AI In Pharma Global Market Report 2023 – By Technology (Context Aware Processing, Natural Language Processing, Querying Method, Deep Learning), By Drug Type (Small Molecule, Large Molecules), By Application (Diagnosis, Clinical Trial Research, Drug Discovery, Research and Development, Epidemic Prediction) – Market Size, Trends, And Global Forecast 2023-2032

Big data and analytics is the use of certain advanced analytics techniques on big data or very large datasets to generate business insights. It begins with data collection with predefined templates and forms, followed by data maintenance, data processing, and data analysis. The main analytics tools of big data and analytics are dashboard and data visualization, self-service tools, data mining and warehousing, reporting and others. Data visualization is the method of converting big data sets and metrics into charts, graphs, and other graphics. The resulting visual representation of data makes it easier to detect and convey real-time patterns, outliers, and fresh insights about the data. The analytics tools are deployed through on-premise and cloud mode for customer analytics, supply chain analytics, marketing analytics, pricing analytics, spatial analytics, workforce analytics, risk and credit analytics, transportation analytics and others. The big data tool and analytics are used by various end-use industries such as BFSI, retail, manufacturing, IT and telecom, government, healthcare, utility, others. The global big data and analytics market is segmented - 1) By Analytics Tools: Dashboard & Data Visualization, Self-Service Tools, Data Mining & Warehousing, Reporting, Other Analytics Tools 2) By Deployment Mode: On-Premise, Cloud 3) By End Use Industry: BFSI, Retail, Manufacturing, IT and Telecom, Government, Healthcare, Utility, Other End Use Industries 4) By Application: Customer Analytics, Supply Chain Analytics, Marketing Analytics, Pricing Analytics, Spatial Analytics, Workforce Analytics, Risk & Credit Analytics, Transportation Analytics, Other Application The global big data and analytics market size will grow from $92.06 billion in 2022 to $104.19 billion in 2023 at a compound annual growth rate (CAGR) of 13.2%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The market size of the global big data and analytics is expected to grow to $172.84 billion in 2027 at a CAGR of 13.5%. The growing investments in business intelligence, data analytics tools by major companies, and increasingly adopting different styles of analytics to resolve their business imperatives and personalize the service or product according to the customers' aspirations boosts the growth of the big data and analytics market. For instance, CostCo., a major retailer that collects its customer's data on purchases to provide personalized service was able to warn its customers who bought stone fruits to warn them of possible contamination using the analytics software instead of sending a blanket message to everyone. This increasing need to personalize the service to cater to the customers compels businesses to invest in data analytics tools, thereby increasing demand for the big data and analytics market. Major players in the big data and analytics market are IBM Corporation, Oracle Corporation, Microsoft Corporation, SAP SE, SAS Institute Inc., Teradata Corporation, Accenture, Salesforce, Cisco Systems, Tableau Software, Hewlett Packard Enterprise Development LP., Amazon Web Services,, Dell Inc., Cloudera, Musigma, Informatica, Alpine Data Labs, Alteryx, Amazon Web Services, BigML, Cognonto Corp., Couchbase, Inc., and Dataiku. The shortage of skilled professionals is a major restraint for the big data and analytics market. Developing hardware, software and system integration require trained and specialized resources to handle data preparation, create predictive models, and integrate these into applications. The resources are either unavailable or too expensive to hire, which stifles the growth of the big data and analytics market. According to the US Bureau of Labor Statistics, 11.5 million new jobs will be created for data science and analytics by the year 2026. However, the lack of a skilled workforce to occupy the job vacancies hinders big data and analytics market growth. The agile process' success in software development and the development of the latest technologies have made it very popular in the innovation industry. Few leading-edge organizations use an agile approach to manage their data systems. Agile is a technique for designing applications or handling operations more effectively in IT organizations. Broadly, it's a collaborative methodology where cross-functional teams develop and create minimally viable products (MVPs) and features quickly, test them with consumers, and optimize and improve them in rapid iterations. The agile process helps to make changes in the workflow even in the later stages, which will help to work in the best interests of the client. Agile organizations have a 70% chance of being in the top quartile of organizational health, indicating the best long-term performance amongst competitors. These companies become more customer-centric, have higher revenue growth, and a more engaged workforce. In April 2022, Accenture, a global information technology company acquired Ergo for an undisclosed amount. The acquisition will broaden the Cloud First capabilities of Accenture and increases its customer base in the Hispanic South American market. Ergo is an Argentinian big data, analytics and artificial intelligence (AI) company. Asia-Pacific was the largest region in the big data and analytics market in 2022. North America was the second largest region in the global big data and analytics market analysis. The regions covered in the global big data and analytics market are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, the Middle East, and Africa. The countries covered in the big data and analytics market are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK and USA. The big data and analytics market includes revenues earned by entities by offering software used for data mining and predictive modeling. The sales consist of revenues generated by establishments that are primarily engaged in the development of software for big data and analytics like Hadoop, Tableau and Qubole. Values in this market are factory gate values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods. Only goods and services traded between entities or sold to end consumers are included. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products. The big data and analytics market research report is one of a series of new reports from The Business Research Company that provides big data and analytics market statistics, including big data and analytics industry global market size, regional shares, competitors with a big data and analytics market share, detailed big data and analytics market segments, market trends and opportunities, and any further data you may need to thrive in the big data and analytics industry. This big data and analytics market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

