosive growth, drop us an email to info@indusnet.co.in or visit http://www.indusnet.co.in/mobile/

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