Pharmaceutical active pharmaceutical ingredients (API) manufacturing refers to the production of the active substances that give a pharmaceutical medicine its desired impact on the body to treat a condition. Chemical components must be processed in order to make APIs. A biologic drug's active component is referred to as a bulk process intermediate. The main therapy areas of pharmaceutical API manufacturing are cardiovascular disorders, metabolic disorders, neurological disorders, oncology, musculoskeletal disorders, NSAIDs, and other therapeutics uses. Cardiovascular diseases are a group of heart and blood vessel disorders. The various API type include chemical API and biological API that are used to produce innovative drugs, generic prescription drugs, and over-the-counter (OTC) drugs. The global pharmaceutical api manufacturing market is segmented - 1) By Therapy Area: Cardiovascular disorders, Metabolic disorders, Neurological disorders, Oncology, Musculoskeletal disorders, NSAIDs, Other therapeutics uses 2) By API Type: Chemical API, Biological API 3) By Drug Type: Innovative Drugs, Generic Prescription, Over-the-counter (OTC) Drugs The global pharmaceutical api manufacturing market size grew from $195.29 billion in 2022 to $209.93 billion in 2023 at a compound annual growth rate (CAGR) of 7.5%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The market size of the global pharmaceutical api manufacturing is expected to grow from $266.72 billion in 2027 at a CAGR of 6.2%. The rise in the aging population is one of the major drivers of the pharmaceutical API manufacturing market. As the aging population increases, the demand for pharmaceutical drugs also increases. API acts as a specialty drug in these medicines to cure a particular disease. For instance, in October 2022, according to an article shared by WHO, a Switzerland-based specialized agency of the United Nations responsible for international public health, 80% of senior citizens will reside in low- and middle-income nations by 2050. The population is aging considerably more quickly than in the past. In 2020, there will be more persons over the age of 60 than under five-year-olds. Therefore, rise in aging population is driving the growth of the pharmaceutical API manufacturing market. Major players in the pharmaceutical API manufacturing market report are Teva Pharmaceutical Industries Ltd., Sun Pharmaceutical Industries Ltd., Boehringer Ingelheim, PfizerInc., Aurobindo Pharma, Novartis AG, Dr. Reddy's Laboratories, Merck & Co.Inc., BASF SE., Bayer Healthcare, Mylan N.V., Albemarle Corporation, Actavis PLC., Hospira Inc., Ranbaxy Laboratories, Virbac, Zoetis, Heska Co., AbbVie Inc., AstraZeneca PLC., Eli Lilly and Company, GlaxoSmithKline PLC., Sanofi, Bristol-Myers Squibb, CiplaInc., and F. Hoffmann-La Roche Ltd. Stringent regulations for approval of pharmaceutical drugs act as a restraint on the pharmaceutical API manufacturing market. Various regions have their own set of rules, guidelines, and regulations set by their respective drug regulatory bodies. For example, in Japan, the manufacturers have to register an API with Japan’s Pharmaceuticals and Medical Devices Agency (PMDA) through the country’s Drug Master File (DMF) system. Products like APIs and new excipients i.e. inactive substances used in a drug should be registered compulsorily. The API manufacturer is also responsible for DMF registration, even if they don't have their office in Japan. They should appoint an in-country caretaker (ICC) to apply on their behalf. Also, if there are any changes to be made to DMF products, either an application for change in registration or a minor change notification should be submitted by the ICC to the PMDA. This whole process delays the drug approvals, thereby negatively affecting the pharmaceuticals API manufacturing market. Many companies use modern technologies such as process control, and powder handling to optimize API manufacturing. These technologies include advances in Lyophilization i.e. freeze-drying process. It is a low-temperature dehydration process that involves freezing the product, lowering pressure, and then removing the ice formed. For instance, Telstar, a company that manufactures efficient integrated systems for pharmaceutical and manufacturing processes, developed LyoGistics Zero, automatic loading and unloading system for freeze dryers to manufacture hazardous products. The system uses a linear magnetic driving mechanism that functions without racks and belts to reduce particle generation and this improves the hygiene in API manufacturing. Also, ILC Dover, a pharmaceutical company, developed the JetBreaker system, a semi-automatic powder handling system that separates powdered media and buffers powders so that they can be mixed better in a solution. In March 2021, Piramal Pharma Ltd., an India-based healthcare solutions company, acquired Hemmo Pharmaceuticals for an amount of $105.8 million. This acquisition is expected to expand PPS’s capacity to provide integrated services to its clients globally by gaining access to the expanding peptide API industry. The deal would also increase peptide API manufacturing and development capabilities. Hemmo Pharmaceuticals is an India-based developer and manufacturer of peptide APIs. North America was the largest region in the pharmaceutical API manufacturing market in 2022. The Middle East is expected to be the fastest growing region in the global pharmaceutical API manufacturing market share during the forecast period. The regions covered in the pharmaceutical API manufacturing industry report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, the Middle East, and Africa. The countries covered in the pharmaceutical API manufacturing market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, the UK, and the USA. The pharmaceutical active pharmaceutical ingredients (API) manufacturing market includes tablet, capsule, cream, and injectable sales.Values in this market are factory gate values, that is, the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors, and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organisations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the chain or as part of other products. The pharmaceutical active pharmaceutical ingredients (API) manufacturing market research report is one of a series of new reports from The Business Research Company that provides pharmaceutical active pharmaceutical ingredients (API) manufacturing market statistics, including pharmaceutical active pharmaceutical ingredients (API) manufacturing industry global market size, regional shares, competitors with a pharmaceutical active pharmaceutical ingredient (API) manufacturing market share, detailed pharmaceutical active pharmaceutical ingredients (API) manufacturing market segments, pharmaceutical active pharmaceutical ingredients (API) manufacturing market trends and opportunities, and any further data you may need to thrive in the pharmaceutical active pharmaceutical ingredients (API) manufacturing industry. The pharmaceutical active pharmaceutical ingredients (API) manufacturing market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenarios of the industry.

Pharmacies and healthcare stores are stores that sell pharmaceuticals and healthcare products such as drugs, medical devices, and other personal care products. The main types of pharmacies and healthcare stores are pharmacies, drug stores, and other health and personal care stores. A pharmacy is a venue where one can purchase prescription drugs within a chemist's or drugstore, or in a supermarket or other stores. The forms of ownership are retail chains and independent retailers, selling types of drugs that include prescription drugs, over the counter (otc) drugs, and other drug types. The global pharmacies and healthcare stores market is segmented - 1) By Type: Pharmacies and Drug Stores, Other Health and Personal Care Stores 2) By Ownership: Retail Chain, Independent Retailer 3) By Drug Type: Prescription Drugs, Over-the-Counter (OTC) Drugs, Other Drug Types The global pharmacies and healthcare stores market size will grow from $1,192.37 billion in 2022 to $1,274.74 billion in 2023 at a compound annual growth rate (CAGR) of 6.9%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The size of pharmacies and healthcare stores market is expected to grow to $1,593.34 billion in 2027 at a CAGR of 5.7%. The pharmacy and healthcare store market is expected to benefit from steady economic growth forecasted for many developed and developing countries. According to International Monetary Fund (IMF), the global GDP growth was 3.3% in 2020 and 3.4% in 2021. Recovering commodity prices, after a decline in the historic period is further expected to be a significant factor driving economic growth. The US economy is expected to register stable growth during the forecast period. Additionally, emerging markets are expected to continue to grow slightly faster than developed markets in the forecast period. Greater economic growth is likely to drive public and private investments, joint ventures, and foreign direct investments in the end-user markets, thereby driving the market during the forecast period. Major companies in the pharmacies and healthcare stores market include CVS Health Corporation, McKesson Corporation, Walgreens Boots Alliance Inc., Rite Aid Corp, Costco Wholesale Corp, Loblaw, George Weston Ltd., TSURUHA Holdings Inc., COSMOS Pharmaceutical Corporation, and Welcia Holdings Co. Ltd. The outbreak of COVID-19 disease (COVID-19) has acted as a massive restraint on the pharmacies and healthcare store market in 2020 as supply chains were disrupted due to trade restrictions and consumption declined due to lockdowns imposed by governments globally. COVID-19 is an infectious disease with flu-like symptoms including fever, cough, and difficulty breathing. The virus was first identified in 2019 in Wuhan, Hubei province of the People’s Republic of China, and has spread globally, including Western Europe, North America, and Asia. Steps by national governments to contain the transmission have resulted in a decline in the manufacture and trade of non-essential goods and an overall decline in economic activity with countries entering a state of "lock down" and the outbreak having a negative impact on businesses throughout 2020 and into 2021. However, it is expected that the pharmacies and healthcare stores market will recover from the shock over the forecast period as it is a "black swan" event and not related to ongoing or fundamental weaknesses in the market or the global economy. Pharmacies are increasingly using medicine vending machines to service customers, especially in remote locations where they cannot invest in opening an establishment and stationing pharmacists. The medicine vending machine is equipped with a phone, an internet connection, a prescription scanner, an in-built POS machine, and up to 2,000 packs of commonly used prescription drugs. The machine identifies drugs with the help of a microchip attached to the packs. The vending machine also allows patients to speak with a pharmacist via video link. The pharmacist checks the prescription and authorises the transaction, and then the patient can pay either by inserting cash into the machine or through a debit or credit card. Once the payment is confirmed, the medicine can be collected from the dropbox of the machine. For instance, PharmaTrust, a Canadian company, has developed vending machines and has installed them in the UK. Patients go up to the PharmaTrust kiosk, insert their prescription, scan their health card, then pick up the phone and talk personally to an on-call pharmacist. The pharmacist determines if the medication is appropriate and then authorises the transaction. Arizona State University and Florida State University installed pharmaceutical vending machines to dispense a wide range of drugs in their Student Health Services buildings. North America was the largest region in the pharmacies and healthcare stores market in 2022. Western Europe was the second-largest region in the pharmacies and healthcare stores market. The regions covered in the pharmacies and healthcare stores market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, and Africa. The countries covered in the pharmacies and healthcare stores market report are Argentina, Australia, Austria, Belgium, Brazil, Canada, Chile, China, Colombia, Czech Republic, Denmark, Egypt, Finland, France, Germany, Hong Kong, India, Indonesia, Ireland, Israel, Italy, Japan, Malaysia, Mexico, Netherlands, New Zealand, Nigeria, Norway, Peru, Philippines, Poland, Portugal, Romania, Russia, Saudi Arabia, Singapore, South Africa, South Korea, Spain, Sweden, Switzerland, Thailand, Turkey, UAE, UK, USA, Venezuela, and Vietnam. The pharmacies and healthcare store market includes revenues earned by entities by providing services through hospital pharmacies, online pharmacies, and specialty stores. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products. The pharmacies and healthcare stores market research report is one of a series of new reports from The Business Research Company that provides pharmacies and healthcare store market statistics, including pharmacies and healthcare store industry global market size, regional shares, competitors with a pharmacies and healthcare store market share, detailed pharmacies and healthcare store market segments, market trends and opportunities, and any further data you may need to thrive in the pharmacies and healthcare store industry. This pharmacies and healthcare stores market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

Internet of Things (IoT) is a physical object network that contains integrated technologies that allow it to connect, sense, and interact with internal or external environments. It is a collection of end-to-end services where companies contract with external vendors to design, build, install, and operate IoT solutions, including consulting advice for IoT planning. The main platform of Internet of Things (IoT) are device management, application management and device management. The process of managing the implementation, operation, and maintenance of a physical and/or virtual device is known as device management The various application include building and home automation, smart energy and utilities, smart manufacturing, connected logistics, smart retail, smart mobility and transportation, others that are used by BFSI, retail, government, healthcare, manufacturing, transportation, IT and telecom, among other end user industries. The global IoT market is segmented - 1) By Platform: Device Management, Application Management, Network Management 2) By End Use Industry: BFSI, Retail, Government, Healthcare, Manufacturing, Transportation, IT & Telecom, Other End-User Industries 3) By Application: Building And Home Automation, Smart Energy And Utilities, Smart Manufacturing, Connected Logistics, Smart Retail, Smart Mobility And Transportation, Other Applications The global iot market size will grow from $399.41 billion in 2022 to $486.7 billion in 2023 at a compound annual growth rate (CAGR) of 21.9%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The market size of global iot market size is expected to grow to $1057.55 billion in 2027 at a CAGR of 21.4%. The application of IoT in various industries such as automotive industry is driving the growth of the IoT market. The introduction of IoT in the automotive industry has opened up new opportunities for carmakers and consumers worldwide. IoT has become a popular hotspot for varied multifunctional applications in the automotive sector. IoT offers enhanced communication, control and data delivery at any transportation point. Major companies like Mercedes-Benz, Volkswagen, Volvo, Toyota and Google Inc. are increasingly investing in developing smart cars with rich features that offer healthier, more convenient and more enjoyable driving experiences. According to UBS, 12% of the total cars sold in 2030 will be for autonomous taxi fleets with 26 million driverless taxis in operation worldwide, approximately. Major players in the IoT market are Cisco Systems, Inc., Microsoft Corporation, Oracle Corporation, International Business Machine (IBM) Corporation, Google Inc., Hewlett-Packard Enterprise, Amazon Web Services Inc., Bosch Software Innovation GmbH, Huawei Technologies, Intel Corporation, AT & T Inc., Hitachi Data Systems, General Electric, Bright Wolf, C3 IoT, Carriots, Concirrus, Connio, Cumulocity, Davra Networks, Device Insight, EVRYTHNG, Exosite, Autodesk SeeControl, BlackBerry, Accenture PLC., Alcatel-Lucent, Fujitsu Ltd., Dell Inc., PTC Inc., and SAP SE. The concerns with data security impact the growth of the IoT market. The rate of data intrusions is also increasingly growing with the advances in technology. IoT systems are being newly built and often have loopholes that can help the hacker to easily enter the system, serving as a major obstacle to the growth of the market for IoT sensors, since enterprise data protection is of great importance when designing analytical solutions for many vertical applications. Ransomware and denial-of-service attacks (DoS attacks) will continue to rise and be among the most common cybersecurity threats. Therefore, the data security issues limit the growth of the IoT market. The IoT devices collect a great deal of data of all types. Managing this data and analyzing it will help maximize its value for the company. Data analytics will help in analysis of IoT data in several areas such as data accuracy in time series, predictive and advanced analytics, data preparation, geospatial and location real-time (logistic data). In 2020, major cloud vendors such as Amazon, Microsoft and Google, are increasingly using data analytics for business improvement and various companies hope to expand their market share with AI algorithms capable of exploiting machine learning and deep learning, allowing businesses to derive more value and make informed decisions from the increasing data volumes. In February 2022, Breadware LLC., a US-based IoT solutions company acquired Medium One Inc. for an undisclosed amount. The acquisition add Medium One platform to Breadware and enables it to develop and offer IoT-enabled products as well as integrated environment for quick and easy implementation of IoT products. Medium One Inc. is an American IoT software company. Asia-Pacific was the largest region in the IoT market in 2022. North America was the second largest region in the global IoT market share. The regions covered in IoT market analysis report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, the Middle East, and Africa. The countries covered in the IoT market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK and USA. The Internet of Things iot market includes revenues earned by entities by offering IoT solutions used in building and home automation, smart energy and utilities, connected logistics, smart retail, smart mobility, and transportation. The internet of things, or IoT, is a collection of interconnected smart devices, mechanical and digital machines, objects, animals or people supplied with unique identifiers (UIDs) and the ability to transmit data across a network without needing human-to-human or human-to-computer interaction. Values in this market are factory gate values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods. Only goods and services traded between entities or sold to end consumers are included. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products. The internet of things iot market research report is one of a series of new reports from The Business Research Company that provides internet of things iot market statistics, including internet of things (IoT) industry global market size, regional shares, competitors with an internet of things iot market share, detailed internet of things iot market segments, market trends and opportunities, and any further data you may need to thrive in the internet of things iot market industry. This internet of things iot market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

Artificial intelligence is a wide-ranging branch of computer science-related with building smart machines that can perform tasks that require human intelligence. The main technology types of artificial intelligence services are machine learning, computer vision, natural language processing (NLP), and others. Machine learning is an artificial intelligence (AI) program that allows systems to automatically learn and improve from experience without being explicitly programmed. The various software tools used include web-based and cloud application programming interface, processing and modeler, archiving, and data storage that are used to provide managed services and professional services. The services are used by different end users such as banking, financial, and insurance (BFSI), IT and telecom, retail, manufacturing, public sector, energy and utility, and healthcare, among others. The global artificial intelligence services market is segmented – 1) By Technology: Machine Learning, Computer Vision, Natural Language Processing (NLP), Other Technology 2) By Services Type: Managed Services, Professional Services 3) By Software Tools: Web-based and Cloud Application Programming Interface, Processing and Modeler, Archiving and Data Storage 4) By Application Type: Fraud Detection, Data Analytics & Visualization, Customer Service and Management, Rsik Management, Compliance & Security 5) By End-User: Banking, Financial, and Insurance (BFSI), IT & Telecom, Retail, Manufacturing, Public Sector, Energy & Utility, Healthcare, Other End-Users The global artificial intelligence services market size will grow from $12.39 billion in 2022 to $18.34 billion in 2023 at a compound annual growth rate (CAGR) of 48.0%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The market size of the global artificial intelligence services is expected to grow to $55.38 billion in 2027 at a CAGR of 31.8%. The rise in the adoption of cloud-based solutions is a key factor driving the growth of the artificial intelligence services market. Artificial intelligence (AI) as a service lets businesses experiment with AI for different activities without a high initial investment. Experimentation enables many cloud computing platforms to check different machine learning algorithms and helps streamline how data is analyzed and managed. Businesses are deeply interested in cloud-based machine learning, which lets them experiment through their services and help their clients make informed decisions based on the data. For instance, in March 2020, Google announced the beta launch of Cloud AI Platform Pipelines, which provides its customers with repeatable machine learning pipelines that can be installed easily and used for machine learning workflows securely. The integration of AI applications into its cloud draws more customers, thus enhancing market growth over the forecast period. Therefore, the rise in the adoption of cloud-based solutions is expected to drive the growth of the artificial intelligence services market. Major players in the artificial intelligence services market are Intel Corp., International Business Machines Corp., Microsoft Corp., SAP SE, SAS Institute Inc., Amazon.com Inc., Salesforce, Google LLC., Oracle Corporation, Fair Isaac Corporation, Alphabet Inc., Apple Inc., CognitiveScale, Inc., Baidu, Inc., BigML, H2O.ai and Baidu Inc. The risks associated with data breaches and hacks are hampering the growth of the artificial intelligence services market. The World Economic Forum (WEF) has cautioned that new technologies such as the Internet of Things, artificial intelligence, and quantum computing can turn around human lives, but may also make society more vulnerable to cyber-attacks. It was stated that attacks occur on average once every 39 seconds and a single breach could cost as much as $150 million in 2020. Although companies and organizations are aware of these risks, breach activity still takes around six months to detect, and the long delays between original network breach and security responses allow hackers to take advantage of significant quantities of data. According to the State of the breach June 2020, about 16 billion records including credit card numbers, phone numbers, home addresses, and other sensitive information were exposed through data breaches since 2019. Therefore, the risks associated with data breaches and hacking hampers the growth of the artificial intelligence services market. The use of artificial intelligence as a service for human interaction with machines using natural language processing (NLP) is a key trend shaping the artificial intelligence services market. Natural language processing (NLP) is a type of artificial intelligence that explains how human language and computers interact. Machine translation is an enormous technology for NLP that enables us to overcome the challenges to contact people from all over the world and to understand software manuals and catalogs written in a foreign language. For instance, the Livox app, a customizable application in 25 languages helps the disabled to communicate. In January 2021, ServiceNow, a US-based provider of information technology management software for companies, acquired Element AI for $230 million. The acquisition of Element AI would significantly strengthen ServiceNow's commitment to developing the most intelligent workflow platform in the world, allowing staff members to work more quickly and intelligently, simplify business choices, and reach new heights of productivity. Element Ai is a Canada-based artificial intelligence (AI) company. Asia-Pacific was the largest region in the artificial intelligence services market in 2022. North America was the second largest region in the global artificial intelligence services market share. The regions covered in the global artificial intelligence services market analysis report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, the Middle East, and Africa. The countries covered in the artificial intelligence services market are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK and USA. The artificial intelligence services market includes revenues earned by entities by providing AI services that are used in telecommunications, government, retail, defense and healthcare. Companies in the artificial intelligence market provide outsourced services to cater to business requirements. AI as a service enables individuals and businesses to use AI for different purposes, without significant initial investment and with lower risk. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products. The artificial intelligence (AI) services market research report is one of a series of new reports from The Business Research Company that provides artificial intelligence (AI) services market statistics, including artificial intelligence (AI) services industry global market size, regional shares, competitors with an artificial intelligence (AI) services market share, detailed artificial intelligence (AI) services market segments, market trends and opportunities, and any further data you may need to thrive in the artificial intelligence (AI) services industry. This artificial intelligence (AI) services market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

Information technology (IT) is the use of computers, storage, networking and other physical devices, infrastructure and processes to create, process, store, secure and exchange all forms of electronic data. The main type of information technology (IT) are IT services, computer hardware, telecom, and software products. Computer hardware is the physical components that a computer system requires to function and encompasses everything within a PC or laptop. The services are used by large, small, and medium enterprises of financial services, retail and wholesale, manufacturing, healthcare and others. The global information technology (IT) market is segmented - 1) By Type: IT Services, Computer Hardware, Telecom, Software Products 2) By Organization Size: Large Enterprise, Small and Medium Enterprise 3) End User Industry: Financial Services, Retail & Wholesale, Manufacturing, Healthcare, Other End User Industries Subsegments Covered: Hardware Support Services, Software And BPO Services, Cloud Services, Computer Peripheral Equipment, Computer Storage Devices And Servers, Computers, Wireless Telecommunication Carriers, Wired Telecommunication Carriers, Communications Hardware, Satellite & Telecommunication Resellers, Operating Systems & Productivity Software Publishing, Database, Storage & Backup Software Publishing, Business Analytics & Enterprise Software, Video Game Software, Design, Editing & Rendering Software The global information technology (IT) market size grew from $8179.48 billion in 2022 to $8852.41 billion in 2023 at a compound annual growth rate (CAGR) of 8.2%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The information technology (IT) market is expected to grow to $11995.97 billion in 2027 at a CAGR of 7.9%. The demand for cloud computing services is expected to drive the demand for IT services during the forecast period. In the cloud computing model, data is stored on the internet by a cloud computing provider, who manages and operates data storage as a service. Many companies are now choosing applications hosted in the cloud for their day-to-day operations. For example, according to statistics provided by hostingtribunal.com, 60% of computing workloads were running in the public cloud in 2019. Similarly, 94% of enterprise workloads are expected to be processed by cloud data centers in 2021. Companies are also opting for cloud-based data storage, thus boosting the demand for IT services. Major companies in the information technology (IT) market include Apple, Microsoft, Verizon Communications, China Mobile, AT&T Inc., Huawei, Deutsche Telekom AG, Dell Technologies Inc., Samsung Electronics Co., Ltd. and Comcast Corporation. The outbreak of COVID-19 disease (COVID-19) has acted as a significant restraint on the information technology (IT) market share in 2020 as supply chains were disrupted due to trade restrictions and employees working for these establishments faced difficulties related to infrastructure and communication owing to lockdowns imposed by governments globally, forcing them to work from home. COVID-19 is an infectious disease with flu-like symptoms including fever, cough, and difficulty in breathing. The virus was first identified in 2019 in Wuhan, Hubei province of the People’s Republic of China and spread globally, including Western Europe, North America, and Asia. Steps by national governments to contain the transmission have resulted in a decline in economic activity, with countries entering a state of 'lock down,' and the outbreak had a negative impact on businesses throughout 2020 and into 2021. However, it is expected that the information technology (IT) market will recover from the shock across the forecast period as it is a 'black swan event and not related to ongoing or fundamental weaknesses in the market or the global economy. Over the past five years there has been an increasing prevalence of low cost open source alternatives. Open source has become a preferred platform for developing new technology. In the past, software publishers would open source software that was not making money, but now companies are open sourcing software to increase their presence and share in the market. Supabase, a YC-incubated startup that offers developers an open-source alternative, announced that it had raised a $6 million in funding to create new open-source tools. Asia-Pacific was the largest region in the information technology (IT) market in 2022. North America was the second largest region of the information technology (IT) market. The regions covered in the information technology (IT) industry analysis are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East and Africa. The countries covered in the information technology (IT) market are Argentina, Australia, Austria, Belgium, Brazil, Canada, Chile, China, Colombia, Czech Republic, Denmark, Egypt, Finland, France, Germany, Hong Kong, India, Indonesia, Ireland, Israel, Italy, Japan, Malaysia, Mexico, Netherlands, New Zealand, Nigeria, Norway, Peru, Philippines, Poland, Portugal, Romania, Russia, Saudi Arabia, Singapore, South Africa, South Korea, Spain, Sweden, Switzerland, Thailand, Turkey, UAE, UK, USA, Venezuela and Vietnam. The information technology (IT) market consists of revenues earned by entities by providing IT services such as computer networking, broadcasting, systems design services and information distribution technologies like television and telephones and other equipment used during the process. The market value includes the value of related goods sold by the service provider or included within the service offering. The information technology (IT) market also includes sales of computers, computer peripherals and telecommunications equipment which are used in providing IT services. Values in this market are ‘factory gate’ values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods. Only goods and services traded between entities or sold to end consumers are included. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products. The information technology (IT) market research report is one of a series of new reports from The Business Research Company that provides information technology (IT) market statistics, including information technology (IT) industry global market size, regional shares, competitors with information technology (IT) market share, detailed information technology (IT) market segments, market trends and opportunities, and any further data you may need to thrive in the information technology (IT) industry. This information technology (IT) market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The pharma microbiology testing kits detect contamination and uphold good standards. They are used to detect the microbial limits among drugs, vaccines, and other biologics. The main products of pharma microbiology testing kits market are consumables and equipment. The pharma microbiology testing kits consumables are products used to detect the microbial limits among drugs, vaccines, and other biologics. The various tests performed by pharma microbiology testing kits are endotoxin testing, sterility testing, microbial examination, environmental monitoring, and others that are used by end-users such as hospitals and diagnostic centres, custom lab service providers, and academic and research institutes. The global pharma microbiology testing kits market is segmented - 1) By Product: Consumables, Equipment 2) By Test: Endotoxin Testing, Sterility Testing, Microbial Examination, Environmental Monitoring, Other Tests 3) By End User: Hospitals & Diagnostic Centers, Custom Lab Service Providers, Academic & Research Institutes The global pharma microbiology testing kits market size grew from $5.66 billion in 2022 to $6.25 billion in 2023 at a compound annual growth rate (CAGR) of 10.5%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The market size of global pharma microbiology testing kits is expected to grow from $8.78 billion in 2027 at a CAGR of 8.8%. The rise in the incidence of infectious diseases is one of the prime drivers of the pharma microbiology testing kits market. According to CDC (Centre for Disease Control and Prevention), infectious diseases such as Hepatitis A, B, and C, sexually transmitted diseases (STDs), and human immunodeficiency virus (HIV) are increasing their prevalence globally. WHO report indicated that there were about 1.4 million cases of Hepatitis A reported globally every year. Hence the increasing number of infectious disease cases due to infected needle injections, unprotected sex, homelessness, lack of access to medical care, and other socioeconomic challenges drive the pharma microbiology testing kits market. Major players in the pharma microbiology testing kits market are F. Hoffmann-La Roche AG, Becton, Dickinson and Company, Abbott Laboratories, ThermoFisher Scientific, Lucideon, SGS SA, ToxiKon, Pace Analytical Services, Boston Analytics, Charles River Laboratories International, and Nelson Laboratories. The limited shelf life of microorganisms and microbiology reagents acts as a major restraint on the pharma microbiology testing kits market. Shelf life is defined as the time for which a product remains fit for use after its generation. The shelf life of microbiology reagents depends upon exposure to atmospheric conditions. The life of microorganisms such as bacteria (only 12hours) is short therefore the time for microbiological research is very limited as the quality of microorganisms deteriorates and becomes unfit to use resulting in inaccurate pharma microbiology testing kits results. Hence, the short or limited shelf life of microbiology reagents may increase cost and hamper the pharma microbiology testing kits market growth. Outsourcing of microbiological testing to contract testing laboratories is becoming popular in the pharma microbiology testing kits market. Outsourcing of routine microbiological testing activities controls and ensures better quality and safety of raw materials, intermediates, and finished products. The contract testing laboratories are outsourced with some testing areas such as stability testing, raw material testing, method validation, microbial testing, environmental monitoring, physical characterization, batch-release testing, bioanalytical testing, and others. For instance, the global healthcare analytical testing market is projected to expand to $4.13 billion by 2021 at a growth rate of 11.3%. Food and Drug Administration (FDA) is a federal agency and regulatory body for the pharma microbiology testing kits market in the United States department of health and human services. Laboratories and food companies across the globe use these standards to make sure that food products are safe to eat and drink. FDA's Bacteriological Analytical Manual (BAM) detects pathogens (bacterial, viral, parasitic, plus yeast and mold) in food and cosmetic products. Enhanced standards for microbial testing, additional microbiological methods, and environmental testing methods have been set by FDA to ensure food and drug safety. In November 2022, IDEXX, a US-based healthcare innovation company, acquired Tecta-PDS for an undisclosed amount. The acquisition would allow IDEXX to expand its footprint in water microbiology testing. Tecta-PDS is a Canada-based water microbiology testing company. North America was the largest region in the pharma microbiology testing kits market in 2022. Western Europe was the second largest region in the pharma microbiology testing kits market report. The regions covered in the pharma microbiology testing kits industry report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, and Africa. The countries covered in the pharma microbiology testing kits market are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, and USA. The pharma microbiology testing kits market consists of sales of rapid test systems, common rapid test kits, rapid tests for salmonella, PCR test, and lateral flow. Values in this market are factory gate values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products. The pharma microbiology testing kits market research report is one of a series of new reports from The Business Research Company that provides pharma microbiology testing kits market statistics, including pharma microbiology testing kits industry global market size, regional shares, competitors with a pharma microbiology testing kits market share, detailed pharma microbiology testing kits market segments, market trends and opportunities, and any further data you may need to thrive in the pharma microbiology testing kits industry. This pharma microbiology testing kits market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

Artificial intelligence (AI) is a simulation of the human intelligence in machines that are programmed to think and behave like humans. AI helps to complete the job quickly and with relatively few errors. The main technology types of artificial intelligence are machine learning, natural language processing, context-aware computing, computer vision and others. Machine learning is an artificial intelligence (AI) program that allows systems to automatically learn and improve from experience without being explicitly programmed. The AI technology is offered through hardware, software and services that are used by healthcare, automotive, agriculture, retail, marketing, telecommunication, defense, aerospace, media and entertainment and other end use industries. The global artificial intelligence market is segmented – 1) By Offering: Hardware, Software, Services 2) By Technology: Machine learning, Natural language processing, Context-Aware Computing, Computer Vision, Other Technologies (Image processing, Speech recognition) 3) By End-user Industry: Healthcare, Automotive, Agriculture, Retail, Marketing, Telecommunication, Defense, Aerospace, Media & Entertainment, Other End-User Industries The global artificial intelligence market size will grow from $56.89 billion in 2022 to $73.38 billion in 2023 at a compound annual growth rate (CAGR) of 29.0%. The Russia-Ukraine war disrupted the chances of global economic recovery from the COVID-19 pandemic, at least in the short term. The war between these two countries has led to economic sanctions on multiple countries, a surge in commodity prices, and supply chain disruptions, causing inflation across goods and services and affecting many markets across the globe. The market share of the global artificial intelligence is expected to grow to $167.29 billion in 2027 at a CAGR of 22.9%. Growing investment in AI technologies contributed to the growth of the Artificial intelligence market. Many companies are investing in AI technologies or AI start-ups to increase the efficiency of AI software as AI enables them to make more informed decisions and achieve better results. For instance, Microsoft has invested around $1 billion in OpenAI a San Francisco company. The two companies had formed a partnership to develop AI supercomputing technologies on Microsoft's cloud Azure. AI is useful across multiple sectors. For instance, AI can lead to breakthroughs in R&D and diagnostics in healthcare sector, it can help make better forecasts in finance, and in manufacturing, it can increase production controls and efficiency. Therefore, rise in investment in AI technologies due to its advantages in every sector is driving the market for the Artificial Intelligence market. Major players in the artificial intelligence market are Google, IBM, Baidu, Microsoft, Apple Inc., Ipsoft, NVIDIA corporation, Samsung Electronics Co.Ltd., MicroStrategy Inc., Qlik Technologies Inc., Verint Systems Inc. (Next IT Corp), Qualcomm Technologies, Micron Technology, Xilinx Inc., Intel corporation, ARM Holding, Advanced Micro Devices Inc., Huawei Technologies Co.Ltd., SAP, Intel, Salesforce, Brighterion, KITT.AI, IFlyTek, Megvii Technology, Albert Technologies, H2O.ai, Brainasoft and Yseop. The limited number of AI Experts is a major challenge in the Artificial intelligence market. To develop the AI software the company needs AI experts, practitioners, and researchers. According to Tencent, a Chinese multinational technology conglomerate holding company, there are 300k AI researchers and practitioners worldwide, but the market demand is around millions of roles. The limited number of AI experts may harm the market. Automated machine learning is being implemented by many companies. It is quite complicated to apply traditional machine learning models for real-world business problems. The better solution is to use Automated machine learning which allows non-machine learning (ML) experts to use machine learning algorithms without being machine learning wizards. For instance, tools like Google cloud AutoML are used to train custom-made and high-quality ML models with a minimum ML expertise. In January 2020, Apple acquired a Seattle-based start-up xnor.ai for a deal amount of $200 million. The acquisition is expected to strengthen in delivering AI capabilities. Xnor.ai is a US-based designer and developer of hardware and software solutions. Asia-Pacific was the largest region in the artificial intelligence market in 2022. North America was the second largest region in the global artificial intelligence market share. The regions covered in the global artificial intelligence market analysis report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, the Middle East, and Africa. The countries covered in the artificial intelligence market are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK and USA. The artificial intelligence market includes revenues earned by entities by offering artificial intelligence software. Artificial Intelligence (AI) is sometimes referred to as machine intelligence. Artificial intelligence is a wide-ranging branch of computer science-related to building smart machines that can perform tasks that require human intelligence. Values in this market are factory gate values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods. Only goods and services traded between entities or sold to end consumers are included. The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified). The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products. The artificial intelligence market research report is one of a series of new reports from The Business Research Company that provides artificial intelligence market statistics, including artificial intelligence industry global market size, regional shares, competitors with an artificial intelligence market share, detailed artificial intelligence market segments, market trends and opportunities, and any further data you may need to thrive in the artificial intelligence industry. This artificial intelligence market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.